+ set -euxo pipefail + project_name=codev-r1-qwen35-9b-full + : python + exp_name=dapo-qwen35-9b-python-full + adv_estimator=grpo + kl_coef=0.0 + kl_loss_coef=0.0 + clip_ratio_low=0.2 + clip_ratio_high=0.28 + enable_overlong_buffer=True + overlong_buffer_len=1024 + overlong_penalty_factor=1.0 + enable_filter_groups=False + use_token_level_loss=True + train_prompt_bsz=8 + train_prompt_mini_bsz=8 + n_resp_per_prompt=8 + max_prompt_length=2048 + max_response_length=4096 + val_top_k=-1 + use_dynamic_bsz=False + actor_ppo_max_token_len=6144 + infer_ppo_max_token_len=6144 + ppo_max_token_len_per_gpu=6144 + gen_tp=2 + sp_size=1 + actor_param_offload=False + actor_optim_offload=True + ref_param_offload=True + NNODES=1 + USER_GPUS_PER_NODE=8 + export VLLM_USE_V1=1 + VLLM_USE_V1=1 + MODEL_PATH=/data/ckpt/checkpoint-570 + DATA_PATH=/data/data/python + SAVE_DIR=/data/save/python + mkdir -p /data/save/python + [[ python == \v\e\r\i\l\o\g ]] + [[ python == \p\y\t\h\o\n ]] + reward_fn_path=verl/utils/reward_score/codev_py.py + reward_fn_name=compute_score_wrapper + PYBIN=python + python -m verl.trainer.main_ppo algorithm.adv_estimator=grpo data.train_files=/data/data/python/train.parquet data.val_files=/data/data/python/val.parquet data.train_batch_size=8 data.val_batch_size=8 data.max_prompt_length=2048 data.max_response_length=4096 algorithm.filter_groups.enable=False algorithm.filter_groups.max_num_gen_batches=999 algorithm.filter_groups.metric=acc algorithm.filter_groups.accelerate=True data.gen_batch_size=8 actor_rollout_ref.model.path=/data/ckpt/checkpoint-570 +actor_rollout_ref.model.override_config.attention_dropout=0. +actor_rollout_ref.model.override_config.embd_pdrop=0. +actor_rollout_ref.model.override_config.resid_pdrop=0. actor_rollout_ref.model.enable_gradient_checkpointing=True +actor_rollout_ref.model.use_liger=True actor_rollout_ref.actor.optim.lr=1e-6 actor_rollout_ref.actor.optim.weight_decay=0.0 actor_rollout_ref.actor.use_dynamic_bsz=False actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=1 actor_rollout_ref.model.use_remove_padding=False actor_rollout_ref.actor.clip_ratio_low=0.2 actor_rollout_ref.actor.clip_ratio_high=0.28 actor_rollout_ref.actor.ppo_mini_batch_size=8 actor_rollout_ref.actor.use_kl_loss=False actor_rollout_ref.actor.kl_loss_coef=0.0 actor_rollout_ref.actor.kl_loss_type=low_var_kl actor_rollout_ref.actor.entropy_coeff=0.001 actor_rollout_ref.actor.grad_clip=0.5 actor_rollout_ref.actor.use_token_level_loss=True actor_rollout_ref.actor.fsdp_config.param_offload=False actor_rollout_ref.actor.fsdp_config.optimizer_offload=True actor_rollout_ref.actor.fsdp_config.wrap_policy.min_num_params=100000000 actor_rollout_ref.ref.fsdp_config.wrap_policy.min_num_params=100000000 actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=1 actor_rollout_ref.rollout.tensor_model_parallel_size=2 actor_rollout_ref.rollout.name=hf actor_rollout_ref.rollout.n=8 actor_rollout_ref.rollout.val_kwargs.n=4 actor_rollout_ref.rollout.temperature=1.0 actor_rollout_ref.rollout.val_kwargs.temperature=1.0 actor_rollout_ref.rollout.val_kwargs.do_sample=True actor_rollout_ref.rollout.gpu_memory_utilization=0.85 actor_rollout_ref.rollout.enforce_eager=False actor_rollout_ref.rollout.free_cache_engine=False reward_model.reward_manager=prime actor_rollout_ref.ref.fsdp_config.param_offload=True custom_reward_function.overlong_buffer.enable=True custom_reward_function.overlong_buffer.len=1024 custom_reward_function.overlong_buffer.penalty_factor=1.0 custom_reward_function.train.path=verl/utils/reward_score/codev_py.py custom_reward_function.train.name=compute_score_wrapper algorithm.kl_ctrl.kl_coef=0.0 trainer.critic_warmup=0 'trainer.logger=[console,wandb]' trainer.project_name=codev-r1-qwen35-9b-full trainer.experiment_name=dapo-qwen35-9b-python-full trainer.n_gpus_per_node=8 trainer.nnodes=1 +trainer.val_before_train=False trainer.default_local_dir=/data/save/python trainer.resume_mode=auto trainer.default_hdfs_dir=null trainer.save_freq=30 trainer.test_freq=999999 +trainer.total_training_steps=200 trainer.total_epochs=20 actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=False actor_rollout_ref.ref.log_prob_use_dynamic_bsz=False actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=1 2026-05-05 08:48:31,131 INFO worker.py:2004 -- Started a local Ray instance. View the dashboard at http://127.0.0.1:8265  /usr/local/lib/python3.12/dist-packages/ray/_private/worker.py:2052: FutureWarning: Tip: In future versions of Ray, Ray will no longer override accelerator visible devices env var if num_gpus=0 or num_gpus=None (default). To enable this behavior and turn off this error message, set RAY_ACCEL_ENV_VAR_OVERRIDE_ON_ZERO=0 warnings.warn( (TaskRunner pid=185828) {'actor_rollout_ref': {'actor': {'checkpoint': {'contents': ['model', (TaskRunner pid=185828) 'hf_model', (TaskRunner pid=185828) 'optimizer', (TaskRunner pid=185828) 'extra']}, (TaskRunner pid=185828) 'clip_ratio': 0.2, (TaskRunner pid=185828) 'clip_ratio_high': 0.28, (TaskRunner pid=185828) 'clip_ratio_low': 0.2, (TaskRunner pid=185828) 'entropy_coeff': 0.001, (TaskRunner pid=185828) 'fsdp_config': {'fsdp_size': -1, (TaskRunner pid=185828) 'optimizer_offload': True, (TaskRunner pid=185828) 'param_offload': False, (TaskRunner pid=185828) 'wrap_policy': {'min_num_params': 100000000}}, (TaskRunner pid=185828) 'grad_clip': 0.5, (TaskRunner pid=185828) 'kl_loss_coef': 0.0, (TaskRunner pid=185828) 'kl_loss_type': 'low_var_kl', (TaskRunner pid=185828) 'optim': {'lr': 1e-06, (TaskRunner pid=185828) 'lr_warmup_steps': -1, (TaskRunner pid=185828) 'lr_warmup_steps_ratio': 0.0, (TaskRunner pid=185828) 'min_lr_ratio': None, (TaskRunner pid=185828) 'total_training_steps': -1, (TaskRunner pid=185828) 'warmup_style': 'constant', (TaskRunner pid=185828) 'weight_decay': 0.0}, (TaskRunner pid=185828) 'ppo_epochs': 1, (TaskRunner pid=185828) 'ppo_max_token_len_per_gpu': 16384, (TaskRunner pid=185828) 'ppo_micro_batch_size': None, (TaskRunner pid=185828) 'ppo_micro_batch_size_per_gpu': 1, (TaskRunner pid=185828) 'ppo_mini_batch_size': 8, (TaskRunner pid=185828) 'shuffle': False, (TaskRunner pid=185828) 'strategy': 'fsdp', (TaskRunner pid=185828) 'ulysses_sequence_parallel_size': 1, (TaskRunner pid=185828) 'use_dynamic_bsz': False, (TaskRunner pid=185828) 'use_kl_loss': False, (TaskRunner pid=185828) 'use_token_level_loss': True, (TaskRunner pid=185828) 'use_torch_compile': True}, (TaskRunner pid=185828) 'hybrid_engine': True, (TaskRunner pid=185828) 'model': {'enable_gradient_checkpointing': True, (TaskRunner pid=185828) 'external_lib': None, (TaskRunner pid=185828) 'override_config': {'attention_dropout': 0.0, (TaskRunner pid=185828) 'embd_pdrop': 0.0, (TaskRunner pid=185828) 'resid_pdrop': 0.0}, (TaskRunner pid=185828) 'path': '/data/ckpt/checkpoint-570', (TaskRunner pid=185828) 'use_liger': True, (TaskRunner pid=185828) 'use_remove_padding': False}, (TaskRunner pid=185828) 'ref': {'fsdp_config': {'param_offload': True, (TaskRunner pid=185828) 'wrap_policy': {'min_num_params': 100000000}}, (TaskRunner pid=185828) 'log_prob_max_token_len_per_gpu': 16384, (TaskRunner pid=185828) 'log_prob_micro_batch_size': None, (TaskRunner pid=185828) 'log_prob_micro_batch_size_per_gpu': 1, (TaskRunner pid=185828) 'log_prob_use_dynamic_bsz': False, (TaskRunner pid=185828) 'ulysses_sequence_parallel_size': 1}, (TaskRunner pid=185828) 'rollout': {'disable_log_stats': True, (TaskRunner pid=185828) 'do_sample': True, (TaskRunner pid=185828) 'dtype': 'bfloat16', (TaskRunner pid=185828) 'enable_chunked_prefill': True, (TaskRunner pid=185828) 'enforce_eager': False, (TaskRunner pid=185828) 'free_cache_engine': False, (TaskRunner pid=185828) 'gpu_memory_utilization': 0.85, (TaskRunner pid=185828) 'ignore_eos': False, (TaskRunner pid=185828) 'load_format': 'dummy_dtensor', (TaskRunner pid=185828) 'log_prob_max_token_len_per_gpu': 16384, (TaskRunner pid=185828) 'log_prob_micro_batch_size': None, (TaskRunner pid=185828) 'log_prob_micro_batch_size_per_gpu': 1, (TaskRunner pid=185828) 'log_prob_use_dynamic_bsz': False, (TaskRunner pid=185828) 'max_model_len': None, (TaskRunner pid=185828) 'max_num_batched_tokens': 8192, (TaskRunner pid=185828) 'max_num_seqs': 1024, (TaskRunner pid=185828) 'n': 8, (TaskRunner pid=185828) 'name': 'hf', (TaskRunner pid=185828) 'prompt_length': 2048, (TaskRunner pid=185828) 'response_length': 4096, (TaskRunner pid=185828) 'temperature': 1.0, (TaskRunner pid=185828) 'tensor_model_parallel_size': 2, (TaskRunner pid=185828) 'top_k': -1, (TaskRunner pid=185828) 'top_p': 1, (TaskRunner pid=185828) 'use_fire_sampling': False, (TaskRunner pid=185828) 'val_kwargs': {'do_sample': True, (TaskRunner pid=185828) 'n': 4, (TaskRunner pid=185828) 'temperature': 1.0, (TaskRunner pid=185828) 'top_k': -1, (TaskRunner pid=185828) 'top_p': 1.0}}}, (TaskRunner pid=185828) 'algorithm': {'adv_estimator': 'grpo', (TaskRunner pid=185828) 'filter_groups': {'accelerate': True, (TaskRunner pid=185828) 'enable': False, (TaskRunner pid=185828) 'max_num_gen_batches': 999, (TaskRunner pid=185828) 'metric': 'acc'}, (TaskRunner pid=185828) 'gamma': 1.0,(TaskRunner pid=185828) W0505 08:48:46.884000 185828 torch/utils/cpp_extension.py:118] No CUDA runtime is found, using CUDA_HOME='/usr/local/cuda' (TaskRunner pid=185828) 'kl_ctrl': {'kl_coef': 0.0, 'type': 'fixed'}, (TaskRunner pid=185828) 'kl_penalty': 'kl', (TaskRunner pid=185828) 'lam': 1.0}, (TaskRunner pid=185828) 'critic': {'checkpoint': {'contents': ['model', (TaskRunner pid=185828) 'hf_model', (TaskRunner pid=185828) 'optimizer', (TaskRunner pid=185828) 'extra']}, (TaskRunner pid=185828) 'cliprange_value': 0.5, (TaskRunner pid=185828) 'forward_max_token_len_per_gpu': 32768, (TaskRunner pid=185828) 'forward_micro_batch_size': None, (TaskRunner pid=185828) 'forward_micro_batch_size_per_gpu': None, (TaskRunner pid=185828) 'grad_clip': 1.0, (TaskRunner pid=185828) 'model': {'enable_gradient_checkpointing': True, (TaskRunner pid=185828) 'external_lib': None, (TaskRunner pid=185828) 'fsdp_config': {'fsdp_size': -1, (TaskRunner pid=185828) 'optimizer_offload': False, (TaskRunner pid=185828) 'param_offload': False, (TaskRunner pid=185828) 'wrap_policy': {'min_num_params': 0}}, (TaskRunner pid=185828) 'override_config': {}, (TaskRunner pid=185828) 'path': '~/models/deepseek-llm-7b-chat', (TaskRunner pid=185828) 'tokenizer_path': '/data/ckpt/checkpoint-570', (TaskRunner pid=185828) 'use_remove_padding': False}, (TaskRunner pid=185828) 'optim': {'lr': 1e-05, (TaskRunner pid=185828) 'lr_warmup_steps_ratio': 0.0, (TaskRunner pid=185828) 'min_lr_ratio': None, (TaskRunner pid=185828) 'total_training_steps': -1, (TaskRunner pid=185828) 'warmup_style': 'constant', (TaskRunner pid=185828) 'weight_decay': 0.01}, (TaskRunner pid=185828) 'ppo_epochs': 1, (TaskRunner pid=185828) 'ppo_max_token_len_per_gpu': 32768, (TaskRunner pid=185828) 'ppo_micro_batch_size': None, (TaskRunner pid=185828) 'ppo_micro_batch_size_per_gpu': None, (TaskRunner pid=185828) 'ppo_mini_batch_size': 8, (TaskRunner pid=185828) 'shuffle': False, (TaskRunner pid=185828) 'strategy': 'fsdp', (TaskRunner pid=185828) 'ulysses_sequence_parallel_size': 1, (TaskRunner pid=185828) 'use_dynamic_bsz': False}, (TaskRunner pid=185828) 'custom_reward_function': {'overlong_buffer': {'enable': True, (TaskRunner pid=185828) 'len': 1024, (TaskRunner pid=185828) 'log': False, (TaskRunner pid=185828) 'penalty_factor': 1.0}, (TaskRunner pid=185828) 'test': {'name': 'compute_score_wrapper', (TaskRunner pid=185828) 'path': 'verl/utils/reward_score/codev_py.py'}, (TaskRunner pid=185828) 'train': {'name': 'compute_score_wrapper', (TaskRunner pid=185828) 'path': 'verl/utils/reward_score/codev_py.py'}}, (TaskRunner pid=185828) 'data': {'filter_overlong_prompts': True, (TaskRunner pid=185828) 'gen_batch_size': 8, (TaskRunner pid=185828) 'image_key': 'images', (TaskRunner pid=185828) 'max_prompt_length': 2048, (TaskRunner pid=185828) 'max_response_length': 4096, (TaskRunner pid=185828) 'prompt_key': 'prompt', (TaskRunner pid=185828) 'return_raw_chat': False, (TaskRunner pid=185828) 'return_raw_input_ids': False, (TaskRunner pid=185828) 'reward_fn_key': 'data_source', (TaskRunner pid=185828) 'shuffle': True, (TaskRunner pid=185828) 'tokenizer': None, (TaskRunner pid=185828) 'train_batch_size': 8, (TaskRunner pid=185828) 'train_files': '/data/data/python/train.parquet', (TaskRunner pid=185828) 'truncation': 'error', (TaskRunner pid=185828) 'val_batch_size': 8, (TaskRunner pid=185828) 'val_files': '/data/data/python/val.parquet'}, (TaskRunner pid=185828) 'reward_model': {'enable': False, (TaskRunner pid=185828) 'forward_max_token_len_per_gpu': 32768, (TaskRunner pid=185828) 'max_length': None, (TaskRunner pid=185828) 'micro_batch_size': None, (TaskRunner pid=185828) 'micro_batch_size_per_gpu': None, (TaskRunner pid=185828) 'model': {'external_lib': None, (TaskRunner pid=185828) 'fsdp_config': {'fsdp_size': -1, (TaskRunner pid=185828) 'param_offload': False, (TaskRunner pid=185828) 'wrap_policy': {'min_num_params': 0}}, (TaskRunner pid=185828) 'input_tokenizer': '/data/ckpt/checkpoint-570', (TaskRunner pid=185828) 'path': '~/models/FsfairX-LLaMA3-RM-v0.1', (TaskRunner pid=185828) 'use_remove_padding': False}, (TaskRunner pid=185828) 'reward_manager': 'prime', (TaskRunner pid=185828) 'strategy': 'fsdp', (TaskRunner pid=185828) 'ulysses_sequence_parallel_size': 1, (TaskRunner pid=185828) 'use_dynamic_bsz': False}, (TaskRunner pid=185828) 'trainer': {'balance_batch': True, (TaskRunner pid=185828) 'critic_warmup': 0, (TaskRunner pid=185828) 'default_hdfs_dir': None, (TaskRunner pid=185828) 'default_local_dir': '/data/save/python', (TaskRunner pid=185828) 'del_local_ckpt_after_load': False, (TaskRunner pid=185828) 'experiment_name': 'dapo-qwen35-9b-python-full', (TaskRunner pid=185828) 'logger': ['console', 'wandb'], (TaskRunner pid=185828) 'n_gpus_per_node': 8, (TaskRunner pid=185828) 'nnodes': 1, (TaskRunner pid=185828) 'project_name': 'codev-r1-qwen35-9b-full', (TaskRunner pid=185828) 'remove_previous_ckpt_in_save': False, (TaskRunner pid=185828) 'resume_from_path': False, (TaskRunner pid=185828) 'resume_mode': 'auto', (TaskRunner pid=185828) 'save_freq': 30, (TaskRunner pid=185828) 'test_freq': 999999, (TaskRunner pid=185828) 'total_epochs': 20, (TaskRunner pid=185828) 'total_training_steps': 200, (TaskRunner pid=185828) 'val_before_train': False, (TaskRunner pid=185828) 'val_generations_to_log_to_wandb': 0}} (TaskRunner pid=185828) using customized reward function 'compute_score_wrapper' from 'verl/utils/reward_score/codev_py.py' (TaskRunner pid=185828) using customized reward function 'compute_score_wrapper' from 'verl/utils/reward_score/codev_py.py' (TaskRunner pid=185828) (TaskRunner pid=185828) DeprecationWarning: `ray.state.available_resources_per_node` is a private attribute and access will be removed in a future Ray version. (WorkerDict pid=187466) Flash Attention 2 only supports torch.float16 and torch.bfloat16 dtypes, but the current dype in Qwen3_5ForCausalLM is torch.float32. You should run training or inference using Automatic Mixed-Precision via the `with torch.autocast(device_type='torch_device'):` decorator, or load the model with the `dtype` argument. Example: `model = AutoModel.from_pretrained("openai/whisper-tiny", attn_implementation="flash_attention_2", dtype=torch.float16)` (WorkerDict pid=187466) Flash Attention 2 only supports torch.float16 and torch.bfloat16 dtypes, but the current dype in Qwen3_5TextModel is torch.float32. You should run training or inference using Automatic Mixed-Precision via the `with torch.autocast(device_type='torch_device'):` decorator, or load the model with the `dtype` argument. Example: `model = AutoModel.from_pretrained("openai/whisper-tiny", attn_implementation="flash_attention_2", dtype=torch.float16)` (WorkerDict pid=187466) The fast path is not available because one of the required library is not installed. Falling back to torch implementation. To install follow https://github.com/fla-org/flash-linear-attention#installation and https://github.com/Dao-AILab/causal-conv1d (WorkerDict pid=187466) Loading weights: 0%| | 0/427 [00:00 and tags, respectively, i.e., reasoning process here answer here . After thinking, when you finally reach a conclusion, enclose the final verilog code in ```verilog ``` within tags. i.e., ```verilog (TaskRunner pid=185828) module top_module(in, out, ...) ... ``` ." (TaskRunner pid=185828) (TaskRunner pid=185828) Then the user says: "Now the user asks you to write a Python simulation of the requested module." (TaskRunner pid=185828) (TaskRunner pid=185828) And then the user says: "Your task is to write Verilog code, NOT Python." (TaskRunner pid=185828) (TaskRunner pid=185828) So the user is contradictory. The user first asks for a Python simulation, but then says the task is to write Verilog. (TaskRunner pid=185828) (TaskRunner pid=185828) Since the system prompt requires the answer to be in Verilog, and the user says to write Verilog, we will write Verilog. (TaskRunner pid=185828) (TaskRunner pid=185828) But wait, the user says: "Implement it as `class TopModule` ... Use bit-accurate Python integers" (TaskRunner pid=185828) (TaskRunner pid=185828) This is a Python class. However, the system prompt says: "Your task is to write Verilog code, NOT Python." (TaskRunner pid=185828) (TaskRunner pid=185828) So I think we must write Verilog, but the user is requesting a Python simulation. However, the system prompt overrides and says we are only to write Verilog. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me look at the example in the system prompt: The example is writing Verilog. (TaskRunner pid=185828) (TaskRunner pid=185828) So I will write the Verilog module for the stack pointer controller. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note: The system prompt says: "module top_module(in, out, ...)" but in the problem description, the module is named `stackPointer` and has different ports. (TaskRunner pid=185828) (TaskRunner pid=185828) We are to write the Verilog module for `stackPointer` as described. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's design the Verilog module accordingly. (TaskRunner pid=185828) (TaskRunner pid=185828) Steps: (TaskRunner pid=185828) (TaskRunner pid=185828) 1. Module name: stackPointer (TaskRunner pid=185828) 2. Inputs: clk (1 bit), reset (1 bit), en (1 bit), en_read (1 bit), inr_sp (1 bit) (TaskRunner pid=185828) 3. Output: addr_bus (16 bits) (TaskRunner pid=185828) (TaskRunner pid=185828) We will have a 16-bit register for the stack pointer, initialized to 16'h00FA. (TaskRunner pid=185828) (TaskRunner pid=185828) In the always block sensitive to the posedge of clk: (TaskRunner pid=185828) if (reset) (TaskRunner pid=185828) stack_ptr <= 16'h00FA; (TaskRunner pid=185828) else if (en && en_read) (TaskRunner pid=185828) if (inr_sp) (TaskRunner pid=185828) stack_ptr <= stack_ptr + 1; // wraps at 16 bits (TaskRunner pid=185828) else (TaskRunner pid=185828) stack_ptr <= stack_ptr - 1; // wraps at 16 bits (TaskRunner pid=185828) (TaskRunner pid=185828) 4. For addr_bus, we assign: (TaskRunner pid=185828) addr_bus = (en && !en_read) ? stack_ptr : 16'bz; (TaskRunner pid=185828) (TaskRunner pid=185828) However, note: In Verilog, we cannot assign a trireg value to a wire? Actually we can, but we must be careful. (TaskRunner pid=185828) (TaskRunner pid=185828) We can do: (TaskRunner pid=185828) (TaskRunner pid=185828) assign addr_bus = (en && !en_read) ? stack_ptr : 16'bz; (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can use a trireg: (TaskRunner pid=185828) (TaskRunner pid=185828) reg [15:0] addr_bus_reg; (TaskRunner pid=185828) assign addr_bus_reg = (en && !en_read) ? stack_ptr : 16'bz; (TaskRunner pid=185828) wire addr_bus = addr_bus_reg; (TaskRunner pid=185828) (TaskRunner pid=185828) But note: The problem says the output is 16 bits and high-impedance. We are to output the value of stack_ptr when en and !en_read, else high-impedance. (TaskRunner pid=185828) (TaskRunner pid=185828) However, the checker might be expecting the output to be a wire that can be read. In Verilog, we can define: (TaskRunner pid=185828) (TaskRunner pid=185828) output wire [15:0] addr_bus; (TaskRunner pid=185828) assign addr_bus = (en && !en_read) ? stack_ptr : 16'bz; (TaskRunner pid=185828) (TaskRunner pid=185828) But note: When we assign 16'bz to a wire, it will be high-impedance. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's write the Verilog code accordingly. (TaskRunner pid=185828) (TaskRunner pid=185828) We must also consider that the reset is synchronous? The problem says: "active-high reset signal to initialize the stack pointer to 16'h00FA." and the always block is sensitive to posedge clk. (TaskRunner pid=185828) (TaskRunner pid=185828) So we'll do: (TaskRunner pid=185828) (TaskRunner pid=185828) always @(posedge clk) begin (TaskRunner pid=185828) if (reset) begin (TaskRunner pid=185828) stack_ptr <= 16'h00FA; (TaskRunner pid=185828) end else if (en && en_read) begin (TaskRunner pid=185828) if (inr_sp) begin (TaskRunner pid=185828) stack_ptr <= stack_ptr + 1; (TaskRunner pid=185828) end else begin (TaskRunner pid=185828) stack_ptr <= stack_ptr - 1; (TaskRunner pid=185828) end (TaskRunner pid=185828) end (TaskRunner pid=185828) end (TaskRunner pid=185828) (TaskRunner pid=185828) And then the output assignment. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note: The problem says the reset is active-high and initializes on reset, but doesn't specify if it's synchronous or asynchronous. The clock is an input and the reset is also an input, and we are using the clock as the trigger. The description doesn't explicitly say, but the example always block is sensitive to clk. So we assume synchronous reset. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's write the Verilog code accordingly. (TaskRunner pid=185828) (TaskRunner pid=185828) We are to output only the Verilog code in a single code block. (TaskRunner pid=185828) (TaskRunner pid=185828) We must name the module `stackPointer` as per the problem. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's write: (TaskRunner pid=185828) (TaskRunner pid=185828) ```verilog (TaskRunner pid=185828) module stackPointer ( (TaskRunner pid=185828) input clk, (TaskRunner pid=185828) input reset, (TaskRunner pid=185828) input en, (TaskRunner pid=185828) input en_read, (TaskRunner pid=185828) input inr_sp, (TaskRunner pid=185828) output [15:0] addr_bus (TaskRunner pid=185828) ); (TaskRunner pid=185828) (TaskRunner pid=185828) reg [15:0] stack_ptr; (TaskRunner pid=185828) assign addr_bus = (en && !en_read) ? stack_ptr : 16'bz; (TaskRunner pid=185828) (TaskRunner pid=185828) always @(posedge clk) begin (TaskRunner pid=185828) if (reset) begin (TaskRunner pid=185828) stack_ptr <= 16'h00FA; (TaskRunner pid=185828) end else if (en && en_read) begin (TaskRunner pid=185828) if (inr_sp) begin (TaskRunner pid=185828) stack_ptr <= stack_ptr + 1; (TaskRunner pid=185828) end else begin (TaskRunner pid=185828) stack_ptr <= stack_ptr - 1; (TaskRunner pid=185828) end (TaskRunner pid=185828) end (TaskRunner pid=185828) end (TaskRunner pid=185828) (TaskRunner pid=185828) endmodule (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) However, note: The output assignment uses `16'bz` which is a 16-bit high-impedance value. In Verilog, we can also use `16'bz` or `16`{16'z}`. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me check: In Verilog, `16'z` is not valid. The correct way is `16'bz` or `16`{16'z}`. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can use `16'bz` which is a 16-bit value with all bits 0 and high-impedance? Actually, `16'bz` in Verilog means a 16-bit value with each bit set to high-impedance. (TaskRunner pid=185828) (TaskRunner pid=185828) But wait: The syntax for a 16-bit high-impedance value is `16'bz` which is a 16-bit vector where every bit is 'z'. Alternatively, we can use `16`{16'z}`. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll use `16'bz` because it is standard. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note: The output is a wire, and we are assigning a tri-state value. This is acceptable.(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (WorkerDict pid=187470) Casting fp32 inputs back to torch.bfloat16 for flash-attn compatibility. [repeated 7x across cluster] (TaskRunner pid=185828) (TaskRunner pid=185828) Let me adjust: We are assigning a value to a wire, so we don't need to declare a reg for the output. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll keep it as is. (TaskRunner pid=185828) (TaskRunner pid=185828) But note: The problem says the address bus should be 16 bits and when high-impedance, we don't drive it. So our assignment is correct. (TaskRunner pid=185828) (TaskRunner pid=185828) However, in the always block, we are not using the clock for the output assignment, so it's combinational. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's write the code accordingly. (TaskRunner pid=185828) (TaskRunner pid=185828) One more note: The stack pointer should be 16 bits, so when we increment or decrement, we let it wrap. We don't need an explicit wrap because the addition and subtraction are in 16-bit register. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll write the code as above. (TaskRunner pid=185828) (TaskRunner pid=185828) Now, note: The user asked for a Python simulation, but we are only writing Verilog. (TaskRunner pid=185828) (TaskRunner pid=185828) Since the system prompt requires Verilog, we output the Verilog. (TaskRunner pid=185828) (TaskRunner pid=185828) We are to enclose the Verilog code in a single code block. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's output. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.stack_ptr = 0xFA # 16'h00FA on reset (TaskRunner pid=185828) self.addr_bus = None (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) reset = inputs["reset"] & 1 (TaskRunner pid=185828) en = inputs["en"] & 1 (TaskRunner pid=185828) en_read = inputs["en_read"] & 1 (TaskRunner pid=185828) inr_sp = inputs["inr_sp"] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) # Reset handling (synchronous to posedge clk in hardware) (TaskRunner pid=185828) if reset: (TaskRunner pid=185828) self.stack_ptr = 0xFA (TaskRunner pid=185828) (TaskRunner pid=185828) # State transitions on clock (if not reset) (TaskRunner pid=185828) if not reset and en and en_read: (TaskRunner pid=185828) if inr_sp: (TaskRunner pid=185828) self.stack_ptr = (self.stack_ptr + 1) & 0xFFFF (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.stack_ptr = (self.stack_ptr - 1) & 0xFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) # Address bus control (TaskRunner pid=185828) if en and not en_read: (TaskRunner pid=185828) self.addr_bus = self.stack_ptr (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.addr_bus = None (TaskRunner pid=185828) (TaskRunner pid=185828) return { (TaskRunner pid=185828) "addr_bus": self.addr_bus (TaskRunner pid=185828) } (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:1 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:23544.000 - global_seqlen/max:39000.000 - global_seqlen/minmax_diff:15456.000 - global_seqlen/balanced_min:30816.000 - global_seqlen/balanced_max:30855.000 - global_seqlen/mean:30835.000 - actor/entropy:0.000 - actor/pg_loss:-0.119 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.887 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.881 - perf/max_memory_reserved_gb:115.492 - perf/cpu_memory_used_gb:100.258 - actor/lr:0.000 - critic/score/mean:-0.524 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.524 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.196 - critic/advantages/max:2.283 - critic/advantages/min:-2.303 - critic/returns/mean:-0.196 - critic/returns/max:2.283 - critic/returns/min:-2.303 - response_length/mean:3185.875 - response_length/max:4096.000 - response_length/min:274.000 - response_length/clip_ratio:0.438 - prompt_length/mean:668.500 - prompt_length/max:779.000 - prompt_length/min:555.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:201.897 - timing_s/reward:1.184 - timing_s/old_log_prob:9.045 - timing_s/adv:0.004 - timing_s/update_actor:68.849 - timing_s/step:280.992 - timing_per_token_ms/gen:0.990 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.279 - perf/total_num_tokens:246680.000 - perf/time_per_step:280.992 - perf/throughput:109.736 - reflection/any_word_frequency:1341.000 - reflection/with_length_mean:3421.051 - reflection/without_length_mean:410.800 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.568 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:3185.875 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:-0.524 - reflection_check/word_check_frequency:102.000 - reflection_check/with_check_length_mean:3418.553 - reflection_check/without_check_length_mean:2845.808 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:-0.554 - reflection_check/without_check_reward_mean:-0.480 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:3185.875 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.524 - reflection_however/word_however_frequency:615.000 - reflection_however/with_however_length_mean:3421.051 - reflection_however/without_however_length_mean:410.800 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:-0.568 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:8.000 - reflection_reflect/with_reflect_length_mean:4096.000 - reflection_reflect/without_reflect_length_mean:3141.115 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:-1.000 - reflection_reflect/without_reflect_reward_mean:-0.500 - reflection_wait/word_wait_frequency:216.000 - reflection_wait/with_wait_length_mean:3618.045 - reflection_wait/without_wait_length_mean:2235.100 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:-0.620 - reflection_wait/without_wait_reward_mean:-0.312 - reflection_correct/word_correct_frequency:55.000 - reflection_correct/with_correct_length_mean:3405.552 - reflection_correct/without_correct_length_mean:3003.857 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:-0.465 - reflection_correct/without_correct_reward_mean:-0.573 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:3185.875 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.524 - reflection_adjust/word_adjust_frequency:343.000 - reflection_adjust/with_adjust_length_mean:3172.273 - reflection_adjust/without_adjust_length_mean:3193.000 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:-0.396 - reflection_adjust/without_adjust_reward_mean:-0.591 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:3185.875 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.524 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:3185.875 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.524 - reflection_yet/word_yet_frequency:2.000 - reflection_yet/with_yet_length_mean:3150.500 - reflection_yet/without_yet_length_mean:3187.016 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:-0.188 - reflection_yet/without_yet_reward_mean:-0.535 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:3254.500 - language_mix/without_length_mean:3183.661 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:-0.500 - language_mix/without_reward_mean:-0.525 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 0%| | 1/200 [04:41<15:33:13, 281.37s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) We are given a description of a Verilog module that performs a signed right shift (SRA) on a 16-bit input. (TaskRunner pid=185828) The shift amount is given by a 4-bit input (Shift_Val) which can represent values 0 to 15. (TaskRunner pid=185828) The shift operation is done in three stages (as per the description): (TaskRunner pid=185828) 1. Shift by 0, 1, or 2 bits. (TaskRunner pid=185828) 2. Then, shift by 0, 3, or 6 bits. (TaskRunner pid=185828) 3. Finally, shift by 0 or 9 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note that the total shift amount can be up to 15 (since Shift_Val is 4 bits). Let's break down: (TaskRunner pid=185828) (TaskRunner pid=185828) Let Shift_Val = S3 S2 S1 S0 (4 bits) (TaskRunner pid=185828) (TaskRunner pid=185828) The three stages are: (TaskRunner pid=185828) Stage 1: shift by (S0) -> 0, 1, 2, or 3? But the description says 0,1,2. So let's assume: (TaskRunner pid=185828) shift0 = S0 (so 1 bit if S0=1, else 0? But then how to get 2?) (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, let's think: (TaskRunner pid=185828) The description: "first, shift by 0, 1, or 2 bits" -> so the first stage shift amount can be 0, 1, or 2. (TaskRunner pid=185828) Then, "then, shift by 0, 3, or 6 bits" -> 0, 3, or 6. (TaskRunner pid=185828) Then, "and finally, shift by 0 or 9 bits" -> 0 or 9. (TaskRunner pid=185828) (TaskRunner pid=185828) We need to map the 4-bit Shift_Val to these stage shifts such that the total shift is equal to Shift_Val. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me try to find a mapping: (TaskRunner pid=185828) (TaskRunner pid=185828) We have 4 bits: S3 S2 S1 S0. (TaskRunner pid=185828) (TaskRunner pid=185828) Let total_shift = S3*8 + S2*4 + S1*2 + S0*1? But note the stages are not exactly powers of 2. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, let's define: (TaskRunner pid=185828) shift_amount = 0 for each case in the first stage: 0,1,2. (TaskRunner pid=185828) Then, second stage: 0,3,6. (TaskRunner pid=185828) Then, third stage: 0,9. (TaskRunner pid=185828) (TaskRunner pid=185828) We need to set up a lookup or logic for each bit of Shift_Val. (TaskRunner pid=185828) (TaskRunner pid=185828) We can think of the 4 bits as: (TaskRunner pid=185828) Let S0 = LSB of Shift_Val. (TaskRunner pid=185828) Let S1 = bit1. (TaskRunner pid=185828) Let S2 = bit2. (TaskRunner pid=185828) Let S3 = MSB. (TaskRunner pid=185828) (TaskRunner pid=185828) But the total shift is S3*8 + S2*4 + S1*2 + S0? Actually 15 = 8+4+2+1. (TaskRunner pid=185828) (TaskRunner pid=185828) However, our stages are: (TaskRunner pid=185828) Stage 1: {0,1,2} -> which can be represented by S0 and S1? For example: (TaskRunner pid=185828) 0: 00 (TaskRunner pid=185828) 1: 01 (TaskRunner pid=185828) 2: 10 (TaskRunner pid=185828) 3: 11 -> but 3 is not allowed in first stage? Then we don't use 3 in the first stage. (TaskRunner pid=185828) (TaskRunner pid=185828) Wait, the description says: "first, shift by 0, 1, or 2 bits". So the first stage shift amount is chosen from {0,1,2}. (TaskRunner pid=185828) (TaskRunner pid=185828) Then, second stage: {0,3,6} -> which can be represented by S2 and S3? For example: (TaskRunner pid=185828) 0: 00 -> 0 (TaskRunner pid=185828) 3: 01 -> 3 (TaskRunner pid=185828) 6: 10 -> 6 (TaskRunner pid=185828) 7: 11 -> 7? But 7 is not allowed in second stage. (TaskRunner pid=185828) (TaskRunner pid=185828) Then, third stage: {0,9} -> which can be represented by S3? Actually 9 is when the total shift is 9,10,11,12,13,14,15? (TaskRunner pid=185828) But 9 is 1001 in binary, so we need 4 bits to represent 9? Actually 9 is 1001, so we need bit3 and bit0. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can design the logic as: (TaskRunner pid=185828) (TaskRunner pid=185828) Let total_shift = Shift_Val (4-bit value from 0 to 15). (TaskRunner pid=185828) (TaskRunner pid=185828) We can break total_shift into three parts: (TaskRunner pid=185828) (TaskRunner pid=185828) If total_shift < 3: (TaskRunner pid=185828) stage1 = total_shift (TaskRunner pid=185828) stage2 = 0 (TaskRunner pid=185828) stage3 = 0 (TaskRunner pid=185828) Else if total_shift < 9: (TaskRunner pid=185828) stage1 = 2 (because we want to leave room for stage2 and stage3? Let's see) (TaskRunner pid=185828) stage2 = (total_shift - 2) // 3 (so 0,1,2 or maybe 0,3,6? Actually we have 3,6,9? We only have 0,3,6) (TaskRunner pid=185828) (TaskRunner pid=185828) Actually, let's reexamine the allowed shifts in each stage: (TaskRunner pid=185828) (TaskRunner pid=185828) Stage1: 0,1,2 -> so we can do a shift of 0,1,2. (TaskRunner pid=185828) Stage2: 0,3,6 -> so after stage1, we can add 0,3,6. (TaskRunner pid=185828) Stage3: 0,9 -> so then we can add 0 or 9. (TaskRunner pid=185828) (TaskRunner pid=185828) So the total shift can be: (TaskRunner pid=185828) (TaskRunner pid=185828) stage1 + stage2 + stage3. (TaskRunner pid=185828) (TaskRunner pid=185828) We need to map every integer from 0 to 15 to a combination. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's try: (TaskRunner pid=185828) (TaskRunner pid=185828) For 0: stage1=0, stage2=0, stage3=0 (TaskRunner pid=185828) For 1: stage1=1, stage2=0, stage3=0 (TaskRunner pid=185828) For 2: stage1=2, stage2=0, stage3=0 (TaskRunner pid=185828) For 3: stage1=2, stage2=1, stage3=0? But stage2 only allows 0,3,6. So we cannot do 2+1=3. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can do: (TaskRunner pid=185828) (TaskRunner pid=185828) For 3: stage1=0, stage2=3, stage3=0 -> because 0+3+0=3. (TaskRunner pid=185828) (TaskRunner pid=185828) So let's try to design: (TaskRunner pid=185828) (TaskRunner pid=185828) We have 4 bits: S3 S2 S1 S0. (TaskRunner pid=185828) (TaskRunner pid=185828) We can set: (TaskRunner pid=185828) (TaskRunner pid=185828) stage1 = (S0 ? 1 : 0) // but then we can only get 0 or 1. How to get 2? We need S1 for 2. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's define: (TaskRunner pid=185828) (TaskRunner pid=185828) stage1 = (S1 << 1) | S0 -> but then we can get 0,1,2,3. But we only want 0,1,2. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can define: (TaskRunner pid=185828) (TaskRunner pid=185828) stage1_shift = (S0) // 0 or 1 (TaskRunner pid=185828) stage1_shift = stage1_shift + (S1 ? 2 : 0) // so 0,1,2,3 -> but we disallow 3? (TaskRunner pid=185828) (TaskRunner pid=185828) Wait, the problem says "0,1,2" for the first stage. So we can do: (TaskRunner pid=185828) (TaskRunner pid=185828) stage1_shift = (S0) // 1 if S0=1, else 0 (TaskRunner pid=185828) stage1_shift = stage1_shift + (S1 ? 2 : 0) // so 0,1,2,3 -> but then we have 3? We don't want 3 in the first stage. (TaskRunner pid=185828) (TaskRunner pid=185828) Actually, we can do: (TaskRunner pid=185828) (TaskRunner pid=185828) stage1_shift = (S0) // 1 if S0=1 (TaskRunner pid=185828) stage1_shift = stage1_shift + (S1 ? 2 : 0) // so 0,1,2,3 -> but we only want 0,1,2. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can change the first stage to {0,1,2,3}? But the problem says 0,1,2. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me read the problem again: "first, shift by 0, 1, or 2 bits" (TaskRunner pid=185828) (TaskRunner pid=185828) So the first stage shift amount can only be 0, 1, or 2. (TaskRunner pid=185828) (TaskRunner pid=185828) Then, "then, shift by 0, 3, or 6 bits" -> so second stage shift amount can be 0, 3, or 6. (TaskRunner pid=185828) (TaskRunner pid=185828) Then, "and finally, shift by 0 or 9 bits" -> so third stage shift amount can be 0 or 9. (TaskRunner pid=185828) (TaskRunner pid=185828) So the total shift amount can be: (TaskRunner pid=185828) (TaskRunner pid=185828) possible values: (TaskRunner pid=185828) 0: 0+0+0 (TaskRunner pid=185828) 1: 1+0+0 (TaskRunner pid=185828) 2: 2+0+0 (TaskRunner pid=185828) 3: 0+3+0 (TaskRunner pid=185828) 4: 2+3+0 -> 5? Wait, 2+3=5, but we don't have 4. So we need to cover 4. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's list: (TaskRunner pid=185828) (TaskRunner pid=185828) total 0: 0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15. (TaskRunner pid=185828) (TaskRunner pid=185828) We can do: (TaskRunner pid=185828) (TaskRunner pid=185828) stage1 \ stage2 \ stage3 -> (TaskRunner pid=185828) (TaskRunner pid=185828) 0 0 0 -> 0 (TaskRunner pid=185828) 1 0 0 -> 1 (TaskRunner pid=185828) 2 0 0 -> 2 (TaskRunner pid=185828) 0 3 0 -> 3 (TaskRunner pid=185828) 2 3 0 -> 5 (TaskRunner pid=185828) 0 6 0 -> 6 (TaskRunner pid=185828) 1 6 0 -> 7 (TaskRunner pid=185828) 2 6 0 -> 8 (TaskRunner pid=185828) 0 0 9 -> 9 (TaskRunner pid=185828) 1 0 9 -> 10 (TaskRunner pid=185828) 2 0 9 -> 11 (TaskRunner pid=185828) 0 3 9 -> 12 (TaskRunner pid=185828) 2 3 9 -> 14 (TaskRunner pid=185828) 0 6 9 -> 15 (TaskRunner pid=185828) 1 6 9 -> 16 -> too big, so we stop at 15. (TaskRunner pid=185828) (TaskRunner pid=185828) So we cover: 0,1,2,3,5,6,7,8,9,10,11,12,14,15. Missing: 4 and 13. (TaskRunner pid=185828) (TaskRunner pid=185828) We have a problem. We are missing 4 and 13. (TaskRunner pid=185828) (TaskRunner pid=185828) We need to adjust the allowed shifts in the stages to cover all 16 integers. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, the problem might have intended the three stages to be applied conditionally based on the bits of Shift_Val. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me try a different approach: use the bits to decide each stage. (TaskRunner pid=185828) (TaskRunner pid=185828) Let Shift_Val be 4 bits: S3 S2 S1 S0. (TaskRunner pid=185828) (TaskRunner pid=185828) We can set: (TaskRunner pid=185828) (TaskRunner pid=185828) shift01 = (S0 ? 1 : 0) // 0 or 1 (TaskRunner pid=185828) shift02 = (S1 ? 2 : 0) // 0 or 2 (TaskRunner pid=185828) (TaskRunner pid=185828) shift2 = (S2 ? 3 : 0) // 0 or 3 (TaskRunner pid=185828) shift6 = (S3 ? 6 : 0) // 0 or 6 (TaskRunner pid=185828) (TaskRunner pid=185828) shift3 = (S3 ? 9 : 0) // 0 or 9 (TaskRunner pid=185828) (TaskRunner pid=185828) Then, total_shift = shift01 + shift02 + shift2 + shift6 + shift3. (TaskRunner pid=185828) (TaskRunner pid=185828) But note: shift2 and shift6 are mutually exclusive? Because when S3=1, we set shift6 and not shift2? Actually, we can set: (TaskRunner pid=185828) (TaskRunner pid=185828) if S3=1, then we use shift6 and shift3? But then we have 6+? and 9. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can define: (TaskRunner pid=185828) (TaskRunner pid=185828) shift2 = (S2 and not S3) ? 3 : 0 // because if S3=1, we set shift6 and shift3, not shift2. (TaskRunner pid=185828) (TaskRunner pid=185828) Actually, the problem says: three stages. So we have three independent shifts in sequence. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me re-read: "The shift operation should be performed in stages: first, shift by 0, 1, or 2 bits; then, shift by 0, 3, or 6 bits; and finally, shift by 0 or 9 bits." (TaskRunner pid=185828) (TaskRunner pid=185828) This implies that we have three sequential shifts. The total shift is the sum of the three stages. (TaskRunner pid=185828) (TaskRunner pid=185828) We can design a 4-bit input to control the three stages. (TaskRunner pid=185828) (TaskRunner pid=185828) How about: (TaskRunner pid=185828) (TaskRunner pid=185828) stage1_shift = (S0 << 1) | S1 // gives 0,1,2,3. But we only want 0,1,2 -> so we must constrain S1 and S0 to not be both 1? (TaskRunner pid=185828) (TaskRunner pid=185828) Actually, we can do: (TaskRunner pid=185828) (TaskRunner pid=185828) stage1_shift = (S0) // 0 or 1 (TaskRunner pid=185828) if (S1) and (S0) == 0, then stage1_shift = 2, else 0? But then we have a dependency. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can use one of the bits to choose between 0,1,2? (TaskRunner pid=185828) (TaskRunner pid=185828) Let's think of the three stages as: (TaskRunner pid=185828) (TaskRunner pid=185828) stage1: if (S0) then 1 else 0 -> so we can get 0 or 1. (TaskRunner pid=185828) stage1: if (S1 and not S0) then 2, else 0? -> so we can get 0,1,2. (TaskRunner pid=185828) (TaskRunner pid=185828) Then stage2: if (S2) then 3, else 0 -> then 3 or 0? But we want 0,3,6 -> so we need two conditions for stage2: 3 and 6. (TaskRunner pid=185828) (TaskRunner pid=185828) stage2: if (not S3 and S2) then 3, else 0? (TaskRunner pid=185828) stage2: if (S3) then 6, else 0? -> so we can get 0,3,6. (TaskRunner pid=185828) (TaskRunner pid=185828) stage3: if (S3) then 9, else 0? -> but wait, when S3=1, we already set stage2=6. Then stage3=9. That would be 15, which is allowed. (TaskRunner pid=185828) (TaskRunner pid=185828) Now let's list: (TaskRunner pid=185828) (TaskRunner pid=185828) S3, S2, S1, S0 (TaskRunner pid=185828) (TaskRunner pid=185828) We set: (TaskRunner pid=185828) stage1: if (S0) -> 1, else 0. (TaskRunner pid=185828) if (S1 and not S0) -> 2, else 0. (TaskRunner pid=185828) (TaskRunner pid=185828) stage2: if (S3) then 6, else if (S2) then 3, else 0.(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) stage3: if (S3) then 9, else 0. (TaskRunner pid=185828) (TaskRunner pid=185828) Then total = stage1 + stage2 + stage3. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's list all 16: (TaskRunner pid=185828) (TaskRunner pid=185828) 0000: 0+0+0 = 0 (TaskRunner pid=185828) 0001: 1+0+0 = 1 (TaskRunner pid=185828) 0010: 0+2+0 = 2 (TaskRunner pid=185828) 0011: 1+2+0 = 3 -> but we used 1 and 2, but note: 0011 means S0=1 and S1=1 -> then stage1=1, and then we also have S1=1 and S0=1 -> but we set stage1 condition: if (S0) then 1, else 0. And then if (S1 and not S0) then 2. So for 0011: S0=1 -> stage1=1, and then S1=1 and not S0 (which is false) so stage1 remains 1. So stage1=1. (TaskRunner pid=185828) (TaskRunner pid=185828) Then stage2: S3=0, S2=0 -> 0. (TaskRunner pid=185828) stage3: 0 -> total=1. (TaskRunner pid=185828) (TaskRunner pid=185828) So 0011: total=1. (TaskRunner pid=185828) (TaskRunner pid=185828) We are missing 2? We have 2 for 0010 and 3 for 0011? Actually 0011 -> 1, but we can get 3 for 0100? Let's continue. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me make a table: (TaskRunner pid=185828) (TaskRunner pid=185828) S3 S2 S1 S0 | stage1 (if S0 then 1 else 0, and if S1 and not S0 then 2 else 0) -> so stage1 = S0 ? 1 : 0; if (S1 and not S0) then 2 => stage1 = (S0) or (S1 and not S0)? Actually we can write: stage1 = S0 + 2*(S1 and not S0). (TaskRunner pid=185828) (TaskRunner pid=185828) But note: we can only have 0,1,2. (TaskRunner pid=185828) (TaskRunner pid=185828) stage2: if (S3) then 6, else if (S2) then 3, else 0. (TaskRunner pid=185828) stage3: if (S3) then 9, else 0. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me compute for each combination: (TaskRunner pid=185828) (TaskRunner pid=185828) Actually, we have 4 bits, so 16 rows. (TaskRunner pid=185828) (TaskRunner pid=185828) We can write a truth table in the code. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can compute the total shift by: (TaskRunner pid=185828) (TaskRunner pid=185828) total_shift = (S3 ? 8 : 0) + (S2 ? 4 : 0) + (S1 ? 2 : 0) + (S0 ? 1 : 0); (TaskRunner pid=185828) (TaskRunner pid=185828) But note: our allowed shifts in the three stages are not exactly 1,2,4,8. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me think of the three stages as: (TaskRunner pid=185828) (TaskRunner pid=185828) stage1: shift by S0 and S1, but with a constraint that we only use 0,1,2. (TaskRunner pid=185828) (TaskRunner pid=185828) We can define: (TaskRunner pid=185828) (TaskRunner pid=185828) stage1_shift = (S0 << 1) | S1 -> 0,1,2,3. But we only want 0,1,2. (TaskRunner pid=185828) (TaskRunner pid=185828) So we can do: (TaskRunner pid=185828) (TaskRunner pid=185828) stage1_shift = (S1 << 1) | S0 -> 0,1,2,3 -> but we don't want 3. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can use only the lower 2 bits and then force the value to 0,1,2? (TaskRunner pid=185828) (TaskRunner pid=185828) Given the complexity, let me look at the requirement: the output is correct for each case. (TaskRunner pid=185828) (TaskRunner pid=185828) We can design a module that takes the 4-bit Shift_Val and outputs the three stage shifts. (TaskRunner pid=185828) (TaskRunner pid=185828) We can do: (TaskRunner pid=185828) (TaskRunner pid=185828) if (Shift_Val < 3) then (TaskRunner pid=185828) stage1 = Shift_Val (TaskRunner pid=185828) stage2 = 0 (TaskRunner pid=185828) stage3 = 0 (TaskRunner pid=185828) else if (Shift_Val < 9) then (TaskRunner pid=185828) stage1 = 2 (TaskRunner pid=185828) stage2 = (Shift (TaskRunner pid=185828) step:2 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:30858.000 - global_seqlen/max:38816.000 - global_seqlen/minmax_diff:7958.000 - global_seqlen/balanced_min:34063.000 - global_seqlen/balanced_max:35589.000 - global_seqlen/mean:35380.750 - actor/entropy:0.000 - actor/pg_loss:-0.001 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.921 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.025 - perf/cpu_memory_used_gb:231.267 - actor/lr:0.000 - critic/score/mean:-0.744 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.744 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.114 - critic/advantages/max:1.964 - critic/advantages/min:-1.467 - critic/returns/mean:-0.114 - critic/returns/max:1.964 - critic/returns/min:-1.467 - response_length/mean:3698.969 - response_length/max:4096.000 - response_length/min:441.000 - response_length/clip_ratio:0.688 - prompt_length/mean:723.625 - prompt_length/max:993.000 - prompt_length/min:551.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:201.194 - timing_s/reward:1.230 - timing_s/old_log_prob:8.870 - timing_s/adv:0.003 - timing_s/update_actor:61.205 - timing_s/step:272.511 - timing_per_token_ms/gen:0.850 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.216 - perf/total_num_tokens:283046.000 - perf/time_per_step:272.511 - perf/throughput:129.832 - reflection/any_word_frequency:974.000 - reflection/with_length_mean:3750.683 - reflection/without_length_mean:441.000 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.756 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:4096.000 - reflection_verify/without_verify_length_mean:3692.667 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:-1.000 - reflection_verify/without_verify_reward_mean:-0.740 - reflection_check/word_check_frequency:107.000 - reflection_check/with_check_length_mean:3823.128 - reflection_check/without_check_length_mean:3505.280 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:-0.781 - reflection_check/without_check_reward_mean:-0.687 - reflection_confirm/word_confirm_frequency:2.000 - reflection_confirm/with_confirm_length_mean:2681.000 - reflection_confirm/without_confirm_length_mean:3731.806 - reflection_confirm/with_confirm_correct_ratio:0.000 - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:0.000 - reflection_confirm/without_confirm_reward_mean:-0.768 - reflection_however/word_however_frequency:520.000 - reflection_however/with_however_length_mean:3750.683 - reflection_however/without_however_length_mean:441.000 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:-0.756 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:8.000 - reflection_reflect/with_reflect_length_mean:3567.000 - reflection_reflect/without_reflect_length_mean:3705.459 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:-0.667 - reflection_reflect/without_reflect_reward_mean:-0.748 - reflection_wait/word_wait_frequency:235.000 - reflection_wait/with_wait_length_mean:3806.655 - reflection_wait/without_wait_length_mean:2658.000 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:-0.793 - reflection_wait/without_wait_reward_mean:-0.273 - reflection_correct/word_correct_frequency:49.000 - reflection_correct/with_correct_length_mean:3853.067 - reflection_correct/without_correct_length_mean:3563.000 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:-0.806 - reflection_correct/without_correct_reward_mean:-0.690 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:3698.969 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.744 - reflection_adjust/word_adjust_frequency:48.000 - reflection_adjust/with_adjust_length_mean:4038.471 - reflection_adjust/without_adjust_length_mean:3576.170 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:-0.944 - reflection_adjust/without_adjust_reward_mean:-0.672 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:3698.969 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.744 - reflection_re-examine/word_re-examine_frequency:2.000 - reflection_re-examine/with_re-examine_length_mean:3405.000 - reflection_re-examine/without_re-examine_length_mean:3708.452 - reflection_re-examine/with_re-examine_correct_ratio:0.000 - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:-0.500 - reflection_re-examine/without_re-examine_reward_mean:-0.752 - reflection_yet/word_yet_frequency:2.000 - reflection_yet/with_yet_length_mean:4096.000 - reflection_yet/without_yet_length_mean:3692.667 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:-1.000 - reflection_yet/without_yet_reward_mean:-0.740 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:4096.000 - language_mix/without_length_mean:3686.161 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:-1.000 - language_mix/without_reward_mean:-0.736 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 1%| | 2/200 [09:14<15:11:43, 276.28s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) We are designing a module named AISO that converts an asynchronous reset to a synchronous one. (TaskRunner pid=185828) The idea is to use two flip-flops in series to synchronize the reset signal with the clock. (TaskRunner pid=185828) The first flip-flop inverts the reset (so if reset is high, the output is low and vice versa) and then the second flip-flop latches the output of the first. (TaskRunner pid=185828) The output rst_s is the logical NOT of the second flip-flop's output. However, note that the problem says: (TaskRunner pid=185828) "The synchronous reset signal should be the logical NOT of the output of the second flip-flop." (TaskRunner pid=185828) (TaskRunner pid=185828) But note: The input rst is asynchronous. We are going to invert it and then latch with two flip-flops. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's break it down: (TaskRunner pid=185828) We have an asynchronous reset signal `rst` (active high, for example). We want to produce a synchronous reset `rst_s` (active high) that is synchronized to the clock. (TaskRunner pid=185828) (TaskRunner pid=185828) The method using two flip-flops: (TaskRunner pid=185828) Let the first flip-flop (FF1) be an inverter? Actually, in the classic synchronization of reset, we invert the reset and then use two D flip-flops to synchronize. (TaskRunner pid=185828) The steps: (TaskRunner pid=185828) - Invert the asynchronous reset: so when rst=1, then not_rst=0. (TaskRunner pid=185828) - Then use two D flip-flops in series to synchronize the signal (not_rst) to the clock. (TaskRunner pid=185828) - Then invert the output of the second flip-flop to get the synchronous reset. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note the problem says: "The synchronous reset signal should be the logical NOT of the output of the second flip-flop." (TaskRunner pid=185828) (TaskRunner pid=185828) Let me denote: (TaskRunner pid=185828) Let s1 = not rst (inverted at the input) (TaskRunner pid=185828) Then, let s2 be the output of the first D flip-flop (which is the output of s1 after one clock edge). (TaskRunner pid=185828) Then, let s3 be the output of the second D flip-flop (which is the output of s2 after one clock edge). (TaskRunner pid=185828) Then, rst_s = not s3. (TaskRunner pid=185828) (TaskRunner pid=185828) But note: The problem says the output is a single bit and is named `rst_s`. (TaskRunner pid=185828) (TaskRunner pid=185828) Implementation plan: (TaskRunner pid=185828) We need to design the AISO module with inputs: clk, rst (TaskRunner pid=185828) Output: rst_s (TaskRunner pid=185828) (TaskRunner pid=185828) We'll have two internal state bits: one for each D flip-flop. (TaskRunner pid=185828) (TaskRunner pid=185828) The behavior: (TaskRunner pid=185828) On every positive edge of clk (we assume positive edge triggered), we update the flip-flops. (TaskRunner pid=185828) (TaskRunner pid=185828) Steps: (TaskRunner pid=185828) At every clock edge (posedge): (TaskRunner pid=185828) First, invert the current rst to get not_rst. (TaskRunner pid=185828) Then, the first flip-flop (FF1) takes the input not_rst and outputs it as s2 (so s2 becomes not_rst from the current rst at the time of the clock edge). (TaskRunner pid=185828) Then, the second flip-flop (FF2) takes the previous output of FF1 (which was s2 at the previous clock) and outputs it as s3. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can think of it as: (TaskRunner pid=185828) s2 <= not_rst (from the current rst at the clock edge of this cycle) (TaskRunner pid=185828) s3 <= s2 (from the previous cycle of s2) (TaskRunner pid=185828) (TaskRunner pid=185828) Then, the output rst_s = not s3. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note that the first flip-flop is an inverter, so we can either invert at the input and then use two D flip-flops, or we can use two D flip-flops and then invert the output of the second. (TaskRunner pid=185828) (TaskRunner pid=185828) The problem says the module should use flip-flops to synchronize. We are using two D flip-flops. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me write the state update equations: (TaskRunner pid=185828) (TaskRunner pid=185828) s2_next = ~rst (TaskRunner pid=185828) s3_next = s2 (TaskRunner pid=185828) (TaskRunner pid=185828) And the output: (TaskRunner pid=185828) rst_s = ~s3 (TaskRunner pid=185828) (TaskRunner pid=185828) But note: The output rst_s is the value after we update the state? Actually, in Verilog, we assign the output based on the current state (which was updated in the previous clock cycle). We are using non-blocking assignments in the always block. (TaskRunner pid=185828) (TaskRunner pid=185828) However, in this design, we are updating s2 and s3 on the clock edge, and then the output rst_s is a combinational function of s3 (and also note that s3 is updated on the clock edge, so the output rst_s will change after the next clock edge when s3 is updated). (TaskRunner pid=185828) (TaskRunner pid=185828) But note: The output rst_s is the not of the current s3, which is the value of s3 after the last clock edge. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's consider the timing: (TaskRunner pid=185828) (TaskRunner pid=185828) At time t, we have a value of rst (asynchronous). (TaskRunner pid=185828) At the next positive clock edge, we sample rst and invert it to get s2_next, which becomes s2 at the end of that clock cycle. (TaskRunner pid=185828) Then, at the next positive clock edge, we update s3 to be the s2 from the previous clock. (TaskRunner pid=185828) (TaskRunner pid=185828) So the output rst_s = ~s3 will change at the clock edge after s3 is updated. (TaskRunner pid=185828) (TaskRunner pid=185828) This matches the requirement of a synchronous reset that is synchronized to the clock. (TaskRunner pid=185828) (TaskRunner pid=185828) We are going to model this in a state machine with two bits: s2 and s3. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note that the problem says the output is the logical NOT of the second flip-flop. So we are using two flip-flops. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me define the internal state as two 1-bit flip-flops: self.s2 and self.s3. (TaskRunner pid=185828) (TaskRunner pid=185828) In the eval method, we are given the current inputs (rst and clk). But note: the clock is an input, and we are modeling a clocked circuit. We must update the state only on the positive edge of the clock. (TaskRunner pid=185828) (TaskRunner pid=185828) How to handle the clock edge in a simulation? (TaskRunner pid=185828) We are given the current value of the clock. But we don't store the previous clock. We need to detect the positive edge. (TaskRunner pid=185828) (TaskRunner pid=185828) Since we are simulating, we can store the previous clock value and then check if the current clock is 1 and the previous was 0, indicating a positive edge. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can assume that every time eval is called, it corresponds to a positive edge. However, the problem does not specify. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me think: In the given problem, the module is a sequential circuit that is triggered by the clock. We are to simulate the behavior. (TaskRunner pid=185828) (TaskRunner pid=185828) We can do: (TaskRunner pid=185828) We'll store the previous clock value. Then, in each eval call, we check for the positive edge. (TaskRunner pid=185828) (TaskRunner pid=185828) Steps in eval: (TaskRunner pid=185828) rst = inputs.get('rst', 0) (TaskRunner pid=185828) clk = inputs.get('clk', 0) (TaskRunner pid=185828) (TaskRunner pid=185828) If we are at a positive edge of clk (clk is 1 and prev_clk was 0): (TaskRunner pid=185828) Update s2 = ~rst (TaskRunner pid=185828) Update s3 = s2 (which is the old s2, from the previous cycle) (TaskRunner pid=185828) (TaskRunner pid=185828) Then, the output rst_s = ~s3 (which is the updated s3 of this cycle, but note: we are updating s3 at the same time as s2? Actually, we are updating in the following order: (TaskRunner pid=185828) (TaskRunner pid=185828) s2_next = ~rst (TaskRunner pid=185828) s3_next = s2 (TaskRunner pid=185828) (TaskRunner pid=185828) But note: if we update s2 and then use the updated s2 to update s3, that would be incorrect because in real hardware, the two flip-flops are updated simultaneously. (TaskRunner pid=185828) (TaskRunner pid=185828) So we must use the old value of s2 to update s3. (TaskRunner pid=185828) (TaskRunner pid=185828) Therefore, we must save the old s2 before updating. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can do: (TaskRunner pid=185828) (TaskRunner pid=185828) new_s2 = ~rst (TaskRunner pid=185828) new_s3 = self.s2 (TaskRunner pid=185828) (TaskRunner pid=185828) Then update: (TaskRunner pid=185828) self.s2 = new_s2 (TaskRunner pid=185828) self.s3 = new_s3 (TaskRunner pid=185828) (TaskRunner pid=185828) But note: at the beginning, we need to initialize the state. Since we don't know the initial values, we assume they are 0. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note that the reset signal is asynchronous and active high? We are going to invert it, so if rst is 1, then the output of the first flip-flop will be 0. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me code accordingly. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll have: (TaskRunner pid=185828) __init__: initialize the two flip-flops (s2 and s3) to 0. (TaskRunner pid=185828) (TaskRunner pid=185828) In eval: (TaskRunner pid=185828) We get rst and clk. (TaskRunner pid=185828) (TaskRunner pid=185828) We also need to remember the previous clock to detect the edge. (TaskRunner pid=185828) (TaskRunner pid=185828) But note: the problem does not specify that we are given the clock in a way that we can see the edge. In a single eval call, we are given the current values. We must assume that the clock is toggling and we are sampling the positive edge. (TaskRunner pid=185828) (TaskRunner pid=185828) We can store the previous clock in the instance. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me define: (TaskRunner pid=185828) (TaskRunner pid=185828) self.prev_clk = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) Then, at the beginning of eval, we check: (TaskRunner pid=185828) (TaskRunner pid=185828) if clk == 1 and self.prev_clk == 0: (TaskRunner pid=185828) # Positive edge (TaskRunner pid=185828) new_s2 = ~rst & 1 # We mask to 1 bit (in case of multiple bits, but rst is 1 bit) (TaskRunner pid=185828) new_s3 = self.s2 (TaskRunner pid=185828) self.s2 = new_s2 (TaskRunner pid=185828) self.s3 = new_s3 (TaskRunner pid=185828) (TaskRunner pid=185828) # Then, assign the output (TaskRunner pid=185828) rst_s = ~self.s3 & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) # Update prev_clk for the next call (TaskRunner pid=185828) self.prev_clk = clk (TaskRunner pid=185828) (TaskRunner pid=185828) return {'rst_s': rst_s} (TaskRunner pid=185828) (TaskRunner pid=185828) However, note that the problem says the output is the logical NOT of the second flip-flop. We are using the current s3 (which was updated in the previous clock edge) to compute the output. (TaskRunner pid=185828) (TaskRunner pid=185828) But wait: in the above, we update s3 and then immediately use it to compute the output. That means the output is based on the updated s3 (which was just set from the previous s2). This is correct because in hardware, the flip-flops are updated simultaneously and the output is taken from the updated flip-flop. (TaskRunner pid=185828) (TaskRunner pid=185828) Actually, in the hardware, the two flip-flops are updated at the same clock edge. The output is taken from the second flip-flop (which is updated at the current clock edge). So we are correct. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note: we are updating s3 from the old s2, and then using the new s3 to compute the output. This means that the output is the value of s3 after the current clock edge. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me verify with an example: (TaskRunner pid=185828) (TaskRunner pid=185828) Initial: s2=0, s3=0, rst_s = 1 (because ~0 = 1) (TaskRunner pid=185828) (TaskRunner pid=185828) Suppose at time 0, we get rst=1 and a positive edge. (TaskRunner pid=185828) (TaskRunner pid=185828) Then, new_s2 = ~1 = 0 (TaskRunner pid=185828) new_s3 = old s2 = 0 (TaskRunner pid=185828) So after update, s2=0, s3=0, and rst_s = ~0 = 1. (TaskRunner pid=185828) (TaskRunner pid=185828) So at the first positive edge, even though we had a reset, the synchronous reset remains 1 for one clock cycle? That is expected because the two flip-flops introduce a delay. (TaskRunner pid=185828) (TaskRunner pid=185828) Now, another positive edge with rst=0. (TaskRunner pid=185828) (TaskRunner pid=185828) Then, new_s2 = ~0 = 1 (TaskRunner pid=185828) new_s3 = old s2 = 0 (TaskRunner pid=185828) So after update, s2=1, s3=0, and rst_s = ~0 = 1. (TaskRunner pid=185828) (TaskRunner pid=185828) Then, next positive edge with rst=0. (TaskRunner pid=185828) (TaskRunner pid=185828) Then, new_s2 = 1 (TaskRunner pid=185828) new_s3 = old s2 = 1 (TaskRunner pid=185828) So after update, s2=1, s3=1, and rst_s = ~1 = 0. (TaskRunner pid=185828) (TaskRunner pid=185828) This seems correct. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note that the problem does not specify the active level of the reset. We assume active high. (TaskRunner pid=185828) (TaskRunner pid=185828) Also, note that the reset input is asynchronous and might be any width? The table says width 1. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll assume 1-bit inputs. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's code accordingly.(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) (TaskRunner pid=185828) One more note: We are using Python integers. We'll treat 0 and 1 as bits, but we must mask to 1 bit to avoid issues with larger integers. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll do: (TaskRunner pid=185828) (TaskRunner pid=185828) rst = inputs.get('rst', 0) & 1 (TaskRunner pid=185828) clk = inputs.get('clk', 0) & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) Then, we do the operations and mask to 1 bit. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me write the code accordingly. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll define the class AISO. (TaskRunner pid=185828) (TaskRunner pid=185828) Steps: (TaskRunner pid=185828) (TaskRunner pid=185828) __init__: (TaskRunner pid=185828) self.s2 = 0 (TaskRunner pid=185828) self.s3 = 0 (TaskRunner pid=185828) self.prev_clk = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) eval: (TaskRunner pid=185828) rst = inputs.get('rst', 0) & 1 (TaskRunner pid=185828) clk = inputs.get('clk', 0) & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if clk == 1 and self.prev_clk == 0: (TaskRunner pid=185828) # Positive edge (TaskRunner pid=185828) new_s2 = (~rst) & 1 (TaskRunner pid=185828) new_s3 = self.s2 (TaskRunner pid=185828) self.s2 = new_s2 (TaskRunner pid=185828) self.s3 = new_s3 (TaskRunner pid=185828) (TaskRunner pid=185828) # Update the output based on the current s3 (which may have been updated in this cycle) (TaskRunner pid=185828) rst_s = (~self.s3) & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) # Update prev_clk for the next cycle (TaskRunner pid=185828) self.prev_clk = clk (TaskRunner pid=185828) (TaskRunner pid=185828) return {'rst_s': rst_s} (TaskRunner pid=185828) (TaskRunner pid=185828) However, note that the output should be named exactly as in the table: 'rst_s'. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me write the code accordingly. (TaskRunner pid=185828) (TaskRunner pid=185828) But wait, the problem says the module should be named `AISO`. We are writing a Python class `TopModule`. We must adapt to the requirements. (TaskRunner pid=185828) (TaskRunner pid=185828) In the requirements, we are to implement `class TopModule`. So we will name the class `TopModule`. (TaskRunner pid=185828) (TaskRunner pid=185828) However, the original module is named `AISO`. We can keep the internal design as AISO but the class name must be TopModule. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll rename the class to TopModule and keep the same internal behavior. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me adjust: (TaskRunner pid=185828) (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.s2 = 0 (TaskRunner pid=185828) self.s3 = 0 (TaskRunner pid=185828) self.prev_clk = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) ... same as above ... (TaskRunner pid=185828) (TaskRunner pid=185828) We are done. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me write the code accordingly. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) # Internal state for two flip-flops (TaskRunner pid=185828) self.ff1 = 0 # First inverter flip-flop (TaskRunner pid=185828) self.ff2 = 0 # Second synchronizing flip-flop (TaskRunner pid=185828) # Previous clock value for edge detection (TaskRunner pid=185828) self.prev_clk = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) clk = inputs.get('clk', 0) & 1 (TaskRunner pid=185828) rst = inputs.get('rst', 0) & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) # Detect positive clock edge (clk transition from 0 to 1) (TaskRunner pid=185828) clock_edge = (clk == 1 and self.prev_clk == 0) (TaskRunner pid=185828) (TaskRunner pid=185828) # On positive clock edge, update the sync flip-flops (TaskRunner pid=185828) if clock_edge: (TaskRunner pid=185828) # First flip-flop: invert the asynchronous reset (TaskRunner pid=185828) self.ff1 = (~rst) & 1 (TaskRunner pid=185828) # Second flip-flop: latch the output of first flip-flop (TaskRunner pid=185828) self.ff2 = self.ff1 (TaskRunner pid=185828) (TaskRunner pid=185828) # Update previous clock value for next evaluation (TaskRunner pid=185828) self.prev_clk = clk (TaskRunner pid=185828) (TaskRunner pid=185828) # Synchronous reset is NOT of the second flip-flop output (TaskRunner pid=185828) rst_s = (~self.ff2) & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) return {'rst_s': rst_s} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:3 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:19420.000 - global_seqlen/max:29795.000 - global_seqlen/minmax_diff:10375.000 - global_seqlen/balanced_min:23228.000 - global_seqlen/balanced_max:23314.000 - global_seqlen/mean:23278.875 - actor/entropy:0.000 - actor/pg_loss:0.227 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.778 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.166 - perf/cpu_memory_used_gb:231.334 - actor/lr:0.000 - critic/score/mean:-0.219 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.219 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.364 - critic/advantages/max:1.021 - critic/advantages/min:-2.475 - critic/returns/mean:-0.364 - critic/returns/max:1.021 - critic/returns/min:-2.475 - response_length/mean:2300.734 - response_length/max:4096.000 - response_length/min:233.000 - response_length/clip_ratio:0.109 - prompt_length/mean:609.125 - prompt_length/max:679.000 - prompt_length/min:567.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:201.930 - timing_s/reward:1.170 - timing_s/old_log_prob:8.636 - timing_s/adv:0.003 - timing_s/update_actor:61.347 - timing_s/step:273.094 - timing_per_token_ms/gen:1.371 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.329 - perf/total_num_tokens:186231.000 - perf/time_per_step:273.094 - perf/throughput:85.241 - reflection/any_word_frequency:713.000 - reflection/with_length_mean:2475.207 - reflection/without_length_mean:614.167 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.242 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:3362.000 - reflection_verify/without_verify_length_mean:2283.889 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:-0.283 - reflection_verify/without_verify_reward_mean:-0.218 - reflection_check/word_check_frequency:113.000 - reflection_check/with_check_length_mean:2745.769 - reflection_check/without_check_length_mean:1606.480 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:-0.262 - reflection_check/without_check_reward_mean:-0.153 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:2300.734 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.219 - reflection_however/word_however_frequency:461.000 - reflection_however/with_however_length_mean:2524.375 - reflection_however/without_however_length_mean:735.250 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:-0.251 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:2.000 - reflection_reflect/with_reflect_length_mean:4096.000 - reflection_reflect/without_reflect_length_mean:2242.823 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:-1.000 - reflection_reflect/without_reflect_reward_mean:-0.194 - reflection_wait/word_wait_frequency:85.000 - reflection_wait/with_wait_length_mean:2963.000 - reflection_wait/without_wait_length_mean:1449.250 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:-0.377 - reflection_wait/without_wait_reward_mean:-0.016 - reflection_correct/word_correct_frequency:44.000 - reflection_correct/with_correct_length_mean:2901.286 - reflection_correct/without_correct_length_mean:2007.442 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:-0.300 - reflection_correct/without_correct_reward_mean:-0.180 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:2300.734 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.219 - reflection_adjust/word_adjust_frequency:6.000 - reflection_adjust/with_adjust_length_mean:3056.833 - reflection_adjust/without_adjust_length_mean:2222.517 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:-0.236 - reflection_adjust/without_adjust_reward_mean:-0.217 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:2300.734 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.219 - reflection_re-examine/word_re-examine_frequency:1.000 - reflection_re-examine/with_re-examine_length_mean:3445.000 - reflection_re-examine/without_re-examine_length_mean:2282.572 - reflection_re-examine/with_re-examine_correct_ratio:0.000 - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:-0.364 - reflection_re-examine/without_re-examine_reward_mean:-0.217 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:2300.734 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.219 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 2%|▏ | 3/200 [13:47<15:02:33, 274.89s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) We are to design a Verilog module `Single_XNORMaj_M` with the following: (TaskRunner pid=185828) - Input: two `M`-bit vectors `a` and `w`. (TaskRunner pid=185828) - Output: a 1-bit vector `m`. (TaskRunner pid=185828) - The module uses parameters `M` (the bit width) and `M_log2` (the ceiling of the base-2 logarithm of M). (TaskRunner pid=185828) - The operation: compute the XNOR of `a` and `w` for each bit (i.e., `~(a ^ w)` or equivalently `(a & w) | (~a & ~w)`). (TaskRunner pid=185828) - Then count the number of 1s in the result. If the count is greater than or equal to half of M (strictly more than half? The problem says: "if the majority of bits ... are 1", meaning at least half of the bits are 1). However, note that for an odd M, the majority means more than half. For even M, we have two common definitions: strict majority (more than half) or at least half. The problem says "majority", which typically means more than half. But let's check: "if the majority of bits in the XNOR result ... are 1". We'll interpret as count >= M/2? However, for even M, if exactly half are 1, then it's not a majority (it's tied). In digital design, we might set a threshold. Since the problem says "majority", we assume more than half. But let's see: the problem says "the majority", which usually means more than 50%. Let's use > M/2. However, note that M might be even and if exactly half are 1, we break ties to 0? The problem does not specify tie-breaking. We'll follow the typical majority logic: output 1 if count > M/2, else 0. (TaskRunner pid=185828) (TaskRunner pid=185828) But note: the module is named `Single_XNORMaj_M`, so it's a majority function on the XNOR result. (TaskRunner pid=185828) (TaskRunner pid=185828) Steps: (TaskRunner pid=185828) 1. Compute `xnor = ~(a ^ w)` but note that in Verilog, a and w are M-bit. We can do: (TaskRunner pid=185828) `wire [M-1:0] xnor = ~(a ^ w);` (TaskRunner pid=185828) However, note that in Verilog, the XOR and XNOR are bitwise operations. (TaskRunner pid=185828) (TaskRunner pid=185828) 2. Count the number of 1s in `xnor`. We can use a loop in an always block or a reduce operator. But note: the module is combinatorial? Or sequential? The problem says it's a module that takes two inputs and produces an output. It doesn't mention clocks, so it's combinatorial. (TaskRunner pid=185828) (TaskRunner pid=185828) 3. We are given parameters M and M_log2. The parameter M_log2 is the ceiling of the base-2 logarithm of M. This is used for the width of the counter? We can design a counter that counts up to M. The width of the counter should be enough to hold M. Since M <= 2^M_log2, we can use M_log2 bits for the counter. (TaskRunner pid=185828) (TaskRunner pid=185828) 4. We can use a for loop to count, or we can use a series of comparisons. However, in combinatorial logic, we can unroll. (TaskRunner pid=185828) (TaskRunner pid=185828) 5. We'll output 1 if count > M/2, else 0. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note: the problem says "greater than half", so condition is count > (M/2). But for integer division, we must be careful. For example, if M=5, half is 2.5, so count > 2.5 -> count >=3. For M=4, half is 2, so count >2 -> count>=3. (TaskRunner pid=185828) (TaskRunner pid=185828) Implementation: (TaskRunner pid=185828) We can compute half = M/2. Then condition is (total_ones > half). But note: if M is even, M/2 is integer, so count > M/2 means count >= M/2+1. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can do: condition: total_ones * 2 > M. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll use the parameterized way. (TaskRunner pid=185828) (TaskRunner pid=185828) Steps in Verilog: (TaskRunner pid=185828) (TaskRunner pid=185828) module Single_XNORMaj_M #( (TaskRunner pid=185828) parameter M = 8, (TaskRunner pid=185828) parameter M_log2 = 4 // This should be set appropriately, but we can compute it as the ceiling of log2(M) (TaskRunner pid=185828) ) ( (TaskRunner pid=185828) input [M-1:0] a, (TaskRunner pid=185828) input [M-1:0] w, (TaskRunner pid=185828) output m (TaskRunner pid=185828) ); (TaskRunner pid=185828) (TaskRunner pid=185828) wire [M-1:0] xnor = ~(a ^ w); (TaskRunner pid=185828) (TaskRunner pid=185828) // We'll count the number of 1s in xnor. (TaskRunner pid=185828) // We can do a loop, but since it's combinatorial and M is parameterized, we can use a for loop in a generate block? (TaskRunner pid=185828) // However, the module is combinatorial, so we can just write the logic for each bit and then use a priority encoder or a tree. (TaskRunner pid=185828) (TaskRunner pid=185828) // Alternatively, we can use a recursive function, but in Verilog we can unroll. (TaskRunner pid=185828) (TaskRunner pid=185828) // We'll assign a wire that is 1 if the count of ones is greater than M/2. (TaskRunner pid=185828) (TaskRunner pid=185828) // Let's compute the count. We can use a variable in a combinatorial block? But we don't have a clock. We can do: (TaskRunner pid=185828) (TaskRunner pid=185828) integer count; (TaskRunner pid=185828) wire majority = 1; (TaskRunner pid=185828) always @(*) begin (TaskRunner pid=185828) count = 0; (TaskRunner pid=185828) for (int i=0; i M/2) begin // Note: if M is odd, M/2 is integer division, which is floor. So for M=5, 5/2=2. So count>2 -> count>=3, which is correct. (TaskRunner pid=185828) majority = 1; (TaskRunner pid=185828) end else begin (TaskRunner pid=185828) majority = 0; (TaskRunner pid=185828) end (TaskRunner pid=185828) end (TaskRunner pid=185828) (TaskRunner pid=185828) assign m = majority; (TaskRunner pid=185828) (TaskRunner pid=185828) However, note that the problem says we have parameter M_log2. We are not using it in the above. The problem says to store the ceiling of the base-2 logarithm of M. We might use it for the width of the counter, but we are using an integer. Alternatively, we can design a counter that uses M_log2 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) But note: the problem says "The module should use a parameter `M` to define the size of the input vectors and another parameter `M_log2` to store the ceiling of the base-2 logarithm of `M`." It might be that we are expected to use M_log2 in the counter bits. However, in the above we just used integer `M` and a loop. We can also implement the counter by shifting and adding in a tree of adders, but that might be overkill. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can use a series of bits and compare. We are told to design a combinatorial circuit. (TaskRunner pid=185828) (TaskRunner pid=185828) Since the module is combinatorial, we can also use a priority encoder that outputs the number of ones. But the problem does not specify the use of M_log2. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note that the problem says: "The module should count the number of `1`s in the XNOR result and compare it to half of `M`". So we just need to count and compare. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll stick with the integer loop. (TaskRunner pid=185828) (TaskRunner pid=185828) But note: the problem says we are to write Verilog. We are allowed to use loops in combinatorial blocks? In Verilog, we can use a for loop in an always block that is combinatorial. (TaskRunner pid=185828) (TaskRunner pid=185828) However, we must be cautious: the integer loop does not unroll automatically for parameterized M. But for simulation, it's acceptable. For synthesis, we might need to unroll. But the problem does not specify synthesis, and we are just writing a module. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can use a generate block to unroll the loop. But that would create M instances of the counter? Actually, we can use a conditional expression for each bit in the reduction. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me think: we can compute the count by adding the bits. We can do: (TaskRunner pid=185828) (TaskRunner pid=185828) wire [ceil(log2(M+1))-1:0] count_wire = 0; (TaskRunner pid=185828) assign count_wire[0] = xnor[0]; (TaskRunner pid=185828) assign {count_wire, count_wire} = xnor; // This is not correct. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can use a combine function. But that might be complex. (TaskRunner pid=185828) (TaskRunner pid=185828) Since the problem does not specify the implementation style, we can use the integer loop. (TaskRunner pid=185828) (TaskRunner pid=185828) But note: the problem says "the module should use a parameter `M_log2`". We are not using it. We must incorporate it? Possibly for the width of the counter. We can use M_log2 to determine the width of the count. (TaskRunner pid=185828) (TaskRunner pid=185828) We know that the maximum value of the count is M, and M <= 2^M_log2, so M_log2 bits are enough to represent the count. So we can have a wire of width M_log2 for the count. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me adjust: (TaskRunner pid=185828) (TaskRunner pid=185828) localparam int width = M; (TaskRunner pid=185828) wire [M_log2-1:0] count_mux; (TaskRunner pid=185828) integer count = 0; (TaskRunner pid=185828) (TaskRunner pid=185828) assign count_mux = 0; (TaskRunner pid=185828) for (int i=0; i M/2. We must do a comparison of two M_log2-bit numbers? But M/2 is not necessarily an integer when M is odd. We can use M divided by 2 as an integer. But note: the problem says "half of M", so we have to do integer division. (TaskRunner pid=185828) (TaskRunner pid=185828) We can compute: half = M/2 (integer division). Then condition is count_mux > half. (TaskRunner pid=185828) (TaskRunner pid=185828) But note: for odd M, M/2 is floor, so we are not requiring exactly half. We are requiring strictly more than half. (TaskRunner pid=185828) (TaskRunner pid=185828) We can do: (TaskRunner pid=185828) (TaskRunner pid=185828) wire half = M / 2; (TaskRunner pid=185828) wire majority = (count_mux > half); (TaskRunner pid=185828) (TaskRunner pid=185828) However, if M is odd, then the majority condition is count > (M-1)/2? Because for M=5, we require 3 ones, which is >2.5. And 5/2=2, so we require count>2, which is the same. (TaskRunner pid=185828) (TaskRunner pid=185828) So it's correct. (TaskRunner pid=185828) (TaskRunner pid=185828) Now we must define M_log2. The problem says it is the ceiling of the base-2 logarithm of M. We can set it as: (TaskRunner pid=185828) (TaskRunner pid=185828) localparam M_log2 = $clog2(M); // This is a function in Verilog that returns the ceiling of the log2. (TaskRunner pid=185828) (TaskRunner pid=185828) But note: if M=0, then log2(0) is undefined, but we assume M>0. (TaskRunner pid=185828) (TaskRunner pid=185828) We are given M as a parameter, and we are to set M_log2 accordingly. (TaskRunner pid=185828) (TaskRunner pid=185828) In the module, we can set M_log2 as a parameter that the user must set correctly. But we can also calculate it in the module if we want. However, the problem says we are to design with parameters, so the user should set M_log2 appropriately. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can set it as: (TaskRunner pid=185828) (TaskRunner pid=185828) localparam M_log2 = 0; (TaskRunner pid=185828) // We can compute M_log2 if we want, but the problem says to store the ceiling. (TaskRunner pid=185828) (TaskRunner pid=185828) Since the problem says to use M_log2, we can just have it as a parameter and then use it. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note: the problem says "The module should use a parameter `M` to define the size of the input vectors and another parameter `M_log2` to store the ceiling of the base-2 logarithm of `M`." So we are to define M_log2 as a parameter and set it in the parameter instantiation. (TaskRunner pid=185828) (TaskRunner pid=185828) We can define: (TaskRunner pid=185828) (TaskRunner pid=185828) module Single_XNORMaj_M #( (TaskRunner pid=185828) parameter M = 8, (TaskRunner pid=185828) parameter M_log2 = $clog2(M) (TaskRunner pid=185828) ) ... (TaskRunner pid=185828) (TaskRunner pid=185828) But note: $clog2(M) returns the ceiling of the log2. However, if we set M_log2 in the module, the user might set it incorrectly. So we can compute it, but the problem says we are to use it as a parameter. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll do as the problem says: use both M and M_log2 as parameters. And we are to set M_log2 to the ceiling of log2(M). We can set a default for M_log2 if the user doesn't set it, but the problem does not specify. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll set the default as $clog2(M), but note that $clog2 is a function call and might be evaluated at elaboration. We can do: (TaskRunner pid=185828) (TaskRunner pid=185828) localparam M_log2 = 0; (TaskRunner pid=185828) if ($clog2(M) != 0) begin (TaskRunner pid=185828) M_log2 = $clog2(M); (TaskRunner pid=185828) end ... (TaskRunner pid=185828) (TaskRunner pid=185828) Alternatively, we can just set it as $clog2(M) in the parameter list and let the user override if needed. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll write: (TaskRunner pid=185828) (TaskRunner pid=185828) module Single_XNORMaj_M #( (TaskRunner pid=185828) parameter M = 8, (TaskRunner pid=185828) parameter M_log2 = $clog2(M) (TaskRunner pid=185828) ) ... (TaskRunner pid=185828) (TaskRunner pid=185828) But note: the expression $clog2(M) is evaluated when the parameter is set. If the user changes M, then we should set M_log2 accordingly. However, if the user sets M and M_log2, we should use the given M_log2. We'll use the user-provided M_log2, and if it is not provided, we set it to $clog2(M).(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) (TaskRunner pid=185828) So the code: (TaskRunner pid=185828) (TaskRunner pid=185828) module Single_XNORMaj_M #( (TaskRunner pid=185828) parameter M = 8, (TaskRunner pid=185828) parameter M_log2 = ($clog2(M) != 0) ? $clog2(M) : 0 (TaskRunner pid=185828) ) ... (TaskRunner pid=185828) (TaskRunner pid=185828) But note: $clog2(0) is undefined, so we must ensure M>0. (TaskRunner pid=185828) (TaskRunner pid=185828) We can also set M_log2 as: (TaskRunner pid=185828) (TaskRunner pid=185828) integer M_log2_calc = 0; (TaskRunner pid=185828) if (M > 0) begin (TaskRunner pid=185828) M_log2_calc = $clog2(M); (TaskRunner pid=185828) end (TaskRunner pid=185828) assign M_log2 = M_log2_calc; (TaskRunner pid=185828) (TaskRunner pid=185828) But that is not a parameter expression. We can do: (TaskRunner pid=185828) (TaskRunner pid=185828) M_log2 = $clog2(M); (TaskRunner pid=185828) (TaskRunner pid=185828) in the module code? We are allowed to use expressions in the parameter list. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me just use $clog2(M) as the default. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note: the problem says we are to store the ceiling of the base-2 logarithm of M in a parameter called M_log2. So we are expected to set it as a parameter and use it. We can set it as a local parameter inside the module and compute it from M. (TaskRunner pid=185828) (TaskRunner pid=185828) Two ways: (TaskRunner pid=185828) (TaskRunner pid=185828) Option 1: Let the user set M_log2 in the parameter list, and if not set, set it to $clog2(M). (TaskRunner pid=185828) (TaskRunner pid=185828) Option 2: Compute M_log2 from M in the module and then use it. (TaskRunner pid=185828) (TaskRunner pid=185828) Since the problem says "use a parameter `M_log2`", I think we are to use it as a parameter. We can set it in the parameter list. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll do: (TaskRunner pid=185828) (TaskRunner pid=185828) module Single_XNORMaj_M #( (TaskRunner pid=185828) parameter M = 8, (TaskRunner pid=185828) parameter M_log2 = $clog2(M) (TaskRunner pid=185828) ) ... (TaskRunner pid=185828) (TaskRunner pid=185828) But note: if the user sets M_log2 to something else, we will use that. We must use M_log2 for the counter width. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll change the above code to use M_log2 for the width of the count. (TaskRunner pid=185828) (TaskRunner pid=185828) Revised counter: (TaskRunner pid=185828) (TaskRunner pid=185828) wire [M_log2-1:0] count_wire = 0; (TaskRunner pid=185828) for (int i=0; i half); (TaskRunner pid=185828) (TaskRunner pid=185828) But note: half is integer, and count_wire is M_log2-bit. We are comparing an M_log2-bit number with an integer. In Verilog, if we have two integers of different widths, they are promoted to the larger one. So it's okay. (TaskRunner pid=185828) (TaskRunner pid=185828) However, note that the problem says the module is combinatorial, so we are writing an always block or assign. (TaskRunner pid=185828) (TaskRunner pid=185828) We can do it in an always block: (TaskRunner pid=185828) (TaskRunner pid=185828) always @(*) begin (TaskRunner pid=185828) count = 0; (TaskRunner pid=185828) for (int i=0; i M/2) begin (TaskRunner pid=185828) m = 1; (TaskRunner pid=185828) end else begin (TaskRunner pid=185828) m = 0; (TaskRunner pid=185828) end (TaskRunner pid=185828) end (TaskRunner pid=185828) (TaskRunner pid=185828) But then we are not using M_log2. We are just using integer count. (TaskRunner pid=185828) (TaskRunner pid=185828) Since the problem says to use M_log2, we must use it for the counter width. We can compute the count and then assign to a wire of width M_log2. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me write: (TaskRunner pid=185828) (TaskRunner pid=185828) reg [M_log2-1:0] count_reg; (TaskRunner pid=185828) wire [M_log2-1:0] count_wire = count_reg; (TaskRunner pid=185828) (TaskRunner pid=185828) in an always block: (TaskRunner pid=185828) (TaskRunner pid=185828) always @(*) begin (TaskRunner pid=185828) count_reg = 0; (TaskRunner pid=185828) for (int i=0; i= 16. p = 1 if a+b >= 15 (would propagate a carry-in to create a carry-out). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['a'] & 0xF (TaskRunner pid=185828) b = inputs['b'] & 0xF (TaskRunner pid=185828) cin = inputs['cin'] & 1 (TaskRunner pid=185828) total = a + b + cin (TaskRunner pid=185828) s = total & 0xF (TaskRunner pid=185828) g = 1 if total >= 16 else 0 (TaskRunner pid=185828) # Propagate: if a+b >= 15, any carry-in will create carry-out (TaskRunner pid=185828) p = 1 if (a + b) >= 15 else 0 (TaskRunner pid=185828) return {'sum': s, 'g': g, 'p': p} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:5 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6736.000 - global_seqlen/max:33770.000 - global_seqlen/minmax_diff:27034.000 - global_seqlen/balanced_min:22486.000 - global_seqlen/balanced_max:22523.000 - global_seqlen/mean:22508.750 - actor/entropy:0.000 - actor/pg_loss:0.008 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:1.489 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.166 - perf/cpu_memory_used_gb:231.381 - actor/lr:0.000 - critic/score/mean:-0.267 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.267 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.255 - critic/advantages/max:1.563 - critic/advantages/min:-2.198 - critic/returns/mean:-0.255 - critic/returns/max:1.563 - critic/returns/min:-2.198 - response_length/mean:2171.469 - response_length/max:4096.000 - response_length/min:167.000 - response_length/clip_ratio:0.203 - prompt_length/mean:642.125 - prompt_length/max:789.000 - prompt_length/min:535.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:203.071 - timing_s/reward:1.149 - timing_s/old_log_prob:8.602 - timing_s/adv:0.003 - timing_s/update_actor:60.446 - timing_s/step:273.279 - timing_per_token_ms/gen:1.461 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.336 - perf/total_num_tokens:180070.000 - perf/time_per_step:273.279 - perf/throughput:82.365 - reflection/any_word_frequency:734.000 - reflection/with_length_mean:2952.044 - reflection/without_length_mean:322.737 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.379 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:2171.469 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:-0.267 - reflection_check/word_check_frequency:211.000 - reflection_check/with_check_length_mean:3028.139 - reflection_check/without_check_length_mean:1070.036 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:-0.380 - reflection_check/without_check_reward_mean:-0.121 - reflection_confirm/word_confirm_frequency:2.000 - reflection_confirm/with_confirm_length_mean:2477.000 - reflection_confirm/without_confirm_length_mean:2161.613 - reflection_confirm/with_confirm_correct_ratio:0.000 - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:-0.342 - reflection_confirm/without_confirm_reward_mean:-0.264 - reflection_however/word_however_frequency:368.000 - reflection_however/with_however_length_mean:3126.000 - reflection_however/without_however_length_mean:349.182 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:-0.406 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:5.000 - reflection_reflect/with_reflect_length_mean:1513.667 - reflection_reflect/without_reflect_length_mean:2203.820 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:-0.280 - reflection_wait/word_wait_frequency:106.000 - reflection_wait/with_wait_length_mean:3252.500 - reflection_wait/without_wait_length_mean:946.300 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:-0.461 - reflection_wait/without_wait_reward_mean:-0.047 - reflection_correct/word_correct_frequency:36.000 - reflection_correct/with_correct_length_mean:3194.545 - reflection_correct/without_correct_length_mean:1635.571 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:-0.505 - reflection_correct/without_correct_reward_mean:-0.142 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:2171.469 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.267 - reflection_adjust/word_adjust_frequency:5.000 - reflection_adjust/with_adjust_length_mean:3662.000 - reflection_adjust/without_adjust_length_mean:2098.164 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:-0.667 - reflection_adjust/without_adjust_reward_mean:-0.247 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:2171.469 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.267 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:2171.469 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.267 - reflection_yet/word_yet_frequency:1.000 - reflection_yet/with_yet_length_mean:2794.000 - reflection_yet/without_yet_length_mean:2161.587 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:0.000 - reflection_yet/without_yet_reward_mean:-0.271 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) To solve this problem, I need to design a Mealy FSM using JK flip-flops that detects the sequence "1101" in a bitstream. (TaskRunner pid=185828) (TaskRunner pid=185828) Step 1: Define the states (TaskRunner pid=185828) The FSM needs to track progress through the sequence "1101": (TaskRunner pid=185828) - State 0 (S0): Initial state (no progress) (TaskRunner pid=185828) - State 1 (S1): First '1' detected (TaskRunner pid=185828) - State 2 (S2): First '11' detected (TaskRunner pid=185828) - State 3 (S3): First '110' detected (TaskRunner pid=185828) - State 4 (S4): Sequence '1101' detected (output y = 1) (TaskRunner pid=185828) (TaskRunner pid=185828) The states can be encoded using 2 bits: [q1, q0] (TaskRunner pid=185828) - S0: 00 (TaskRunner pid=185828) - S1: 01 (TaskRunner pid=185828) - S2: 10 (TaskRunner pid=185828) - S3: 11 (TaskRunner pid=185828) - S4: 00 (transition back to initial state after detection, but check next input) (TaskRunner pid=185828) (TaskRunner pid=185828) Step 2: Determine the next state logic (TaskRunner pid=185828) Using the input 'x' (current bit): (TaskRunner pid=185828) - From S0: if x=1, go to S1; else stay in S0 (TaskRunner pid=185828) - From S1: if x=1, go to S2; else go to S0 (TaskRunner pid=185828) - From S2: if x=0, go to S3; else go to S1 (TaskRunner pid=185828) - From S3: if x=1, go to S4 (output y=1); else go to S0 (TaskRunner pid=185828) (TaskRunner pid=185828) Step 3: Derive JK flip-flop inputs (TaskRunner pid=185828) For each state transition, calculate J and K for both flip-flops using JK flip-flop behavior: (TaskRunner pid=185828) - J0, K0 for LSB (q0) (TaskRunner pid=185828) - J1, K1 for MSB (q1) (TaskRunner pid=185828) (TaskRunner pid=185828) Step 4: Calculate outputs (TaskRunner pid=185828) The output y should be high only when in state S3 (q1=1, q0=1) AND x=1. (TaskRunner pid=185828) (TaskRunner pid=185828) Step 5: Handle reset (TaskRunner pid=185828) Active low reset: when rst=0, force q1=0, q0=0. (TaskRunner pid=185828) (TaskRunner pid=185828) Step 6: On clock rising edge, update flip-flop outputs based on JK inputs. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.q1 = 0 (TaskRunner pid=185828) self.q0 = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) x = inputs['x'] & 1 (TaskRunner pid=185828) rst = inputs['rst'] & 1 (TaskRunner pid=185828) clk = inputs['clk'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) # Reset logic (active low) (TaskRunner pid=185828) if rst == 0: (TaskRunner pid=185828) self.q1 = 0 (TaskRunner pid=185828) self.q0 = 0 (TaskRunner pid=185828) return {'y': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) # Only update on rising edge of clock (TaskRunner pid=185828) q1_next = self.q1 (TaskRunner pid=185828) q0_next = self.q0 (TaskRunner pid=185828) (TaskRunner pid=185828) # Encode current state: state = q1*2 + q0 (TaskRunner pid=185828) state = self.q1 * 2 + self.q0 (TaskRunner pid=185828) (TaskRunner pid=185828) # Determine next state based on Mealy FSM logic for "1101" detection (TaskRunner pid=185828) if state == 0: # S0: no progress (TaskRunner pid=185828) if x == 1: (TaskRunner pid=185828) q1_next = 0 (TaskRunner pid=185828) q0_next = 1 # -> S1 (TaskRunner pid=185828) else: (TaskRunner pid=185828) q1_next = 0 (TaskRunner pid=185828) q0_next = 0 # -> S0 (TaskRunner pid=185828) elif state == 1: # S1: got '1' (TaskRunner pid=185828) if x == 1: (TaskRunner pid=185828) q1_next = 1 (TaskRunner pid=185828) q0_next = 0 # -> S2 (TaskRunner pid=185828) else: (TaskRunner pid=185828) q1_next = 0 (TaskRunner pid=185828) q0_next = 0 # -> S0 (TaskRunner pid=185828) elif state == 2: # S2: got '11' (TaskRunner pid=185828) if x == 0: (TaskRunner pid=185828) q1_next = 1 (TaskRunner pid=185828) q0_next = 1 # -> S3 (TaskRunner pid=185828) else: (TaskRunner pid=185828) q1_next = 0 (TaskRunner pid=185828) q0_next = 1 # -> S1 (new '1' detected) (TaskRunner pid=185828) elif state == 3: # S3: got '110' (TaskRunner pid=185828) if x == 1: (TaskRunner pid=185828) q1_next = 0 (TaskRunner pid=185828) q0_next = 0 # detected '1101', return to S0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) q1_next = 0 (TaskRunner pid=185828) q0_next = 0 # -> S0 (TaskRunner pid=185828) elif state == 4: # S4: just detected, but encoded as state 0, so handled above (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) # Mealy output: y is high when in state S3 and input x=1 (TaskRunner pid=185828) y = 1 if (state == 3 and x == 1) else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) # Update state on clock rising edge (TaskRunner pid=185828) if clk == 1: (TaskRunner pid=185828) self.q1 = q1_next (TaskRunner pid=185828) self.q0 = q0_next (TaskRunner pid=185828) (TaskRunner pid=185828) return {'y': y} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:6 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:7854.000 - global_seqlen/max:35869.000 - global_seqlen/minmax_diff:28015.000 - global_seqlen/balanced_min:16706.000 - global_seqlen/balanced_max:16728.000 - global_seqlen/mean:16721.000 - actor/entropy:0.000 - actor/pg_loss:0.174 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.855 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.166 - perf/cpu_memory_used_gb:231.337 - actor/lr:0.000 - critic/score/mean:-0.184 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.184 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.452 - critic/advantages/max:1.599 - critic/advantages/min:-2.475 - critic/returns/mean:-0.452 - critic/returns/max:1.599 - critic/returns/min:-2.475 - response_length/mean:1435.375 - response_length/max:4096.000 - response_length/min:130.000 - response_length/clip_ratio:0.125 - prompt_length/mean:654.750 - prompt_length/max:771.000 - prompt_length/min:569.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:199.651 - timing_s/reward:1.166 - timing_s/old_log_prob:8.824 - timing_s/adv:0.003 - timing_s/update_actor:61.631 - timing_s/step:271.282 - timing_per_token_ms/gen:2.173 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.461 - perf/total_num_tokens:133768.000 - perf/time_per_step:271.282 - perf/throughput:61.637 - reflection/any_word_frequency:342.000 - reflection/with_length_mean:2656.667 - reflection/without_length_mean:357.765 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.393 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:4096.000 - reflection_verify/without_verify_length_mean:1393.143 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:-1.000 - reflection_verify/without_verify_reward_mean:-0.171 - reflection_check/word_check_frequency:37.000 - reflection_check/with_check_length_mean:2930.706 - reflection_check/without_check_length_mean:894.511 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:-0.460 - reflection_check/without_check_reward_mean:-0.085 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:1435.375 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.184 - reflection_however/word_however_frequency:205.000 - reflection_however/with_however_length_mean:3116.083 - reflection_however/without_however_length_mean:426.950 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:-0.492 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:4.000 - reflection_reflect/with_reflect_length_mean:2335.000 - reflection_reflect/without_reflect_length_mean:1391.131 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:-0.333 - reflection_reflect/without_reflect_reward_mean:-0.177 - reflection_wait/word_wait_frequency:60.000 - reflection_wait/with_wait_length_mean:3392.350 - reflection_wait/without_wait_length_mean:545.841 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:-0.590 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:31.000 - reflection_correct/with_correct_length_mean:3288.500 - reflection_correct/without_correct_length_mean:916.500 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:-0.681 - reflection_correct/without_correct_reward_mean:-0.045 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:1435.375 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.184 - reflection_adjust/word_adjust_frequency:3.000 - reflection_adjust/with_adjust_length_mean:3977.000 - reflection_adjust/without_adjust_length_mean:1310.377 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:-0.884 - reflection_adjust/without_adjust_reward_mean:-0.150 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:1435.375 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.184 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:1435.375 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.184 - reflection_yet/word_yet_frequency:1.000 - reflection_yet/with_yet_length_mean:4096.000 - reflection_yet/without_yet_length_mean:1393.143 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:-1.000 - reflection_yet/without_yet_reward_mean:-0.171 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 3%|▎ | 6/200 [27:23<14:42:01, 272.79s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 18x18 multiplication produces a 36-bit result, which must be truncated to 18 bits. Apply bit mask 0x3FFFF to all 18-bit values. Compute full product then mask result. Since the requirement states "produce the result in the same clock cycle" but evaluation is combinatorial in the eval function context, compute multiplication directly without storing state. The TCL testbench calls eval() for each clock cycle with new inputs, simulating the behavior of a combinational path within a clocked module or assuming outputs are sampled at clock edge after computation. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) MASK = 0x3FFFF (TaskRunner pid=185828) a = inputs['a'] & MASK (TaskRunner pid=185828) b = inputs['b'] & MASK (TaskRunner pid=185828) result = (a * b) & MASK (TaskRunner pid=185828) return {'res': result} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:7 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5637.000 - global_seqlen/max:27306.000 - global_seqlen/minmax_diff:21669.000 - global_seqlen/balanced_min:12010.000 - global_seqlen/balanced_max:13224.000 - global_seqlen/mean:12564.625 - actor/entropy:0.000 - actor/pg_loss:-0.097 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.942 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.166 - perf/cpu_memory_used_gb:231.341 - actor/lr:0.000 - critic/score/mean:-0.102 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.102 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.484 - critic/advantages/max:0.805 - critic/advantages/min:-2.475 - critic/returns/mean:-0.484 - critic/returns/max:0.805 - critic/returns/min:-2.475 - response_length/mean:942.078 - response_length/max:4096.000 - response_length/min:117.000 - response_length/clip_ratio:0.062 - prompt_length/mean:628.500 - prompt_length/max:774.000 - prompt_length/min:516.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:199.139 - timing_s/reward:1.179 - timing_s/old_log_prob:8.812 - timing_s/adv:0.003 - timing_s/update_actor:63.170 - timing_s/step:272.313 - timing_per_token_ms/gen:3.303 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.628 - perf/total_num_tokens:100517.000 - perf/time_per_step:272.313 - perf/throughput:46.140 - reflection/any_word_frequency:169.000 - reflection/with_length_mean:2105.333 - reflection/without_length_mean:373.977 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.310 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:2.000 - reflection_verify/with_verify_length_mean:764.000 - reflection_verify/without_verify_length_mean:947.823 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:-0.105 - reflection_check/word_check_frequency:20.000 - reflection_check/with_check_length_mean:2491.385 - reflection_check/without_check_length_mean:547.157 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:-0.423 - reflection_check/without_check_reward_mean:-0.020 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:942.078 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.102 - reflection_however/word_however_frequency:90.000 - reflection_however/with_however_length_mean:3357.182 - reflection_however/without_however_length_mean:440.830 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:-0.591 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:942.078 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:-0.102 - reflection_wait/word_wait_frequency:32.000 - reflection_wait/with_wait_length_mean:3036.000 - reflection_wait/without_wait_length_mean:408.333 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:-0.500 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:23.000 - reflection_correct/with_correct_length_mean:2695.727 - reflection_correct/without_correct_length_mean:578.113 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:-0.471 - reflection_correct/without_correct_reward_mean:-0.025 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:942.078 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.102 - reflection_adjust/word_adjust_frequency:2.000 - reflection_adjust/with_adjust_length_mean:2337.000 - reflection_adjust/without_adjust_length_mean:897.081 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:-0.500 - reflection_adjust/without_adjust_reward_mean:-0.089 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:942.078 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.102 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:942.078 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.102 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:942.078 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.102 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:336.000 - language_mix/without_length_mean:951.698 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:-0.103 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 4%|▎ | 7/200 [31:56<14:37:04, 272.66s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 4%|▍ | 8/200 [36:32<14:35:59, 273.75s/it] (TaskRunner pid=185828) Sequence detector for 1101 using a 4-bit shift register. Load bits left-to-right. When all 4 bits match, assert output. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.shift_reg = 0 # 4-bit shift register: bits [3:0] (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if CLK == 0: (TaskRunner pid=185828) if nRESET == 0: (TaskRunner pid=185828) self.shift_reg = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) # Shift left by 1, insert X into LSB (TaskRunner pid=185828) self.shift_reg = ((self.shift_reg << 1) | (X & 1)) & 0xF (TaskRunner pid=185828) (TaskRunner pid=185828) # Check for 1101: shift_reg == 0xD = 1101 (TaskRunner pid=185828) Z = 1 if (self.shift_reg == 0xD) else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) return {"Z": Z} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:8 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6554.000 - global_seqlen/max:23965.000 - global_seqlen/minmax_diff:17411.000 - global_seqlen/balanced_min:10151.000 - global_seqlen/balanced_max:12153.000 - global_seqlen/mean:11046.625 - actor/entropy:0.000 - actor/pg_loss:0.173 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.321 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.166 - perf/cpu_memory_used_gb:231.365 - actor/lr:0.000 - critic/score/mean:-0.041 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.041 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.198 - critic/advantages/max:0.706 - critic/advantages/min:-1.456 - critic/returns/mean:-0.198 - critic/returns/max:0.706 - critic/returns/min:-1.456 - response_length/mean:720.578 - response_length/max:4096.000 - response_length/min:126.000 - response_length/clip_ratio:0.016 - prompt_length/mean:660.250 - prompt_length/max:962.000 - prompt_length/min:543.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:204.095 - timing_s/reward:1.155 - timing_s/old_log_prob:8.914 - timing_s/adv:0.003 - timing_s/update_actor:61.802 - timing_s/step:275.979 - timing_per_token_ms/gen:4.426 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.699 - perf/total_num_tokens:88373.000 - perf/time_per_step:275.979 - perf/throughput:40.027 - reflection/any_word_frequency:66.000 - reflection/with_length_mean:1388.105 - reflection/without_length_mean:438.733 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.137 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:496.000 - reflection_verify/without_verify_length_mean:724.143 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:-0.041 - reflection_check/word_check_frequency:10.000 - reflection_check/with_check_length_mean:749.444 - reflection_check/without_check_length_mean:715.855 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:-0.072 - reflection_check/without_check_reward_mean:-0.036 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:720.578 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.041 - reflection_however/word_however_frequency:32.000 - reflection_however/with_however_length_mean:3119.500 - reflection_however/without_however_length_mean:472.414 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:-0.435 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:720.578 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:-0.041 - reflection_wait/word_wait_frequency:15.000 - reflection_wait/with_wait_length_mean:2581.375 - reflection_wait/without_wait_length_mean:454.750 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:-0.326 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:7.000 - reflection_correct/with_correct_length_mean:2100.800 - reflection_correct/without_correct_length_mean:603.610 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:-0.322 - reflection_correct/without_correct_reward_mean:-0.017 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:720.578 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.041 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:3732.000 - reflection_adjust/without_adjust_length_mean:672.778 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:-0.645 - reflection_adjust/without_adjust_reward_mean:-0.031 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:720.578 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.041 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:720.578 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.041 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:720.578 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.041 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Read pointer management in the read clock domain. Increment pointer only when read is enabled and FIFO not empty. Calculate next pointer in binary, convert to Gray code for empty detection. Empty when next Gray pointer equals synchronized write pointer. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self, ADDRSIZE=8): (TaskRunner pid=185828) self.ADDRSIZE = ADDRSIZE (TaskRunner pid=185828) self.ptr = 0 (TaskRunner pid=185828) self.rd_empty = 1 (TaskRunner pid=185828) self.MAX_VAL = (1 << ADDRSIZE) - 1 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if not (inputs['rd_rst_n'] & 1): (TaskRunner pid=185828) self.ptr = 0 (TaskRunner pid=185828) self.rd_empty = 1 (TaskRunner pid=185828) return {'rd_empty': 1, 'rd_addr': 0, 'rd_grayptr': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) rd_en = (inputs['rd_en'] >> 0) & 1 (TaskRunner pid=185828) rq2_wr_ptr = inputs['rq2_wr_ptr'] (TaskRunner pid=185828) (TaskRunner pid=185828) next_bin = self.ptr + (rd_en and not self.rd_empty) (TaskRunner pid=185828) if next_bin > self.MAX_VAL: (TaskRunner pid=185828) next_bin = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) gray = next_bin ^ (next_bin >> 1) (TaskRunner pid=185828) gray_full = (gray << 1) | (next_bin >> self.ADDRSIZE) (TaskRunner pid=185828) (TaskRunner pid=185828) self.ptr = next_bin (TaskRunner pid=185828) self.rd_empty = 1 if (gray_full & ((1 << (self.ADDRSIZE + 1)) - 1)) == (rq2_wr_ptr & ((1 << (self.ADDRSIZE + 1)) - 1)) else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) return { (TaskRunner pid=185828) 'rd_empty': self.rd_empty & 1, (TaskRunner pid=185828) 'rd_addr': self.ptr & self.MAX_VAL, (TaskRunner pid=185828) 'rd_grayptr': gray_full & ((1 << (self.ADDRSIZE + 1)) - 1) (TaskRunner pid=185828) } (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:9 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5160.000 - global_seqlen/max:14468.000 - global_seqlen/minmax_diff:9308.000 - global_seqlen/balanced_min:9075.000 - global_seqlen/balanced_max:9209.000 - global_seqlen/mean:9107.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.374 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:483.406 - response_length/max:1626.000 - response_length/min:135.000 - response_length/clip_ratio:0.000 - prompt_length/mean:655.000 - prompt_length/max:776.000 - prompt_length/min:497.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:82.568 - timing_s/reward:1.167 - timing_s/old_log_prob:8.578 - timing_s/adv:0.003 - timing_s/update_actor:62.111 - timing_s/step:154.436 - timing_per_token_ms/gen:2.669 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.852 - perf/total_num_tokens:72858.000 - perf/time_per_step:154.436 - perf/throughput:58.971 - reflection/any_word_frequency:16.000 - reflection/with_length_mean:769.182 - reflection/without_length_mean:424.094 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:483.406 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:7.000 - reflection_check/with_check_length_mean:790.000 - reflection_check/without_check_length_mean:457.424 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:483.406 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:1626.000 - reflection_however/without_however_length_mean:465.270 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:4.000 - reflection_reflect/with_reflect_length_mean:459.500 - reflection_reflect/without_reflect_length_mean:485.000 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:294.000 - reflection_wait/without_wait_length_mean:486.413 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:835.000 - reflection_correct/without_correct_length_mean:472.065 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:483.406 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:483.406 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:483.406 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:483.406 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:483.406 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:1043.000 - language_mix/without_length_mean:474.524 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 4%|▍ | 9/200 [39:06<12:32:46, 236.48s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 5%|▌ | 10/200 [41:42<11:10:23, 211.70s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Synchronous Set SR flip-flop: set input overrides asynchronously-like SR behavior on clock edge. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.Q = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) S = inputs['S'] & 1 (TaskRunner pid=185828) R = inputs['R'] & 1 (TaskRunner pid=185828) set_val = inputs['set'] & 1 (TaskRunner pid=185828) clk = inputs['clk'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if clk: (TaskRunner pid=185828) if S or R: (TaskRunner pid=185828) self.Q = S (TaskRunner pid=185828) elif set_val: (TaskRunner pid=185828) self.Q = set_val (TaskRunner pid=185828) # else: hold (TaskRunner pid=185828) (TaskRunner pid=185828) Q = self.Q & 1 (TaskRunner pid=185828) Qbar = (~Q) & 1 (TaskRunner pid=185828) return {'Q': Q, 'Qbar': Qbar} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:10 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:7252.000 - global_seqlen/max:9351.000 - global_seqlen/minmax_diff:2099.000 - global_seqlen/balanced_min:7954.000 - global_seqlen/balanced_max:8504.000 - global_seqlen/mean:8025.875 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.387 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:340.484 - response_length/max:1558.000 - response_length/min:60.000 - response_length/clip_ratio:0.000 - prompt_length/mean:662.750 - prompt_length/max:777.000 - prompt_length/min:526.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:81.428 - timing_s/reward:1.153 - timing_s/old_log_prob:9.009 - timing_s/adv:0.003 - timing_s/update_actor:64.535 - timing_s/step:156.137 - timing_per_token_ms/gen:3.737 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.005 - perf/total_num_tokens:64207.000 - perf/time_per_step:156.137 - perf/throughput:51.403 - reflection/any_word_frequency:20.000 - reflection/with_length_mean:489.714 - reflection/without_length_mean:298.700 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:523.000 - reflection_verify/without_verify_length_mean:337.587 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:13.000 - reflection_check/with_check_length_mean:487.800 - reflection_check/without_check_length_mean:313.204 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:340.484 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:340.484 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:1558.000 - reflection_reflect/without_reflect_length_mean:321.159 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:1011.000 - reflection_wait/without_wait_length_mean:318.855 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:599.500 - reflection_correct/without_correct_length_mean:332.129 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:340.484 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:340.484 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:340.484 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:340.484 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:1.000 - reflection_yet/with_yet_length_mean:256.000 - reflection_yet/without_yet_length_mean:341.825 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:0.000 - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Alarm system: (TaskRunner pid=185828) - alarm_set=0 -> alarm=0, secure=0 (TaskRunner pid=185828) - alarm_set=1, alarm_stay=0 (set mode): alarm = OR of all 3 windows (TaskRunner pid=185828) - alarm_set=1, alarm_stay=1 (stay mode): alarm = OR of 2 doors AND 3 windows (TaskRunner pid=185828) secure = NOT alarm when alarm_set=1 (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) alarm_set = inputs['alarm_set'] & 1 (TaskRunner pid=185828) alarm_stay = inputs['alarm_stay'] & 1 (TaskRunner pid=185828) doors = inputs['doors'] & 0x3 (TaskRunner pid=185828) windows = inputs['windows'] & 0x7 (TaskRunner pid=185828) (TaskRunner pid=185828) if alarm_set == 0: (TaskRunner pid=185828) alarm = 0 (TaskRunner pid=185828) secure = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) if alarm_stay == 0: # set mode (TaskRunner pid=185828) alarm = (windows != 0) (TaskRunner pid=185828) else: # stay mode (TaskRunner pid=185828) alarm = (doors != 0) and (windows != 0) (TaskRunner pid=185828) secure = 1 if alarm == 0 else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) return {'secure': secure, 'alarm': alarm} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:11 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6521.000 - global_seqlen/max:10873.000 - global_seqlen/minmax_diff:4352.000 - global_seqlen/balanced_min:8037.000 - global_seqlen/balanced_max:9896.000 - global_seqlen/mean:8301.875 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.384 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:381.109 - response_length/max:3034.000 - response_length/min:147.000 - response_length/clip_ratio:0.000 - prompt_length/mean:656.625 - prompt_length/max:777.000 - prompt_length/min:524.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:148.658 - timing_s/reward:1.141 - timing_s/old_log_prob:8.590 - timing_s/adv:0.002 - timing_s/update_actor:61.909 - timing_s/step:220.310 - timing_per_token_ms/gen:6.095 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.932 - perf/total_num_tokens:66415.000 - perf/time_per_step:220.310 - perf/throughput:37.683 - reflection/any_word_frequency:14.000 - reflection/with_length_mean:623.000 - reflection/without_length_mean:341.527 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:381.109 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:12.000 - reflection_check/with_check_length_mean:321.625 - reflection_check/without_check_length_mean:389.607 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:381.109 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:381.109 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:381.109 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:3034.000 - reflection_wait/without_wait_length_mean:339.000 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:3034.000 - reflection_correct/without_correct_length_mean:339.000 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:381.109 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:381.109 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:381.109 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:381.109 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:381.109 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:262.000 - language_mix/without_length_mean:383.000 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 6%|▌ | 11/200 [45:23<11:15:13, 214.36s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Register file with asynchronous dual read (A1→RD1, A2→RD2) and synchronous write (A3, WE3, WD3). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self, DEPTH=2, DATA_WIDTH=8): (TaskRunner pid=185828) self.DEPTH = DEPTH (TaskRunner pid=185828) self.DATA_WIDTH = DATA_WIDTH (TaskRunner pid=185828) self.n_regs = 1 << DEPTH # number of registers (TaskRunner pid=185828) self.wide = (1 << DATA_WIDTH) - 1 (TaskRunner pid=185828) self.regs = [0] * self.n_regs (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) WE3 = inputs['WE3'] & 1 (TaskRunner pid=185828) A1 = inputs['A1'] & (self.n_regs - 1) (TaskRunner pid=185828) A2 = inputs['A2'] & (self.n_regs - 1) (TaskRunner pid=185828) A3 = inputs['A3'] & (self.n_regs - 1) (TaskRunner pid=185828) WD3 = inputs['WD3'] & self.wide (TaskRunner pid=185828) RD1 = self.regs[A1] & self.wide (TaskRunner pid=185828) RD2 = self.regs[A2] & self.wide (TaskRunner pid=185828) if WE3: (TaskRunner pid=185828) self.regs[A3] = WD3 (TaskRunner pid=185828) return {'RD1': RD1, 'RD2': RD2} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:12 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5413.000 - global_seqlen/max:10932.000 - global_seqlen/minmax_diff:5519.000 - global_seqlen/balanced_min:7802.000 - global_seqlen/balanced_max:8497.000 - global_seqlen/mean:7915.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.418 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:328.188 - response_length/max:1598.000 - response_length/min:115.000 - response_length/clip_ratio:0.000 - prompt_length/mean:661.250 - prompt_length/max:886.000 - prompt_length/min:507.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:79.986 - timing_s/reward:1.119 - timing_s/old_log_prob:8.617 - timing_s/adv:0.002 - timing_s/update_actor:60.843 - timing_s/step:150.575 - timing_per_token_ms/gen:3.808 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.961 - perf/total_num_tokens:63324.000 - perf/time_per_step:150.575 - perf/throughput:52.569 - reflection/any_word_frequency:15.000 - reflection/with_length_mean:642.111 - reflection/without_length_mean:276.818 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:328.188 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:5.000 - reflection_check/with_check_length_mean:545.500 - reflection_check/without_check_length_mean:313.700 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:328.188 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:328.188 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:5.000 - reflection_reflect/with_reflect_length_mean:731.000 - reflection_reflect/without_reflect_length_mean:301.333 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:1598.000 - reflection_wait/without_wait_length_mean:308.032 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:974.500 - reflection_correct/without_correct_length_mean:307.339 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:328.188 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:119.000 - reflection_adjust/without_adjust_length_mean:331.508 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:328.188 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:328.188 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:1.000 - reflection_yet/with_yet_length_mean:1598.000 - reflection_yet/without_yet_length_mean:308.032 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:0.000 - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 6%|▌ | 12/200 [47:53<10:10:55, 194.98s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 6%|▋ | 13/200 [50:23<9:24:44, 181.20s/it] (TaskRunner pid=185828) 9-bit register with inc/dec/reset/load priority. Mask to 9 bits after each op. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.reg = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) inc = inputs.get("inc", 0) & 1 (TaskRunner pid=185828) dec = inputs.get("dec", 0) & 1 (TaskRunner pid=185828) reset = inputs.get("reset", 0) & 1 (TaskRunner pid=185828) cin = inputs.get("cin", 0) & 1 (TaskRunner pid=185828) d = inputs.get("d_from_ADR", 0) & 0x1FF (TaskRunner pid=185828) (TaskRunner pid=185828) clock = inputs.get("clk", 0) & 1 (TaskRunner pid=185828) if clock == 1: (TaskRunner pid=185828) if reset == 1: (TaskRunner pid=185828) self.reg = 0 (TaskRunner pid=185828) elif inc == 1: (TaskRunner pid=185828) self.reg = (self.reg + 1) & 0x1FF (TaskRunner pid=185828) elif dec == 1: (TaskRunner pid=185828) self.reg = (self.reg - 1) & 0x1FF (TaskRunner pid=185828) elif cin == 1: (TaskRunner pid=185828) self.reg = d (TaskRunner pid=185828) return {"d_out": self.reg} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:13 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5495.000 - global_seqlen/max:11467.000 - global_seqlen/minmax_diff:5972.000 - global_seqlen/balanced_min:8081.000 - global_seqlen/balanced_max:8821.000 - global_seqlen/mean:8207.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.396 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:357.750 - response_length/max:1551.000 - response_length/min:138.000 - response_length/clip_ratio:0.000 - prompt_length/mean:668.125 - prompt_length/max:816.000 - prompt_length/min:518.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:77.980 - timing_s/reward:1.143 - timing_s/old_log_prob:8.613 - timing_s/adv:0.003 - timing_s/update_actor:61.680 - timing_s/step:149.428 - timing_per_token_ms/gen:3.406 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.939 - perf/total_num_tokens:65656.000 - perf/time_per_step:149.428 - perf/throughput:54.923 - reflection/any_word_frequency:11.000 - reflection/with_length_mean:775.800 - reflection/without_length_mean:322.322 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:357.750 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:8.000 - reflection_check/with_check_length_mean:904.250 - reflection_check/without_check_length_mean:321.317 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:357.750 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:357.750 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:1551.000 - reflection_reflect/without_reflect_length_mean:338.810 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:262.000 - reflection_wait/without_wait_length_mean:359.270 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:1551.000 - reflection_correct/without_correct_length_mean:338.810 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:357.750 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:357.750 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:357.750 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:357.750 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:357.750 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Active-low priority decoder: decode 2 hot lines. Both inputs are active-low, outputs are active-low. (TaskRunner pid=185828) (TaskRunner pid=185828) Truth table: (TaskRunner pid=185828) s0 s1 | d0 d1 d2 d3 (TaskRunner pid=185828) 0 0 | 0 1 1 1 (both active -> d0) (TaskRunner pid=185828) 0 1 | 1 1 1 1 (only s0 active -> d1) (TaskRunner pid=185828) 1 0 | 1 1 1 1 (only s1 active -> d2) (TaskRunner pid=185828) 1 1 | 1 1 1 0 (none active -> d3) (TaskRunner pid=185828) (TaskRunner pid=185828) In Boolean (active=0): (TaskRunner pid=185828) d0 = ~(s0==0 && s1==0) = ~(~s0 && ~s1) (TaskRunner pid=185828) d1 = ~(s0==0 && s1==1) = ~(~s0 && s1) (TaskRunner pid=185828) d2 = ~(s0==1 && s1==0) = ~(s0 && ~s1) (TaskRunner pid=185828) d3 = ~(s0==1 && s1==1) = ~(s0 && s1) (TaskRunner pid=185828) (TaskRunner pid=185828) In Python with bit masking for 1-bit values. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) s0 = inputs['s0'] & 1 (TaskRunner pid=185828) s1 = inputs['s1'] & 1 (TaskRunner pid=185828) s0_active = 0 if s0 == 0 else 1 (TaskRunner pid=185828) s1_active = 0 if s1 == 0 else 1 (TaskRunner pid=185828) d0 = 1 if not (s0_active == 0 and s1_active == 0) else 0 (TaskRunner pid=185828) d1 = 1 if not (s0_active == 0 and s1_active == 1) else 0 (TaskRunner pid=185828) d2 = 1 if not (s0_active == 1 and s1_active == 0) else 0 (TaskRunner pid=185828) d3 = 1 if not (s0_active == 1 and s1_active == 1) else 0 (TaskRunner pid=185828) return {'d0': d0, 'd1': d1, 'd2': d2, 'd3': d3} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:14 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5617.000 - global_seqlen/max:12259.000 - global_seqlen/minmax_diff:6642.000 - global_seqlen/balanced_min:7670.000 - global_seqlen/balanced_max:10774.000 - global_seqlen/mean:8062.625 - actor/entropy:0.000 - actor/pg_loss:0.309 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.423 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.398 - actor/lr:0.000 - critic/score/mean:-0.016 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.016 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.398 - critic/advantages/max:0.354 - critic/advantages/min:-2.475 - critic/returns/mean:-0.398 - critic/returns/max:0.354 - critic/returns/min:-2.475 - response_length/mean:355.328 - response_length/max:4096.000 - response_length/min:128.000 - response_length/clip_ratio:0.016 - prompt_length/mean:652.500 - prompt_length/max:759.000 - prompt_length/min:545.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:201.915 - timing_s/reward:1.152 - timing_s/old_log_prob:8.718 - timing_s/adv:0.003 - timing_s/update_actor:62.934 - timing_s/step:274.730 - timing_per_token_ms/gen:8.879 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.976 - perf/total_num_tokens:64501.000 - perf/time_per_step:274.730 - perf/throughput:29.347 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:431.667 - reflection/without_length_mean:351.574 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:-0.016 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:355.328 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:-0.016 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:687.000 - reflection_check/without_check_length_mean:350.064 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:-0.016 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:355.328 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.016 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:355.328 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:-0.016 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:291.000 - reflection_reflect/without_reflect_length_mean:356.349 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:-0.016 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:502.000 - reflection_wait/without_wait_length_mean:350.597 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:-0.016 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:355.328 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:-0.016 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:355.328 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.016 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:355.328 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:-0.016 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:355.328 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.016 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:355.328 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.016 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:355.328 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.016 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:543.000 - language_mix/without_length_mean:352.349 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:-0.016 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 7%|▋ | 14/200 [54:58<10:49:21, 209.47s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Binary to 7-segment decoder. Lookup table: for 4-bit input, map to 7-bit segment code (active high internally, then invert). (TaskRunner pid=185828) 0=0x3F (0011_1111), 1=0x06, 2=0x5B, 3=0x4F, 4=0x66, 5=0x6D, 6=0x7D, 7=0x07, (TaskRunner pid=185828) 8=0x7F, 9=0x6F, A=0x77, b=0x7C, C=0x39, d=0x5E, E=0x79, F=0x71. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.LUT = [ (TaskRunner pid=185828) 0x3F, 0x06, 0x5B, 0x4F, 0x66, 0x6D, 0x7D, 0x07, (TaskRunner pid=185828) 0x7F, 0x6F, 0x77, 0x7C, 0x39, 0x5E, 0x79, 0x71 (TaskRunner pid=185828) ] (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) idx = inputs["i_Binary_Num"] & 0xF (TaskRunner pid=185828) code = self.LUT[idx] (TaskRunner pid=185828) # Invert for active-low (TaskRunner pid=185828) a = ((code >> 6) & 1) ^ 1 (TaskRunner pid=185828) b = ((code >> 5) & 1) ^ 1 (TaskRunner pid=185828) c = ((code >> 4) & 1) ^ 1 (TaskRunner pid=185828) d = ((code >> 3) & 1) ^ 1 (TaskRunner pid=185828) e = ((code >> 2) & 1) ^ 1 (TaskRunner pid=185828) f = ((code >> 1) & 1) ^ 1 (TaskRunner pid=185828) g = ((code >> 0) & 1) ^ 1 (TaskRunner pid=185828) return { (TaskRunner pid=185828) "o_Segment_A": a, "o_Segment_B": b, "o_Segment_C": c, (TaskRunner pid=185828) "o_Segment_D": d, "o_Segment_E": e, "o_Segment_F": f, (TaskRunner pid=185828) "o_Segment_G": g (TaskRunner pid=185828) } (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:15 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5377.000 - global_seqlen/max:10436.000 - global_seqlen/minmax_diff:5059.000 - global_seqlen/balanced_min:7862.000 - global_seqlen/balanced_max:8205.000 - global_seqlen/mean:7915.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.385 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:354.547 - response_length/max:1193.000 - response_length/min:121.000 - response_length/clip_ratio:0.000 - prompt_length/mean:634.875 - prompt_length/max:774.000 - prompt_length/min:526.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:61.384 - timing_s/reward:1.187 - timing_s/old_log_prob:8.538 - timing_s/adv:0.003 - timing_s/update_actor:64.538 - timing_s/step:135.660 - timing_per_token_ms/gen:2.705 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.019 - perf/total_num_tokens:63323.000 - perf/time_per_step:135.660 - perf/throughput:58.347 - reflection/any_word_frequency:17.000 - reflection/with_length_mean:532.917 - reflection/without_length_mean:313.385 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:575.000 - reflection_verify/without_verify_length_mean:351.048 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:7.000 - reflection_check/with_check_length_mean:502.429 - reflection_check/without_check_length_mean:336.386 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:354.547 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:354.547 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:6.000 - reflection_reflect/with_reflect_length_mean:617.500 - reflection_reflect/without_reflect_length_mean:346.065 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:670.500 - reflection_wait/without_wait_length_mean:344.355 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:688.000 - reflection_correct/without_correct_length_mean:349.254 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:354.547 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:354.547 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:354.547 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:354.547 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:354.547 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 8%|▊ | 15/200 [57:13<9:37:20, 187.25s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) ALU control: decode aluOp + func into 4-bit ctrl. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) aluOp = inputs['i_aluOp'] & 0x3F (TaskRunner pid=185828) func = inputs['i_func'] & 0x3F (TaskRunner pid=185828) (TaskRunner pid=185828) if aluOp == 0b000000: # LW (TaskRunner pid=185828) ctrl = 0b0010 (TaskRunner pid=185828) elif aluOp == 0b000001: # SW (TaskRunner pid=185828) ctrl = 0b0110 (TaskRunner pid=185828) elif aluOp == 0b000100: # BE (TaskRunner pid=185828) ctrl = 0b0100 (TaskRunner pid=185828) elif aluOp == 0b100000: # RTYPE (TaskRunner pid=185828) if func == 0b100000: # ADD (TaskRunner pid=185828) ctrl = 0b0000 (TaskRunner pid=185828) elif func == 0b100010: # SUB (TaskRunner pid=185828) ctrl = 0b0001 (TaskRunner pid=185828) elif func == 0b100100: # AND (TaskRunner pid=185828) ctrl = 0b0101 (TaskRunner pid=185828) elif func == 0b100101: # OR (TaskRunner pid=185828) ctrl = 0b0111 (TaskRunner pid=185828) elif func == 0b101010: # SOLT (TaskRunner pid=185828) ctrl = 0b1110 (TaskRunner pid=185828) else: (TaskRunner pid=185828) ctrl = 0b0000 (TaskRunner pid=185828) elif aluOp == 0b000101: # ADDI (TaskRunner pid=185828) ctrl = 0b0000 (TaskRunner pid=185828) else: (TaskRunner pid=185828) ctrl = 0b0000 (TaskRunner pid=185828) (TaskRunner pid=185828) return {'o_aluControl': ctrl & 0xF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:16 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6445.000 - global_seqlen/max:11474.000 - global_seqlen/minmax_diff:5029.000 - global_seqlen/balanced_min:9225.000 - global_seqlen/balanced_max:9234.000 - global_seqlen/mean:9230.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.416 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:460.828 - response_length/max:923.000 - response_length/min:145.000 - response_length/clip_ratio:0.000 - prompt_length/mean:693.000 - prompt_length/max:805.000 - prompt_length/min:567.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:49.086 - timing_s/reward:1.148 - timing_s/old_log_prob:8.659 - timing_s/adv:0.003 - timing_s/update_actor:63.901 - timing_s/step:122.804 - timing_per_token_ms/gen:1.664 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.865 - perf/total_num_tokens:73845.000 - perf/time_per_step:122.804 - perf/throughput:75.165 - reflection/any_word_frequency:7.000 - reflection/with_length_mean:404.000 - reflection/without_length_mean:466.707 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:923.000 - reflection_verify/without_verify_length_mean:453.492 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:432.000 - reflection_check/without_check_length_mean:461.286 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:460.828 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:460.828 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:460.828 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:3.000 - reflection_wait/with_wait_length_mean:326.000 - reflection_wait/without_wait_length_mean:465.177 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:208.500 - reflection_correct/without_correct_length_mean:468.968 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:460.828 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:460.828 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:460.828 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:460.828 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:460.828 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 8%|▊ | 16/200 [59:16<8:34:48, 167.87s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Floating-point rounding with sticky bit. If fifth_bit=1, increment significand. Handle carry into exponent. Cap at max values. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) exp = inputs['exp'] & 0x7 (TaskRunner pid=185828) sig = inputs['sig'] & 0xF (TaskRunner pid=185828) fifth = inputs['fifth_bit'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if fifth: (TaskRunner pid=185828) sig += 1 (TaskRunner pid=185828) if sig > 15: (TaskRunner pid=185828) sig = 8 # 1.0 after normalization (in full hardware) (TaskRunner pid=185828) exp += 1 (TaskRunner pid=185828) if exp > 7: (TaskRunner pid=185828) exp = 7 (TaskRunner pid=185828) sig = 15 # Saturate (TaskRunner pid=185828) (TaskRunner pid=185828) outexp = exp & 0x7 (TaskRunner pid=185828) outsig = sig & 0xF (TaskRunner pid=185828) return {'outexp': outexp, 'outsig': outsig} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:17 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6448.000 - global_seqlen/max:16862.000 - global_seqlen/minmax_diff:10414.000 - global_seqlen/balanced_min:9538.000 - global_seqlen/balanced_max:9543.000 - global_seqlen/mean:9539.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.384 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:441.719 - response_length/max:1185.000 - response_length/min:157.000 - response_length/clip_ratio:0.000 - prompt_length/mean:750.750 - prompt_length/max:1327.000 - prompt_length/min:600.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:60.419 - timing_s/reward:1.193 - timing_s/old_log_prob:8.650 - timing_s/adv:0.003 - timing_s/update_actor:64.616 - timing_s/step:134.889 - timing_per_token_ms/gen:2.137 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.847 - perf/total_num_tokens:76318.000 - perf/time_per_step:134.889 - perf/throughput:70.723 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:531.667 - reflection/without_length_mean:432.414 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:441.719 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:6.000 - reflection_check/with_check_length_mean:491.400 - reflection_check/without_check_length_mean:437.508 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:441.719 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:441.719 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:2.000 - reflection_reflect/with_reflect_length_mean:733.000 - reflection_reflect/without_reflect_length_mean:437.095 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:1185.000 - reflection_wait/without_wait_length_mean:429.921 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:441.719 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:441.719 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:441.719 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:441.719 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:441.719 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:441.719 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:205.000 - language_mix/without_length_mean:445.476 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 8%|▊ | 17/200 [1:01:31<8:01:50, 157.98s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Sign extension multiplexer with four cases. Extract different fields, sign extend to 64 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) A = inputs['A'] & 0xFFFFFFFF (TaskRunner pid=185828) SignExt = inputs['SignExt'] & 0x3 (TaskRunner pid=185828) (TaskRunner pid=185828) if SignExt == 0: (TaskRunner pid=185828) val = (A >> 10) & 0xFFF # 12-bit ALU_immediate (TaskRunner pid=185828) sign = 1 if (val & 0x800) else 0 (TaskRunner pid=185828) out = val (TaskRunner pid=185828) if sign: (TaskRunner pid=185828) out |= 0xFFFFF000 (TaskRunner pid=185828) elif SignExt == 1: (TaskRunner pid=185828) val = (A >> 12) & 0x1FF # 9-bit DT_address (TaskRunner pid=185828) sign = 1 if (val & 0x100) else 0 (TaskRunner pid=185828) out = val (TaskRunner pid=185828) if sign: (TaskRunner pid=185828) out |= 0xFFFFFFFE (TaskRunner pid=185828) elif SignExt == 2: (TaskRunner pid=185828) val = (A >> 10) & 0x3F # 6-bit SHAMT (TaskRunner pid=185828) sign = 1 if (val & 0x20) else 0 (TaskRunner pid=185828) out = val (TaskRunner pid=185828) if sign: (TaskRunner pid=185828) out |= 0xFFFFFFFC (TaskRunner pid=185828) elif SignExt == 3: (TaskRunner pid=185828) val = (A >> 5) & 0x7FFF # 19-bit CondBR (TaskRunner pid=185828) sign = 1 if (val & 0x4000) else 0 (TaskRunner pid=185828) out = val (TaskRunner pid=185828) if sign: (TaskRunner pid=185828) out |= 0xFFFFFFF8 (TaskRunner pid=185828) else: (TaskRunner pid=185828) out = 0xFFFFFFFFFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) return {'S': out & 0xFFFFFFFFFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:18 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5385.000 - global_seqlen/max:10106.000 - global_seqlen/minmax_diff:4721.000 - global_seqlen/balanced_min:7749.000 - global_seqlen/balanced_max:7759.000 - global_seqlen/mean:7753.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.416 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:341.000 - response_length/max:766.000 - response_length/min:136.000 - response_length/clip_ratio:0.000 - prompt_length/mean:628.125 - prompt_length/max:746.000 - prompt_length/min:489.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:40.262 - timing_s/reward:1.169 - timing_s/old_log_prob:8.805 - timing_s/adv:0.003 - timing_s/update_actor:63.684 - timing_s/step:113.931 - timing_per_token_ms/gen:1.845 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.027 - perf/total_num_tokens:62024.000 - perf/time_per_step:113.931 - perf/throughput:68.050 - reflection/any_word_frequency:15.000 - reflection/with_length_mean:441.667 - reflection/without_length_mean:317.769 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:2.000 - reflection_verify/with_verify_length_mean:251.500 - reflection_verify/without_verify_length_mean:343.887 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:9.000 - reflection_check/with_check_length_mean:522.000 - reflection_check/without_check_length_mean:318.772 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:341.000 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:341.000 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:277.000 - reflection_reflect/without_reflect_length_mean:342.016 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:341.000 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:473.667 - reflection_correct/without_correct_length_mean:334.475 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:341.000 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:341.000 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:341.000 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:341.000 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:341.000 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 9%|▉ | 18/200 [1:03:25<7:19:08, 144.77s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Register file with 15 generalized + special R15. R15 is a read-only alias fed by R15 input port. Normal regs [0..14] stored in array. Write to A3 goes to reg[A3] if A3!=15. Reads always resolve: if addr==15 return R15 input, else return reg[addr]. Debug read same rule. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.regs = [0] * 15 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) R15_in = inputs['R15'] & 0xFFFFFFFF (TaskRunner pid=185828) reset = inputs['reset'] (TaskRunner pid=185828) (TaskRunner pid=185828) if reset: (TaskRunner pid=185828) self.regs = [0] * 15 (TaskRunner pid=185828) return {'RD1': 0, 'RD2': 0, 'DBtheRegVal': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) we3 = inputs['WE3'] (TaskRunner pid=185828) a3 = inputs['A3'] (TaskRunner pid=185828) wd3 = inputs['WD3'] (TaskRunner pid=185828) (TaskRunner pid=185828) if we3 and a3 != 15: (TaskRunner pid=185828) self.regs[a3] = wd3 & 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) a1 = inputs['A1'] (TaskRunner pid=185828) a2 = inputs['A2'] (TaskRunner pid=185828) db = inputs['DBtheReg'] (TaskRunner pid=185828) (TaskRunner pid=185828) rd1 = R15_in if a1 == 15 else self.regs[a1] (TaskRunner pid=185828) rd2 = R15_in if a2 == 15 else self.regs[a2] (TaskRunner pid=185828) dbval = R15_in if db == 15 else self.regs[db] (TaskRunner pid=185828) (TaskRunner pid=185828) return {'RD1': rd1 & 0xFFFFFFFF, 'RD2': rd2 & 0xFFFFFFFF, 'DBtheRegVal': dbval & 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:19 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5589.000 - global_seqlen/max:11311.000 - global_seqlen/minmax_diff:5722.000 - global_seqlen/balanced_min:7946.000 - global_seqlen/balanced_max:7954.000 - global_seqlen/mean:7949.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.439 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:314.578 - response_length/max:618.000 - response_length/min:141.000 - response_length/clip_ratio:0.000 - prompt_length/mean:679.125 - prompt_length/max:972.000 - prompt_length/min:503.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:33.200 - timing_s/reward:1.151 - timing_s/old_log_prob:8.787 - timing_s/adv:0.003 - timing_s/update_actor:64.813 - timing_s/step:107.964 - timing_per_token_ms/gen:1.649 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.019 - perf/total_num_tokens:63597.000 - perf/time_per_step:107.964 - perf/throughput:73.632 - reflection/any_word_frequency:11.000 - reflection/with_length_mean:343.333 - reflection/without_length_mean:309.873 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:596.000 - reflection_verify/without_verify_length_mean:310.111 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:8.000 - reflection_check/with_check_length_mean:324.143 - reflection_check/without_check_length_mean:313.404 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:314.578 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:314.578 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:314.578 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:314.578 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:608.000 - reflection_correct/without_correct_length_mean:309.921 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:314.578 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:213.000 - reflection_adjust/without_adjust_length_mean:316.190 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:314.578 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:314.578 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:314.578 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 10%|▉ | 19/200 [1:05:13<6:43:26, 133.74s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 10%|█ | 20/200 [1:08:04<7:14:17, 144.76s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 19-bit signed: max=3FFFF (131071), min=40000 (-131072). Add C+D as signed, then clamp. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs['Reset']: (TaskRunner pid=185828) return {'Sout': 0} (TaskRunner pid=185828) C = inputs['C'] & 0x7FFFF (TaskRunner pid=185828) D = inputs['D'] & 0x7FFFF (TaskRunner pid=185828) # signed convert (TaskRunner pid=185828) def to_s19(v): return v if v < 0x40000 else v - 0x80000 (TaskRunner pid=185828) s = to_s19(C) + to_s19(D) (TaskRunner pid=185828) if s > 131071: (TaskRunner pid=185828) return {'Sout': 0x7FFFF} (TaskRunner pid=185828) if s < -131072: (TaskRunner pid=185828) return {'Sout': 0x40000} (TaskRunner pid=185828) return {'Sout': s & 0x7FFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:20 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4865.000 - global_seqlen/max:12198.000 - global_seqlen/minmax_diff:7333.000 - global_seqlen/balanced_min:7669.000 - global_seqlen/balanced_max:8949.000 - global_seqlen/mean:7831.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.446 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:295.094 - response_length/max:1975.000 - response_length/min:94.000 - response_length/clip_ratio:0.000 - prompt_length/mean:683.875 - prompt_length/max:980.000 - prompt_length/min:482.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:98.075 - timing_s/reward:1.160 - timing_s/old_log_prob:8.576 - timing_s/adv:0.003 - timing_s/update_actor:62.579 - timing_s/step:170.401 - timing_per_token_ms/gen:5.193 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.999 - perf/total_num_tokens:62654.000 - perf/time_per_step:170.401 - perf/throughput:45.961 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:927.667 - reflection/without_length_mean:263.984 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:295.094 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:1155.500 - reflection_check/without_check_length_mean:267.339 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:295.094 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:295.094 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:295.094 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:295.094 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:1223.500 - reflection_correct/without_correct_length_mean:265.145 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:295.094 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:295.094 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:295.094 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:295.094 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:295.094 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Reset synchronizer: chain NUM_STAGES of D flip-flops. Each stage just passes the previous output. Input is active-low RST. Output is the last stage. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 10%|█ | 21/200 [1:10:14<6:58:27, 140.27s/it] (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self, NUM_STAGES=2): (TaskRunner pid=185828) self.NUM_STAGES = NUM_STAGES (TaskRunner pid=185828) self.stages = [1] * NUM_STAGES # default synchronized reset = 1 (inactive) (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) rst_in = inputs.get('RST', 1) & 1 # active-low (TaskRunner pid=185828) (TaskRunner pid=185828) for i in range(self.NUM_STAGES): (TaskRunner pid=185828) self.stages[i] = rst_in (TaskRunner pid=185828) rst_in = self.stages[i] (TaskRunner pid=185828) (TaskRunner pid=185828) rst_sync = self.stages[-1] if self.NUM_STAGES > 0 else 1 (TaskRunner pid=185828) return {'RST_SYNC': rst_sync} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:21 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6045.000 - global_seqlen/max:9928.000 - global_seqlen/minmax_diff:3883.000 - global_seqlen/balanced_min:7056.000 - global_seqlen/balanced_max:7222.000 - global_seqlen/mean:7079.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.445 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:291.547 - response_length/max:1109.000 - response_length/min:164.000 - response_length/clip_ratio:0.000 - prompt_length/mean:593.375 - prompt_length/max:685.000 - prompt_length/min:515.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:58.713 - timing_s/reward:1.145 - timing_s/old_log_prob:8.531 - timing_s/adv:0.003 - timing_s/update_actor:61.309 - timing_s/step:129.709 - timing_per_token_ms/gen:3.147 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.083 - perf/total_num_tokens:56635.000 - perf/time_per_step:129.709 - perf/throughput:54.579 - reflection/any_word_frequency:2.000 - reflection/with_length_mean:1109.000 - reflection/without_length_mean:278.571 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:291.547 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:1109.000 - reflection_check/without_check_length_mean:278.571 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:291.547 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:291.547 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:291.547 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:291.547 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:1109.000 - reflection_correct/without_correct_length_mean:278.571 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:291.547 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:291.547 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:291.547 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:291.547 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:291.547 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:293.000 - language_mix/without_length_mean:291.524 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 4-bit counter to debounce button. Count to 13 (0xD) with stable PRESS before asserting PRESS_VALID. Reset on RELEASE_edge or active-low reset. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) self.valid = 0 (TaskRunner pid=185828) self.last_press = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) reset = 0 if inputs["RESET"] == 0 else 1 (TaskRunner pid=185828) press = inputs["PRESS"] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if not reset: (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) self.valid = 0 (TaskRunner pid=185828) self.last_press = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) if press == self.last_press: (TaskRunner pid=185828) if press == 1: (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) self.valid = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) if self.cnt < 13: (TaskRunner pid=185828) self.cnt += 1 (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.valid = 1 (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) self.valid = 0 (TaskRunner pid=185828) self.last_press = press (TaskRunner pid=185828) (TaskRunner pid=185828) return {"PRESS_VALID": self.valid & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:22 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5783.000 - global_seqlen/max:17313.000 - global_seqlen/minmax_diff:11530.000 - global_seqlen/balanced_min:7293.000 - global_seqlen/balanced_max:10582.000 - global_seqlen/mean:8234.125 - actor/entropy:0.000 - actor/pg_loss:0.203 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.509 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.420 - actor/lr:0.000 - critic/score/mean:-0.031 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.031 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.395 - critic/advantages/max:0.540 - critic/advantages/min:-1.620 - critic/returns/mean:-0.395 - critic/returns/max:0.540 - critic/returns/min:-1.620 - response_length/mean:425.141 - response_length/max:4096.000 - response_length/min:130.000 - response_length/clip_ratio:0.031 - prompt_length/mean:604.125 - prompt_length/max:667.000 - prompt_length/min:557.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:200.953 - timing_s/reward:1.203 - timing_s/old_log_prob:8.668 - timing_s/adv:0.003 - timing_s/update_actor:62.236 - timing_s/step:273.072 - timing_per_token_ms/gen:7.386 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.945 - perf/total_num_tokens:65873.000 - perf/time_per_step:273.072 - perf/throughput:30.154 - reflection/any_word_frequency:8.000 - reflection/with_length_mean:315.500 - reflection/without_length_mean:440.804 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:-0.036 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:425.141 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:-0.031 - reflection_check/word_check_frequency:6.000 - reflection_check/with_check_length_mean:338.000 - reflection_check/without_check_length_mean:434.155 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:-0.034 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:425.141 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.031 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:425.141 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:-0.031 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:425.141 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:-0.031 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:425.141 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:-0.031 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:425.141 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:-0.031 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:425.141 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.031 - reflection_adjust/word_adjust_frequency:2.000 - reflection_adjust/with_adjust_length_mean:248.000 - reflection_adjust/without_adjust_length_mean:430.855 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:-0.032 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:425.141 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.031 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:425.141 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.031 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:425.141 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.031 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:185.000 - language_mix/without_length_mean:428.952 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:-0.032 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 11%|█ | 22/200 [1:14:47<8:54:25, 180.14s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 12%|█▏ | 23/200 [1:16:50<8:00:51, 163.00s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 16-bit CLA: G[i]=a&b, P[i]=a^b. C[0]=cin, C[i+1]=G[i]|(P[i]&C[i]). Sum[i]=P[i]^C[i]. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['in1'] & 0xFFFF (TaskRunner pid=185828) b = inputs['in2'] & 0xFFFF (TaskRunner pid=185828) cin = inputs['cin'] & 1 (TaskRunner pid=185828) c = cin (TaskRunner pid=185828) s = 0 (TaskRunner pid=185828) for i in range(16): (TaskRunner pid=185828) ai = (a >> i) & 1 (TaskRunner pid=185828) bi = (b >> i) & 1 (TaskRunner pid=185828) g = ai & bi (TaskRunner pid=185828) p = ai ^ bi (TaskRunner pid=185828) s |= (p ^ c) << i (TaskRunner pid=185828) c = g | (p & c) (TaskRunner pid=185828) return {'sum': s & 0xFFFF, 'cout': c & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:23 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4954.000 - global_seqlen/max:8722.000 - global_seqlen/minmax_diff:3768.000 - global_seqlen/balanced_min:6268.000 - global_seqlen/balanced_max:6746.000 - global_seqlen/mean:6333.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.428 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:222.375 - response_length/max:1028.000 - response_length/min:110.000 - response_length/clip_ratio:0.000 - prompt_length/mean:569.250 - prompt_length/max:693.000 - prompt_length/min:494.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:52.657 - timing_s/reward:1.174 - timing_s/old_log_prob:8.607 - timing_s/adv:0.003 - timing_s/update_actor:60.510 - timing_s/step:122.959 - timing_per_token_ms/gen:3.700 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.194 - perf/total_num_tokens:50664.000 - perf/time_per_step:122.959 - perf/throughput:51.505 - reflection/any_word_frequency:5.000 - reflection/with_length_mean:585.667 - reflection/without_length_mean:204.508 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:222.375 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:1028.000 - reflection_check/without_check_length_mean:209.587 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:222.375 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:222.375 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:222.375 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:1028.000 - reflection_wait/without_wait_length_mean:209.587 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:364.500 - reflection_correct/without_correct_length_mean:217.790 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:222.375 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:222.375 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:222.375 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:222.375 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:222.375 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Instruction memory: static ROM. Map word addresses to instructions. Each word = 4 bytes, so divide address by 4. Use a case statement on the word address. Default: addi $t0, $zero, 0x20. (TaskRunner pid=185828) (TaskRunner pid=185828) ```python(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 12%|█▏ | 24/200 [1:21:25<9:37:09, 196.76s/it] (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) addr = inputs['address'] & 0xFFFFFFFF (TaskRunner pid=185828) word_addr = (addr >> 2) & 0x7 # example: 8-word memory (TaskRunner pid=185828) instr = 0x20008022 # default: addi $t0, $zero, 0x20 (TaskRunner pid=185828) if word_addr == 0: (TaskRunner pid=185828) instr = 0x20008022 # addi $t0, $zero, 0x20 (TaskRunner pid=185828) elif word_addr == 1: (TaskRunner pid=185828) instr = 0x3480F00D # add $t1, $s0, $t2 (example) (TaskRunner pid=185828) elif word_addr == 2: (TaskRunner pid=185828) instr = 0x8D010020 # sw $t0, 0x20($s0) (TaskRunner pid=185828) elif word_addr == 3: (TaskRunner pid=185828) instr = 0x10008022 # addi $zero, $zero, 0x00 (nop) (TaskRunner pid=185828) # ... add more mappings as needed (TaskRunner pid=185828) return {'instruction': instr & 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:24 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6112.000 - global_seqlen/max:14447.000 - global_seqlen/minmax_diff:8335.000 - global_seqlen/balanced_min:9506.000 - global_seqlen/balanced_max:11885.000 - global_seqlen/mean:9972.000 - actor/entropy:0.000 - actor/pg_loss:0.265 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.646 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.427 - actor/lr:0.000 - critic/score/mean:-0.016 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.016 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.240 - critic/advantages/max:0.354 - critic/advantages/min:-2.475 - critic/returns/mean:-0.240 - critic/returns/max:0.354 - critic/returns/min:-2.475 - response_length/mean:524.125 - response_length/max:4096.000 - response_length/min:107.000 - response_length/clip_ratio:0.016 - prompt_length/mean:722.375 - prompt_length/max:928.000 - prompt_length/min:537.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:202.824 - timing_s/reward:1.189 - timing_s/old_log_prob:8.921 - timing_s/adv:0.003 - timing_s/update_actor:62.482 - timing_s/step:275.428 - timing_per_token_ms/gen:6.047 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.783 - perf/total_num_tokens:79776.000 - perf/time_per_step:275.428 - perf/throughput:36.205 - reflection/any_word_frequency:2.000 - reflection/with_length_mean:579.000 - reflection/without_length_mean:522.355 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:-0.016 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:524.125 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:-0.016 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:579.000 - reflection_check/without_check_length_mean:522.355 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:-0.016 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:524.125 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.016 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:524.125 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:-0.016 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:524.125 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:-0.016 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:524.125 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:-0.016 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:524.125 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:-0.016 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:524.125 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.016 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:524.125 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:-0.016 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:524.125 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.016 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:524.125 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.016 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:524.125 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.016 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:181.000 - language_mix/without_length_mean:529.571 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:-0.016 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Register file: 32 regs x 32-bit.异步复合读,负沿Write. r0 hardwired to 0. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 12%|█▎ | 25/200 [1:25:21<10:08:13, 208.53s/it] (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.regs = [0] * 32 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs.get('rst', 0): (TaskRunner pid=185828) self.regs = [0] * 32 (TaskRunner pid=185828) return {'rdata1': 0, 'rdata2': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) we = inputs.get('we', 0) & 1 (TaskRunner pid=185828) waddr = inputs.get('waddr', 0) & 0x1F (TaskRunner pid=185828) wdata = inputs.get('wdata', 0) & 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) if we and waddr != 0: (TaskRunner pid=185828) self.regs[waddr] = wdata (TaskRunner pid=185828) (TaskRunner pid=185828) rdata1 = self.regs[inputs.get('raddr1', 0) & 0x1F] (TaskRunner pid=185828) rdata2 = self.regs[inputs.get('raddr2', 0) & 0x1F] (TaskRunner pid=185828) return {'rdata1': rdata1, 'rdata2': rdata2} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:25 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5752.000 - global_seqlen/max:9336.000 - global_seqlen/minmax_diff:3584.000 - global_seqlen/balanced_min:7505.000 - global_seqlen/balanced_max:10097.000 - global_seqlen/mean:7831.500 - actor/entropy:0.000 - actor/pg_loss:0.309 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.607 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.409 - actor/lr:0.000 - critic/score/mean:-0.004 - critic/score/max:0.000 - critic/score/min:-0.245 - critic/rewards/mean:-0.004 - critic/rewards/max:0.000 - critic/rewards/min:-0.245 - critic/advantages/mean:-0.358 - critic/advantages/max:0.354 - critic/advantages/min:-2.475 - critic/returns/mean:-0.358 - critic/returns/max:0.354 - critic/returns/min:-2.475 - response_length/mean:339.938 - response_length/max:3323.000 - response_length/min:147.000 - response_length/clip_ratio:0.000 - prompt_length/mean:639.000 - prompt_length/max:739.000 - prompt_length/min:550.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:162.467 - timing_s/reward:1.121 - timing_s/old_log_prob:8.581 - timing_s/adv:0.003 - timing_s/update_actor:63.734 - timing_s/step:235.914 - timing_per_token_ms/gen:7.468 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.017 - perf/total_num_tokens:62652.000 - perf/time_per_step:235.914 - perf/throughput:33.196 - reflection/any_word_frequency:35.000 - reflection/with_length_mean:618.333 - reflection/without_length_mean:275.692 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.020 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:2.000 - reflection_verify/with_verify_length_mean:438.000 - reflection_verify/without_verify_length_mean:336.774 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:-0.004 - reflection_check/word_check_frequency:8.000 - reflection_check/with_check_length_mean:989.400 - reflection_check/without_check_length_mean:284.898 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:-0.049 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:339.938 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.004 - reflection_however/word_however_frequency:6.000 - reflection_however/with_however_length_mean:1922.000 - reflection_however/without_however_length_mean:288.903 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:-0.123 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:5.000 - reflection_reflect/with_reflect_length_mean:1749.000 - reflection_reflect/without_reflect_length_mean:294.484 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:-0.123 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:5.000 - reflection_wait/with_wait_length_mean:1874.000 - reflection_wait/without_wait_length_mean:290.452 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:-0.123 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:5.000 - reflection_correct/with_correct_length_mean:1326.667 - reflection_correct/without_correct_length_mean:291.410 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:-0.082 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:339.938 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.004 - reflection_adjust/word_adjust_frequency:3.000 - reflection_adjust/with_adjust_length_mean:347.500 - reflection_adjust/without_adjust_length_mean:339.694 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:-0.004 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:339.938 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.004 - reflection_re-examine/word_re-examine_frequency:1.000 - reflection_re-examine/with_re-examine_length_mean:3323.000 - reflection_re-examine/without_re-examine_length_mean:292.587 - reflection_re-examine/with_re-examine_correct_ratio:0.000 - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:-0.245 - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:339.938 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.004 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:278.000 - language_mix/without_length_mean:340.921 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:-0.004 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 16-bit shifter with 5 operations. Mask b to 4 bits (0..15). For circular shifts, use rotation formulas. Arithmetic right shift replicates sign bit.(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 13%|█▎ | 26/200 [1:27:34<8:59:08, 185.91s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['a'] & 0xFFFF (TaskRunner pid=185828) b = inputs['b'] & 0xF (TaskRunner pid=185828) alufnIn = inputs['alufnIn'] & 0x7 (TaskRunner pid=185828) if alufnIn == 0: (TaskRunner pid=185828) out = (a << b) & 0xFFFF (TaskRunner pid=185828) elif alufnIn == 1: (TaskRunner pid=185828) out = (a >> b) & 0xFFFF (TaskRunner pid=185828) elif alufnIn == 3: (TaskRunner pid=185828) sign = (a >> 15) & 1 (TaskRunner pid=185828) out = ((a >> b) | (0xFFFF << (16 - b)) if sign else a >> b) & 0xFFFF (TaskRunner pid=185828) elif alufnIn == 4: (TaskRunner pid=185828) out = ((a >> b) | (a << (16 - b))) & 0xFFFF if b != 0 else a (TaskRunner pid=185828) elif alufnIn == 5: (TaskRunner pid=185828) out = ((a << b) | (a >> (16 - b))) & 0xFFFF if b != 0 else a (TaskRunner pid=185828) else: (TaskRunner pid=185828) out = 0 (TaskRunner pid=185828) return {'out': out & 0xFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:26 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5914.000 - global_seqlen/max:10146.000 - global_seqlen/minmax_diff:4232.000 - global_seqlen/balanced_min:7993.000 - global_seqlen/balanced_max:8091.000 - global_seqlen/mean:8009.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.444 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:337.562 - response_length/max:1093.000 - response_length/min:123.000 - response_length/clip_ratio:0.000 - prompt_length/mean:663.625 - prompt_length/max:889.000 - prompt_length/min:550.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:57.221 - timing_s/reward:1.150 - timing_s/old_log_prob:9.006 - timing_s/adv:0.003 - timing_s/update_actor:65.646 - timing_s/step:133.036 - timing_per_token_ms/gen:2.649 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.025 - perf/total_num_tokens:64076.000 - perf/time_per_step:133.036 - perf/throughput:60.206 - reflection/any_word_frequency:5.000 - reflection/with_length_mean:470.500 - reflection/without_length_mean:328.700 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:337.562 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:376.000 - reflection_check/without_check_length_mean:336.323 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:337.562 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:337.562 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:337.562 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:337.562 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:565.000 - reflection_correct/without_correct_length_mean:330.226 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:337.562 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:337.562 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:337.562 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:337.562 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:337.562 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 4-to-1 MUX: combine select bits into sel = s1*2 + s0, index [3:0], return corresponding input. (TaskRunner pid=185828) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 14%|█▎ | 27/200 [1:29:34<7:58:44, 166.04s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) i = [inputs.get('i0', 0) & 1, inputs.get('i1', 0) & 1, (TaskRunner pid=185828) inputs.get('i2', 0) & 1, inputs.get('i3', 0) & 1] (TaskRunner pid=185828) sel = ((inputs.get('s1', 0) & 1) << 1) | (inputs.get('s0', 0) & 1) (TaskRunner pid=185828) out = i[sel] (TaskRunner pid=185828) return {'out': out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:27 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6140.000 - global_seqlen/max:9311.000 - global_seqlen/minmax_diff:3171.000 - global_seqlen/balanced_min:7890.000 - global_seqlen/balanced_max:7898.000 - global_seqlen/mean:7893.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.644 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:340.078 - response_length/max:863.000 - response_length/min:142.000 - response_length/clip_ratio:0.000 - prompt_length/mean:646.625 - prompt_length/max:698.000 - prompt_length/min:563.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:46.981 - timing_s/reward:1.165 - timing_s/old_log_prob:8.819 - timing_s/adv:0.003 - timing_s/update_actor:62.628 - timing_s/step:119.604 - timing_per_token_ms/gen:2.159 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.992 - perf/total_num_tokens:63149.000 - perf/time_per_step:119.604 - perf/throughput:65.998 - reflection/any_word_frequency:16.000 - reflection/with_length_mean:414.667 - reflection/without_length_mean:322.865 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:340.078 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:11.000 - reflection_check/with_check_length_mean:440.250 - reflection_check/without_check_length_mean:325.768 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:340.078 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:340.078 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:2.000 - reflection_reflect/with_reflect_length_mean:312.000 - reflection_reflect/without_reflect_length_mean:340.984 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:460.000 - reflection_wait/without_wait_length_mean:338.175 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:415.000 - reflection_correct/without_correct_length_mean:337.661 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:340.078 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:340.078 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:340.078 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:340.078 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:340.078 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:142.000 - language_mix/without_length_mean:343.222 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) ULA: 8-bit operands, 4-bit sel, 16-bit result. Handle division by zero. Logical ops zero-extend to 16 bits. Comparison ops output 16-bit {result, result}. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) A = inputs['A'] & 0xFF (TaskRunner pid=185828) B = inputs['B'] & 0xFF(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Sel = inputs['Sel'] & 0xF (TaskRunner pid=185828) if Sel == 0: (TaskRunner pid=185828) S = (A + B) & 0xFFFF (TaskRunner pid=185828) elif Sel == 1: (TaskRunner pid=185828) S = (A - B) & 0xFFFF (TaskRunner pid=185828) elif Sel == 2: (TaskRunner pid=185828) S = (A * B) & 0xFFFF (TaskRunner pid=185828) elif Sel == 3: (TaskRunner pid=185828) S = (A // B) & 0xFFFF if B != 0 else 0xFFFF (TaskRunner pid=185828) elif Sel == 4: (TaskRunner pid=185828) S = (A << 1) & 0xFFFF (TaskRunner pid=185828) elif Sel == 5: (TaskRunner pid=185828) S = (A >> 1) & 0xFFFF (TaskRunner pid=185828) elif Sel == 6: (TaskRunner pid=185828) S = ((A << 1) | (A >> 7)) & 0xFFFF (TaskRunner pid=185828) elif Sel == 7: (TaskRunner pid=185828) S = ((A >> 1) | ((A & 1) << 7)) & 0xFFFF (TaskRunner pid=185828) elif Sel == 8: (TaskRunner pid=185828) S = (A & B) & 0xFFFF (TaskRunner pid=185828) elif Sel == 9: (TaskRunner pid=185828) S = (A | B) & 0xFFFF (TaskRunner pid=185828) elif Sel == 10: (TaskRunner pid=185828) S = (A ^ B) & 0xFFFF (TaskRunner pid=185828) elif Sel == 11: (TaskRunner pid=185828) S = (~(A | B)) & 0xFFFF (TaskRunner pid=185828) elif Sel == 12: (TaskRunner pid=185828) S = (~(A & B)) & 0xFFFF (TaskRunner pid=185828) elif Sel == 13: (TaskRunner pid=185828) S = (~(A ^ B)) & 0xFFFF (TaskRunner pid=185828) elif Sel == 14: (TaskRunner pid=185828) S = (1 if A > B else 0) & 0xFFFF (TaskRunner pid=185828) elif Sel == 15: (TaskRunner pid=185828) S = (1 if A == B else 0) & 0xFFFF (TaskRunner pid=185828) return {'S': S} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:28 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6713.000 - global_seqlen/max:12231.000 - global_seqlen/minmax_diff:5518.000 - global_seqlen/balanced_min:8851.000 - global_seqlen/balanced_max:8860.000 - global_seqlen/mean:8855.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.615 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:429.500 - response_length/max:1388.000 - response_length/min:207.000 - response_length/clip_ratio:0.000 - prompt_length/mean:677.375 - prompt_length/max:966.000 - prompt_length/min:510.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:71.824 - timing_s/reward:1.208 - timing_s/old_log_prob:8.632 - timing_s/adv:0.002 - timing_s/update_actor:60.930 - timing_s/step:142.604 - timing_per_token_ms/gen:2.613 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.860 - perf/total_num_tokens:70840.000 - perf/time_per_step:142.604 - perf/throughput:62.095 - reflection/any_word_frequency:26.000 - reflection/with_length_mean:505.867 - reflection/without_length_mean:406.122 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:1383.000 - reflection_verify/without_verify_length_mean:414.365 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:18.000 - reflection_check/with_check_length_mean:341.000 - reflection_check/without_check_length_mean:445.889 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:429.500 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:429.500 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:249.000 - reflection_reflect/without_reflect_length_mean:432.365 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:563.000 - reflection_wait/without_wait_length_mean:427.381 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:5.000 - reflection_correct/with_correct_length_mean:777.250 - reflection_correct/without_correct_length_mean:406.317 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:429.500 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:429.500 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:429.500 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:429.500 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:429.500 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 14%|█▍ | 28/200 [1:31:57<7:35:52, 159.03s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Signed/unsigned 9x9 multiplier → 18-bit result. Detect if either operand is signed. Two's‑complement: if signed, add 2^(8) = 256 to interpret as negative. Multiply, then mask to 18 bits. Sequential: registered output updated on clock. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.C = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs["reset"]: (TaskRunner pid=185828) self.C = 0 (TaskRunner pid=185828) return {"C": 0} (TaskRunner pid=185828) (TaskRunner pid=185828) a = inputs["A"] & 0x1FF (TaskRunner pid=185828) b = inputs["B"] & 0x1FF (TaskRunner pid=185828) a_sign = inputs["A_sign"] & 1 (TaskRunner pid=185828) b_sign = inputs["B_sign"] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if a_sign: (TaskRunner pid=185828) if a >= 256: (TaskRunner pid=185828) a -= 512 (TaskRunner pid=185828) if b_sign: (TaskRunner pid=185828) if b >= 256: (TaskRunner pid=185828) b -= 512 (TaskRunner pid=185828) (TaskRunner pid=185828) # Convert back to unsigned for multiplication (TaskRunner pid=185828) u_a = 256 + a if a < 0 else a (TaskRunner pid=185828) u_b = 256 + b if b < 0 else b (TaskRunner pid=185828) (TaskRunner pid=185828) result = (u_a * u_b) & 0x3FFFF (TaskRunner pid=185828) self.C = result (TaskRunner pid=185828) return {"C": result} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:29 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5450.000 - global_seqlen/max:12640.000 - global_seqlen/minmax_diff:7190.000 - global_seqlen/balanced_min:9238.000 - global_seqlen/balanced_max:9868.000 - global_seqlen/mean:9338.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.646 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:447.469 - response_length/max:2067.000 - response_length/min:146.000 - response_length/clip_ratio:0.000 - prompt_length/mean:719.875 - prompt_length/max:891.000 - prompt_length/min:507.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:102.486 - timing_s/reward:1.223 - timing_s/old_log_prob:8.593 - timing_s/adv:0.003 - timing_s/update_actor:59.996 - timing_s/step:172.308 - timing_per_token_ms/gen:3.579 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.803 - perf/total_num_tokens:74710.000 - perf/time_per_step:172.308 - perf/throughput:54.198 - reflection/any_word_frequency:8.000 - reflection/with_length_mean:783.000 - reflection/without_length_mean:399.536 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:447.469 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:634.000 - reflection_check/without_check_length_mean:438.295 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:447.469 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:447.469 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:447.469 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:2067.000 - reflection_wait/without_wait_length_mean:421.762 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:4.000 - reflection_correct/with_correct_length_mean:573.750 - reflection_correct/without_correct_length_mean:439.050 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:447.469 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:447.469 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:447.469 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:447.469 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:447.469 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:733.500 - language_mix/without_length_mean:438.242 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 14%|█▍ | 29/200 [1:34:49<7:44:38, 163.03s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Recap: The task is to implement a Python class `TopModule` that simulates the described Verilog expansion permutation. The module takes a 32-bit input (`right_half`) and produces a 48-bit output (`expanded`). The mapping is a fixed bit-permutation with duplication (expansion from 32 bits to 48 bits). We must implement the exact bit assignments using Python integers and bit masks, mimicking the Verilog-style indexed bit selection. (TaskRunner pid=185828) (TaskRunner pid=185828) Plan: (TaskRunner pid=185828) 1. In `__init__`, there's no state to initialize, so nothing needed. (TaskRunner pid=185828) 2. In `eval(self, inputs)`: (TaskRunner pid=185828) a. Extract `right_half` from inputs (mask with 0xFFFFFFFF to enforce 32-bit width). (TaskRunner pid=185828) b. Define a list `expanded` of 48 integers initialized to 0. (TaskRunner pid=185828) c. For each mapping rule, compute the source bit(s) from `right_half` and assign them to the target bit(s) in `expanded`. (TaskRunner pid=185828) d. Since each assignment targets a single bit or a contiguous range (e.g., `expanded[2:5]` = three bits), we can assign the appropriate bit(s) one by one. (TaskRunner pid=185828) e. Build the final 48-bit integer by OR-ing all assigned bits into their correct positions. (TaskRunner pid=185828) f. Return `{'expanded': result & ((1 << 48) - 1)}`. (TaskRunner pid=185828) (TaskRunner pid=185828) Detailed bit manipulation: (TaskRunner pid=185828) - To get bit k (0-indexed) of `right_half`: `(rhs >> k) & 1` (TaskRunner pid=185828) - To set bit k in the result: `result |= (bit_val << k)` (TaskRunner pid=185828) - A range [a:b] (inclusive of a, exclusive of b in Verilog) corresponds to bits a, a+1, ..., b-1. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll process each rule: (TaskRunner pid=185828) - `expanded[1]` = `right_half[32]`: Note: in Verilog, bit indexing is usually 0-indexed in simulation but the problem uses 1-indexed indexing for the right_half (bits 1..32). We'll interpret: `right_half[32]` means the 32nd bit (which is index 31 if 0-indexed, or index 32 if 1-indexed). The problem states: `right_half[32]` → the MSB (bit 31 in 0-indexed) is the 32nd bit (1-indexed). Similarly, `right_half[1]` → index 0. (TaskRunner pid=185828) We'll adopt: `right_half[i]` (given as 1-indexed in problem) maps to bit index i-1 in 0-indexed representation. (TaskRunner pid=185828) So `right_half[32]` → index 31 (the MSB), `right_half[1]` → index 0 (LSB). (TaskRunner pid=185828) - `expanded[2:5]` → three bits: expanded[2], expanded[3], expanded[4] (since 2:5 in Verilog = bits 2,3,4,5? Wait: 2:5 is 4 bits: 2,3,4,5? Actually Verilog range [2:5] is bits 2,3,4,5 → that's 4 bits. But the problem says 3 bits? Let me count: 2,3,4,5 → that's 4. But the description says "expanded[2:5] should be assigned the value of right_half[1:4]". right_half[1:4] is bits 1,2,3,4 → 4 bits. So we need 4 bits. However, the output is 48 bits, so indices 0..47. The problem uses 1-indexed for output as well: expanded[1] to expanded[48]. So [2:5] = indices 2,3,4,5 → 4 bits. (TaskRunner pid=185828) Let me double-check all ranges: The list includes many ranges of length 4. For example, [8:11] → 8,9,10,11. So we'll treat each range as inclusive of both ends? Actually in Verilog, [a:b] where a <= b is bits a,b,...,b, so it's (b-a+1) bits. For [2:5], that's bits 2,3,4,5 = 4 bits. And right_half[1:4] = bits 1,2,3,4 = 4 bits. Good. (TaskRunner pid=185828) (TaskRunner pid=185828) We'll create a mapping table: for each output index (1-indexed), which input index (1-indexed) it comes from. (TaskRunner pid=185828) (TaskRunner pid=185828) Let's list all output indices 1..48 and their source indices from right_half (1-indexed): (TaskRunner pid=185828) 1: not assigned? Wait, the problem only assigns certain bits. The rest should be 0? Actually, the expansion permutation in DES duplication maps some bits twice. But here the description only lists specific assignments. The unassigned output bits should be 0? That seems odd for an expansion. Typically, expansion in DES duplicates bits and fills all 48 bits. But the given mapping does not include bit 1 of output. Possibly the problem has a typo? Let me re-read: "expanded[1] should be assigned the value of right_half[32]" — that's done. "expanded[2:5]" — that's 4 bits. There is no assignment for expanded[1][1-indexed] except the first rule? Actually, rule1: expanded[1] = right_half[32]. So output bit 1 is assigned. Good. (TaskRunner pid=185828) (TaskRunner pid=185828) Wait, the problem says "expanded[1] should be assigned the value of right_half[32]". Then "expanded[2:5] ... right_half[1:4]". So output bits 1,2,3,4,5 are assigned. Then there are gaps? Let me list all rules and the output bits covered: (TaskRunner pid=185828) (TaskRunner pid=185828) 1. expanded[1] → rhs[32] (TaskRunner pid=185828) 2. expanded[2:5] → rhs[1:4] (bits 2,3,4,5) (TaskRunner pid=185828) 3. expanded[6] → rhs[5] (TaskRunner pid=185828) 4. expanded[7] → rhs[4] (TaskRunner pid=185828) 5. expanded[8:11] → rhs[5:8] (bits 8,9,10,11) (TaskRunner pid=185828) 6. expanded[12] → rhs[9] (TaskRunner pid=185828) 7. expanded[13] → rhs[8] (TaskRunner pid=185828) 8. expanded[14:17] → rhs[9:12] (bits 14,15,16,17) (TaskRunner pid=185828) 9. expanded[18] → rhs[13] (TaskRunner pid=185828) 10. expanded[19] → rhs[12] (TaskRunner pid=185828) 11. expanded[20:23] → rhs[13:16] (bits 20,21,22,23) (TaskRunner pid=185828) 12. expanded[24] → rhs[17] (TaskRunner pid=185828) 13. expanded[25] → rhs[16] (TaskRunner pid=185828) 14. expanded[26:29] → rhs[17:20] (bits 26,27,28,29) (TaskRunner pid=185828) 15. expanded[30] → rhs[21] (TaskRunner pid=185828) 16. expanded[31] → rhs[20] (TaskRunner pid=185828) 17. expanded[32:35] → rhs[21:24] (bits 32,33,34,35) (TaskRunner pid=185828) 18. expanded[36] → rhs[25] (TaskRunner pid=185828) 19. expanded[37] → rhs[24] (TaskRunner pid=185828) 20. expanded[38:41] → rhs[25:28] (bits 38,39,40,41) (TaskRunner pid=185828) 21. expanded[42] → rhs[29] (TaskRunner pid=185828) 22. expanded[43] → rhs[28] (TaskRunner pid=185828) 23. expanded[44:47] → rhs[29:32] (bits 44,45,46,47) (TaskRunner pid=185828) 24. expanded[48] → rhs[1] (TaskRunner pid=185828) (TaskRunner pid=185828) Now, which output bits are NOT assigned? Let's list 1..48 and mark: (TaskRunner pid=185828) (TaskRunner pid=185828) 1: assigned (rhs[32]) (TaskRunner pid=185828) 2: assigned (rhs[1]) (TaskRunner pid=185828) 3: assigned (rhs[2]) (TaskRunner pid=185828) 4: assigned (rhs[3]) (TaskRunner pid=185828) 5: assigned (rhs[4]) (TaskRunner pid=185828) 6: assigned (rhs[5]) (TaskRunner pid=185828) 7: assigned (rhs[4]) (TaskRunner pid=185828) 8: assigned (rhs[5]) (TaskRunner pid=185828) 9: assigned (rhs[6]) (TaskRunner pid=185828) 10: assigned (rhs[7]) (TaskRunner pid=185828) 11: assigned (rhs[8]) (TaskRunner pid=185828) 12: assigned (rhs[9]) (TaskRunner pid=185828) 13: assigned (rhs[8]) (TaskRunner pid=185828) 14: assigned (rhs[9]) (TaskRunner pid=185828) 15: assigned (rhs[10]) (TaskRunner pid=185828) 16: assigned (rhs[11]) (TaskRunner pid=185828) 17: assigned (rhs[12]) (TaskRunner pid=185828) 18: assigned (rhs[13]) (TaskRunner pid=185828) 19: assigned (rhs[12]) (TaskRunner pid=185828) 20: assigned (rhs[13]) (TaskRunner pid=185828) 21: assigned (rhs[14]) (TaskRunner pid=185828) 22: assigned (rhs[15]) (TaskRunner pid=185828) 23: assigned (rhs[16]) (TaskRunner pid=185828) 24: assigned (rhs[17]) (TaskRunner pid=185828) 25: assigned (rhs[16]) (TaskRunner pid=185828) 26: assigned (rhs[17]) (TaskRunner pid=185828) 27: assigned (rhs[18]) (TaskRunner pid=185828) 28: assigned (rhs[19]) (TaskRunner pid=185828) 29: assigned (rhs[20]) (TaskRunner pid=185828) 30: assigned (rhs[21]) (TaskRunner pid=185828) 31: assigned (rhs[20]) (TaskRunner pid=185828) 32: assigned (rhs[21]) (TaskRunner pid=185828) 33: assigned (rhs[22]) (TaskRunner pid=185828) 34: assigned (rhs[23]) (TaskRunner pid=185828) 35: assigned (rhs[24]) (TaskRunner pid=185828) 36: assigned (rhs[25]) (TaskRunner pid=185828) 37: assigned (rhs[24]) (TaskRunner pid=185828) 38: assigned (rhs[25]) (TaskRunner pid=185828) 39: assigned (rhs[26]) (TaskRunner pid=185828) 40: assigned (rhs[27]) (TaskRunner pid=185828) 41: assigned (rhs[28]) (TaskRunner pid=185828) 42: assigned (rhs[29]) (TaskRunner pid=185828) 43: assigned (rhs[28]) (TaskRunner pid=185828) 44: assigned (rhs[29]) (TaskRunner pid=185828) 45: assigned (rhs[30]) (TaskRunner pid=185828) 46: assigned (rhs[31]) (TaskRunner pid=185828) 47: assigned (rhs[32]) (TaskRunner pid=185828) 48: assigned (rhs[1]) (TaskRunner pid=185828) (TaskRunner pid=185828) All 48 bits are assigned! Great. So the mapping is complete and each output bit is assigned from some input bit (with duplication). This is an expansion permutation (some bits appear twice). (TaskRunner pid=185828) (TaskRunner pid=185828) We'll create an array `out_idx_to_in_idx` of length 48 (1-indexed output to 1-indexed input). Then fill the result bit by bit. (TaskRunner pid=185828) (TaskRunner pid=185828) Implementation approach: (TaskRunner pid=185828) - Create a list `mapping = [0]*48` (1-indexed, so index 1..48) (TaskRunner pid=185828) - Fill it from the rules above, converting 1-indexed output to array indices by subtracting 1. (TaskRunner pid=185828) (TaskRunner pid=185828) Let me compute the mapping for output bit i (1-indexed) -> input bit j (1-indexed): (TaskRunner pid=185828) (TaskRunner pid=185828) 1: 32 (TaskRunner pid=185828) 2: 1 (TaskRunner pid=185828) 3: 2 (TaskRunner pid=185828) 4: 3 (TaskRunner pid=185828) 5: 4 (TaskRunner pid=185828) 6: 5 (TaskRunner pid=185828) 7: 4 (TaskRunner pid=185828) 8: 5 (TaskRunner pid=185828) 9: 6 (TaskRunner pid=185828) 10: 7 (TaskRunner pid=185828) 11: 8 (TaskRunner pid=185828) 12: 9 (TaskRunner pid=185828) 13: 8 (TaskRunner pid=185828) 14: 9 (TaskRunner pid=185828) 15: 10 (TaskRunner pid=185828) 16: 11 (TaskRunner pid=185828) 17: 12 (TaskRunner pid=185828) 18: 13 (TaskRunner pid=185828) 19: 12 (TaskRunner pid=185828) 20: 13 (TaskRunner pid=185828) 21: 14 (TaskRunner pid=185828) 22: 15 (TaskRunner pid=185828) 23: 16 (TaskRunner pid=185828) 24: 17 (TaskRunner pid=185828) 25: 16 (TaskRunner pid=185828) 26: 17 (TaskRunner pid=185828) 27: 18 (TaskRunner pid=185828) 28: 19 (TaskRunner pid=185828) 29: 20 (TaskRunner pid=185828) 30: 21 (TaskRunner pid=185828) 31: 20 (TaskRunner pid=185828) 32: 21 (TaskRunner pid=185828) 33: 22 (TaskRunner pid=185828) 34: 23 (TaskRunner pid=185828) 35: 24 (TaskRunner pid=185828) 36: 25 (TaskRunner pid=185828) 37: 24 (TaskRunner pid=185828) 38: 25 (TaskRunner pid=185828) 39: 26 (TaskRunner pid=185828) 40: 27 (TaskRunner pid=185828) 41: 28 (TaskRunner pid=185828) 42: 29 (TaskRunner pid=185828) 43: 28 (TaskRunner pid=185828) 44: 29 (TaskRunner pid=185828) 45: 30 (TaskRunner pid=185828) 46: 31 (TaskRunner pid=185828) 47: 32 (TaskRunner pid=185828) 48: 1 (TaskRunner pid=185828) (TaskRunner pid=185828) Now implement: for each output bit i (1-indexed), set result bit (i-1) to the value of input bit (mapping[i-1]-1) of rhs. (TaskRunner pid=185828) (TaskRunner pid=185828) Code steps: (TaskRunner pid=185828) - rhs = inputs['right_half'] & 0xFFFFFFFF (TaskRunner pid=185828) - mapping list as above (using enumerate or list comprehension) (TaskRunner pid=185828) - result = 0 (TaskRunner pid=185828) - for i in range(48): (TaskRunner pid=185828) src_idx = mapping[i] - 1 # now 0-indexed (TaskRunner pid=185828) bit_val = (rhs >> src_idx) & 1 (TaskRunner pid=185828) result |= (bit_val << i) (TaskRunner pid=185828) - return {'expanded': result & ((1 << 48) - 1)} (TaskRunner pid=185828) (TaskRunner pid=185828) Let's code accordingly. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass # no internal state required for this combinational permutation (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) # Extract and mask the 32-bit input (TaskRunner pid=185828) rhs = inputs['right_half'] & 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) # Define the output-to-input bit mapping (1-indexed output -> 1-indexed input) (TaskRunner pid=185828) # Based on the problem specification (TaskRunner pid=185828) mapping = [ (TaskRunner pid=185828) 32, 1, 2, 3, 4, # output 1-5 (TaskRunner pid=185828) 5, 4, 5, 6, 7, 8, # output 6-11 (TaskRunner pid=185828) 9, 8, 9, 10, 11, 12, # output 12-17 (TaskRunner pid=185828) 13, 12, 13, 14, 15, 16, # output 18-23 (TaskRunner pid=185828) 17, 16, 17, 18, 19, 20, # output 24-29 (TaskRunner pid=185828) 21, 20, 21, 22, 23, 24, # output 30-35 (TaskRunner pid=185828) 25, 24, 25, 26, 27, 28, # output 36-41 (TaskRunner pid=185828) 29, 28, 29, 30, 31, 32, # output 42-47 (TaskRunner pid=185828) 1 # output 48 (TaskRunner pid=185828) ] (TaskRunner pid=185828) (TaskRunner pid=185828) # Build the 48-bit result (TaskRunner pid=185828) result = 0 (TaskRunner pid=185828) mask_48bit = (1 << 48) - 1 (TaskRunner pid=185828) (TaskRunner pid=185828) for out_bit in range(48): (TaskRunner pid=185828) # mapping[out_bit] gives the 1-indexed input bit (TaskRunner pid=185828) src_bit_1idx = mapping[out_bit] (TaskRunner pid=185828) src_bit_0idx = src_bit_1idx - 1 (TaskRunner pid=185828) (TaskRunner pid=185828) # Extract the input bit (TaskRunner pid=185828) bit_val = (rhs >> src_bit_0idx) & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) # Place it in the output (TaskRunner pid=185828) result |= (bit_val << out_bit) (TaskRunner pid=185828) (TaskRunner pid=185828) return {'expanded': result & mask_48bit} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) local_global_step_folder: /data/save/python/global_step_30(WorkerDict pid=187143) /usr/local/lib/python3.12/dist-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. (WorkerDict pid=187143) return func(*args, **kwargs) (WorkerDict pid=187143) /usr/local/lib/python3.12/dist-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. (WorkerDict pid=187143) return func(*args, **kwargs) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 15%|█▌ | 30/200 [1:39:13<9:07:40, 193.29s/it] (WorkerDict pid=187143) [rank-0]: Saving model to /data/save/python/global_step_30/actor/model_world_size_8_rank_0.pt (WorkerDict pid=187143) [rank-0]: Saving checkpoint to /data/save/python/global_step_30/actor/model_world_size_8_rank_0.pt (WorkerDict pid=187143) [rank-0]: Saving extra_state to /data/save/python/global_step_30/actor/extra_state_world_size_8_rank_0.pt (TaskRunner pid=185828) step:30 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5792.000 - global_seqlen/max:16251.000 - global_seqlen/minmax_diff:10459.000 - global_seqlen/balanced_min:10268.000 - global_seqlen/balanced_max:12312.000 - global_seqlen/mean:10538.125 - actor/entropy:0.000 - actor/pg_loss:0.265 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.416 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.665 - actor/lr:0.000 - critic/score/mean:-0.006 - critic/score/max:0.000 - critic/score/min:-0.382 - critic/rewards/mean:-0.006 - critic/rewards/max:0.000 - critic/rewards/min:-0.382 - critic/advantages/mean:-0.203 - critic/advantages/max:0.354 - critic/advantages/min:-2.475 - critic/returns/mean:-0.203 - critic/returns/max:0.354 - critic/returns/min:-2.475 - response_length/mean:553.516 - response_length/max:3463.000 - response_length/min:142.000 - response_length/clip_ratio:0.000 - prompt_length/mean:763.750 - prompt_length/max:1179.000 - prompt_length/min:544.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:173.985 - timing_s/reward:1.187 - timing_s/old_log_prob:8.709 - timing_s/adv:0.003 - timing_s/update_actor:64.818 - timing_s/save_checkpoint:15.116 - timing_s/step:263.828 - timing_per_token_ms/gen:4.911 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.769 - perf/total_num_tokens:84305.000 - perf/time_per_step:263.828 - perf/throughput:39.943 - reflection/any_word_frequency:11.000 - reflection/with_length_mean:1248.000 - reflection/without_length_mean:494.661 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.076 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:553.516 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:-0.006 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:1811.333 - reflection_check/without_check_length_mean:491.656 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:-0.127 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:1.000 - reflection_confirm/with_confirm_length_mean:441.000 - reflection_confirm/without_confirm_length_mean:555.302 - reflection_confirm/with_confirm_correct_ratio:0.000 - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:0.000 - reflection_confirm/without_confirm_reward_mean:-0.006 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:3463.000 - reflection_however/without_however_length_mean:507.333 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:-0.382 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:553.516 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:-0.006 - reflection_wait/word_wait_frequency:3.000 - reflection_wait/with_wait_length_mean:3463.000 - reflection_wait/without_wait_length_mean:507.333 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:-0.382 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:1952.000 - reflection_correct/without_correct_length_mean:508.403 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:-0.191 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:553.516 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.006 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:365.000 - reflection_adjust/without_adjust_length_mean:556.508 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:-0.006 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:553.516 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.006 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:553.516 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.006 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:553.516 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.006 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:337.000 - language_mix/without_length_mean:556.952 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:-0.006 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (WorkerDict pid=187470) [rank-5]: Saving model to /data/save/python/global_step_30/actor/model_world_size_8_rank_5.pt [repeated 7x across cluster] (WorkerDict pid=187470) [rank-5]: Saving checkpoint to /data/save/python/global_step_30/actor/model_world_size_8_rank_5.pt [repeated 7x across cluster] (WorkerDict pid=187470) [rank-5]: Saving extra_state to /data/save/python/global_step_30/actor/extra_state_world_size_8_rank_5.pt [repeated 7x across cluster] (TaskRunner pid=185828) Bit-majority-looking 1-bit voter with a stored selector. (TaskRunner pid=185828) On reset (RESET_L=0): both outputs forced to 0. (TaskRunner pid=185828) When RESET_L=1: (TaskRunner pid=185828) bm_a==bm_b => bm_selector holds, bm_distintos=0 (TaskRunner pid=185828) bm_a!=bm_b => bm_distintos=1, bm_selector takes the majority (both 1 -> sel=1, both 0 -> sel=0). (TaskRunner pid=185828) Truth table for bm_selector when inputs differ: (TaskRunner pid=185828) 01 -> 1, 10 -> 0 (this is just bm_a when they differ... actually it's the 'higher' bit)(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 16%|█▌ | 31/200 [1:41:01<7:52:47, 167.85s/it] (TaskRunner pid=185828) So bm_selector = (bm_a & ~bm_b) | (~bm_a & bm_b & old_sel) when different? (TaskRunner pid=185828) Simpler: if bm_a==bm_b: hold sel; else sel = bm_a (since 01->1, 10->0 matches bm_a). (TaskRunner pid=185828) Wait check: 01 bm_a=0 -> sel=1 no. 10 bm_a=1 -> sel=0 no. (TaskRunner pid=185828) So when different: sel = ~bm_a. Because 01: ~0=1 ok, 10: ~1=0 ok. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.sel = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if not inputs["RESET_L"]: (TaskRunner pid=185828) self.sel = 0 (TaskRunner pid=185828) return {"bm_selector": 0, "bm_distintos": 0} (TaskRunner pid=185828) (TaskRunner pid=185828) a = inputs["bm_a"] & 1 (TaskRunner pid=185828) b = inputs["bm_b"] & 1 (TaskRunner pid=185828) bm_distintos = a ^ b (TaskRunner pid=185828) if bm_a == bm_b: (TaskRunner pid=185828) new_sel = self.sel (TaskRunner pid=185828) else: (TaskRunner pid=185828) new_sel = 1 if a == 1 else 0 # 01->1, 10->0 = ~a (TaskRunner pid=185828) self.sel = new_sel (TaskRunner pid=185828) return {"bm_selector": self.sel & 1, "bm_distintos": bm_distintos & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:31 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6231.000 - global_seqlen/max:8951.000 - global_seqlen/minmax_diff:2720.000 - global_seqlen/balanced_min:7536.000 - global_seqlen/balanced_max:7731.000 - global_seqlen/mean:7564.875 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.784 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:280.734 - response_length/max:725.000 - response_length/min:105.000 - response_length/clip_ratio:0.000 - prompt_length/mean:664.875 - prompt_length/max:779.000 - prompt_length/min:557.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:37.135 - timing_s/reward:1.196 - timing_s/old_log_prob:8.642 - timing_s/adv:0.003 - timing_s/update_actor:61.440 - timing_s/step:108.424 - timing_per_token_ms/gen:2.067 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.015 - perf/total_num_tokens:60519.000 - perf/time_per_step:108.424 - perf/throughput:69.771 - reflection/any_word_frequency:14.000 - reflection/with_length_mean:328.000 - reflection/without_length_mean:270.925 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:280.734 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:9.000 - reflection_check/with_check_length_mean:300.500 - reflection_check/without_check_length_mean:277.911 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:280.734 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:280.734 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:280.734 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:3.000 - reflection_wait/with_wait_length_mean:481.667 - reflection_wait/without_wait_length_mean:270.852 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:379.000 - reflection_correct/without_correct_length_mean:277.565 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:280.734 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:280.734 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:280.734 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:280.734 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:280.734 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) GOST 28147-89 S-box lookup: 64-bit sbox split into 16 4-bit segments indexed by 4-bit input.(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 16%|█▌ | 32/200 [1:43:27<7:31:02, 161.08s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) sbox = inputs['sbox'] & ((1 << 64) - 1) (TaskRunner pid=185828) idx = inputs['in'] & 0xF (TaskRunner pid=185828) seg = (sbox >> (idx * 4)) & 0xF (TaskRunner pid=185828) return {'out': seg} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:32 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5747.000 - global_seqlen/max:10949.000 - global_seqlen/minmax_diff:5202.000 - global_seqlen/balanced_min:7799.000 - global_seqlen/balanced_max:8095.000 - global_seqlen/mean:7839.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.772 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:334.781 - response_length/max:1422.000 - response_length/min:128.000 - response_length/clip_ratio:0.000 - prompt_length/mean:645.125 - prompt_length/max:872.000 - prompt_length/min:517.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:73.767 - timing_s/reward:1.189 - timing_s/old_log_prob:8.920 - timing_s/adv:0.003 - timing_s/update_actor:61.335 - timing_s/step:145.224 - timing_per_token_ms/gen:3.443 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.978 - perf/total_num_tokens:62714.000 - perf/time_per_step:145.224 - perf/throughput:53.981 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:407.600 - reflection/without_length_mean:328.610 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:334.781 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:7.000 - reflection_check/with_check_length_mean:320.667 - reflection_check/without_check_length_mean:335.475 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:334.781 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:334.781 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:334.781 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:538.000 - reflection_wait/without_wait_length_mean:328.226 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:334.781 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:334.781 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:334.781 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:334.781 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:334.781 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:334.781 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Inverse AES ShiftRows: shift each row right by (row_index) bytes. (TaskRunner pid=185828) Row 0: no shift. Row 1: right by 1. Row 2: right by 2. Row 3: right by 3. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) x = inputs['in'] & 0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF (TaskRunner pid=185828) # [15:8]r0c0 [7:0]r0c1 [15:8]r0c2 [7:0]r0c3 | (TaskRunner pid=185828) # [15:8]r1c0 [7:0]r1c1 [15:8]r1c2 [7:0]r1c3 | (TaskRunner pid=185828) # [15:8]r2c0 [7:0]r2c1 [15:8]r2c2 [7:0]r2c3 | (TaskRunner pid=185828) # [15:8]r3c0 [7:0]r3c1 [15:8]r3c2 [7:0]r3c3(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 16%|█▋ | 33/200 [1:45:20<6:48:36, 146.80s/it] (TaskRunner pid=185828) r0c0 = (x >> 112) & 0xFF; r0c1 = (x >> 96) & 0xFF; r0c2 = (x >> 80) & 0xFF; r0c3 = (x >> 64) & 0xFF (TaskRunner pid=185828) r1c0 = (x >> 48) & 0xFF; r1c1 = (x >> 33) & 0xFF; r1c2 = (x >> 16) & 0xFF; r1c3 = (x >> 0) & 0xFF (TaskRunner pid=185828) r2c0 = (x >> 8) & 0xFF; r2c1 = (x >> 24) & 0xFF; r2c2 = (x >> 40) & 0xFF; r2c3 = (x >> 56) & 0xFF (TaskRunner pid=185828) r3c0 = (x >> 64) & 0xFF; r3c1 = (x >> 80) & 0xFF; r3c2 = (x >> 96) & 0xFF; r3c3 = (x >> 112) & 0xFF (TaskRunner pid=185828) (TaskRunner pid=185828) shifted = [] (TaskRunner pid=185828) # Row0: no shift (TaskRunner pid=185828) for i in range(4): shifted.append(r0c[(i+0)%4]) (TaskRunner pid=185828) # Row1: right by 1 (TaskRunner pid=185828) for i in range(4): shifted.append(r1c[(i+3)%4]) (TaskRunner pid=185828) # Row2: right by 2 (TaskRunner pid=185828) for i in range(4): shifted.append(r2c[(i+2)%4]) (TaskRunner pid=185828) # Row3: right by 3 (TaskRunner pid=185828) for i in range(4): shifted.append(r3c[(i+1)%4]) (TaskRunner pid=185828) (TaskRunner pid=185828) out = 0 (TaskRunner pid=185828) for i, b in enumerate(shifted): (TaskRunner pid=185828) out |= (b & 0xFF) << (i * 8) (TaskRunner pid=185828) return {'o_shifted': out & 0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:33 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6275.000 - global_seqlen/max:12191.000 - global_seqlen/minmax_diff:5916.000 - global_seqlen/balanced_min:8599.000 - global_seqlen/balanced_max:8609.000 - global_seqlen/mean:8602.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.784 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:345.844 - response_length/max:747.000 - response_length/min:141.000 - response_length/clip_ratio:0.000 - prompt_length/mean:729.500 - prompt_length/max:1178.000 - prompt_length/min:557.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:39.918 - timing_s/reward:1.166 - timing_s/old_log_prob:8.703 - timing_s/adv:0.003 - timing_s/update_actor:63.595 - timing_s/step:113.394 - timing_per_token_ms/gen:1.803 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.924 - perf/total_num_tokens:68822.000 - perf/time_per_step:113.394 - perf/throughput:75.866 - reflection/any_word_frequency:22.000 - reflection/with_length_mean:470.000 - reflection/without_length_mean:325.527 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:345.844 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:22.000 - reflection_check/with_check_length_mean:470.000 - reflection_check/without_check_length_mean:325.527 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:345.844 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:345.844 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:345.844 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:345.844 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:345.844 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:345.844 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:345.844 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:345.844 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:345.844 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:345.844 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Data validity gate: AND enable with NOT(parity_error AND stop_error). Only output data when enabled and no errors. (TaskRunner pid=185828) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 17%|█▋ | 34/200 [1:48:15<7:08:56, 155.04s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self, DATA_WIDTH=8): (TaskRunner pid=185828) self.DATA_WIDTH = DATA_WIDTH (TaskRunner pid=185828) self.mask = (1 << DATA_WIDTH) - 1 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) rst = 1 if inputs.get('rst', 1) else 0 (TaskRunner pid=185828) en = inputs.get('RX_CHECK_EN', 0) & 1 (TaskRunner pid=185828) parity_err = inputs.get('parity_error', 0) & 1 (TaskRunner pid=185828) stop_err = inputs.get('stop_error', 0) & 1 (TaskRunner pid=185828) data = inputs.get('P_DATA_REG', 0) & self.mask (TaskRunner pid=185828) (TaskRunner pid=185828) valid = 1 if (en and not parity_err and not stop_err) else 0 (TaskRunner pid=185828) out = data if valid else 0 (TaskRunner pid=185828) return {'DATA_VALID': valid, 'P_DATA_OUT': out & self.mask} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:34 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5808.000 - global_seqlen/max:11516.000 - global_seqlen/minmax_diff:5708.000 - global_seqlen/balanced_min:8398.000 - global_seqlen/balanced_max:9142.000 - global_seqlen/mean:8576.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.783 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:421.281 - response_length/max:2023.000 - response_length/min:127.000 - response_length/clip_ratio:0.000 - prompt_length/mean:650.750 - prompt_length/max:946.000 - prompt_length/min:547.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:102.618 - timing_s/reward:1.164 - timing_s/old_log_prob:8.577 - timing_s/adv:0.003 - timing_s/update_actor:61.793 - timing_s/step:174.165 - timing_per_token_ms/gen:3.806 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.901 - perf/total_num_tokens:68610.000 - perf/time_per_step:174.165 - perf/throughput:49.242 - reflection/any_word_frequency:23.000 - reflection/with_length_mean:539.231 - reflection/without_length_mean:391.216 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:421.281 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:19.000 - reflection_check/with_check_length_mean:287.182 - reflection_check/without_check_length_mean:449.113 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:421.281 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:421.281 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:421.281 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:1828.000 - reflection_wait/without_wait_length_mean:398.952 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:1925.500 - reflection_correct/without_correct_length_mean:372.758 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:421.281 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:421.281 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:421.281 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:421.281 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:421.281 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:551.000 - language_mix/without_length_mean:419.222 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 16-bit D-latch array. Each bit is a synchronous latch (register). Just assign data_i to data_o when updating state. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 18%|█▊ | 35/200 [1:50:19<6:41:24, 145.97s/it] (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.state = 0 (TaskRunner pid=185828) self.clk = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) self.clk = inputs['clk_i'] & 1 (TaskRunner pid=185828) D = inputs['data_i'] & 0xFFFF (TaskRunner pid=185828) if self.clk == 1: (TaskRunner pid=185828) self.state = D (TaskRunner pid=185828) return {'data_o': self.state & 0xFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:35 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5193.000 - global_seqlen/max:8973.000 - global_seqlen/minmax_diff:3780.000 - global_seqlen/balanced_min:7257.000 - global_seqlen/balanced_max:7475.000 - global_seqlen/mean:7313.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.802 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:272.031 - response_length/max:959.000 - response_length/min:103.000 - response_length/clip_ratio:0.000 - prompt_length/mean:642.125 - prompt_length/max:749.000 - prompt_length/min:522.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:49.753 - timing_s/reward:1.183 - timing_s/old_log_prob:8.752 - timing_s/adv:0.003 - timing_s/update_actor:65.029 - timing_s/step:124.728 - timing_per_token_ms/gen:2.858 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.111 - perf/total_num_tokens:58506.000 - perf/time_per_step:124.728 - perf/throughput:58.633 - reflection/any_word_frequency:5.000 - reflection/with_length_mean:438.000 - reflection/without_length_mean:260.967 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:272.031 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:523.500 - reflection_check/without_check_length_mean:263.919 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:272.031 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:272.031 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:272.031 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:272.031 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:272.031 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:272.031 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:3.000 - reflection_adjust/with_adjust_length_mean:541.000 - reflection_adjust/without_adjust_length_mean:258.803 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:272.031 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:272.031 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:272.031 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 7-seg decoder. Use common-cathode convention (0=on). Map 4-bit input '0'-'F' to segment patterns abcdefg. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) # seg map: bit0=a,1=b,2=c,3=d,4=e,5=f,6=g (0=on) (TaskRunner pid=185828) self.table = { (TaskRunner pid=185828) 0: 0b0000001, # 0: segments a,b,c,d,e,f (TaskRunner pid=185828) 1: 0b1001111, # 1: b,c (TaskRunner pid=185828) 2: 0b0010010, # 2: a,b,d,e,g (TaskRunner pid=185828) 3: 0b0000110, # 3: a,b,c,d,g (TaskRunner pid=185828) 4: 0b1001100, # 4: b,c,f,g (TaskRunner pid=185828) 5: 0b0100100, # 5: a,c,d,f,g (TaskRunner pid=185828) 6: 0b0100000, # 6: a,c,d,e,f,g (TaskRunner pid=185828) 7: 0b0001111, # 7: a,b,c(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 18%|█▊ | 36/200 [1:52:57<6:48:53, 149.59s/it] (TaskRunner pid=185828) 8: 0b0000000, # 8: all (TaskRunner pid=185828) 9: 0b0000100, # 9: a,b,c,d,f,g (TaskRunner pid=185828) 10: 0b0110001, # A: a,b,c,e,f,g (TaskRunner pid=185828) 11: 0b0110000, # b: a,c,e,f,g (TaskRunner pid=185828) 12: 0b0111001, # C: a,d,f,g (TaskRunner pid=185828) 13: 0b0101001, # d: b,c,d,e,g (TaskRunner pid=185828) 14: 0b0111000, # E: a,d,e,f,g (TaskRunner pid=185828) 15: 0b0111100, # F: a,e,f,g (TaskRunner pid=185828) } (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) n = inputs['in'] & 0xF (TaskRunner pid=185828) out = self.table.get(n, 0b1111111) # default: all off (TaskRunner pid=185828) return {'out': out & 0x7F} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:36 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5763.000 - global_seqlen/max:9219.000 - global_seqlen/minmax_diff:3456.000 - global_seqlen/balanced_min:7626.000 - global_seqlen/balanced_max:8520.000 - global_seqlen/mean:7745.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.815 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:337.297 - response_length/max:1632.000 - response_length/min:100.000 - response_length/clip_ratio:0.000 - prompt_length/mean:630.875 - prompt_length/max:763.000 - prompt_length/min:550.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:83.605 - timing_s/reward:1.229 - timing_s/old_log_prob:8.807 - timing_s/adv:0.003 - timing_s/update_actor:64.325 - timing_s/step:157.980 - timing_per_token_ms/gen:3.873 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.038 - perf/total_num_tokens:61963.000 - perf/time_per_step:157.980 - perf/throughput:49.028 - reflection/any_word_frequency:17.000 - reflection/with_length_mean:554.000 - reflection/without_length_mean:297.167 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:537.000 - reflection_verify/without_verify_length_mean:334.127 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:12.000 - reflection_check/with_check_length_mean:536.000 - reflection_check/without_check_length_mean:304.782 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:337.297 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:337.297 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:337.297 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:337.297 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:4.000 - reflection_correct/with_correct_length_mean:716.000 - reflection_correct/without_correct_length_mean:331.286 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:337.297 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:337.297 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:337.297 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:337.297 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:337.297 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:367.000 - language_mix/without_length_mean:336.825 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) ALU with 6 operations. Mask inputs to WIDTH. Zero flag when result==0. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.WIDTH = 32 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict:(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 18%|█▊ | 37/200 [1:54:51<6:16:56, 138.75s/it] (TaskRunner pid=185828) A = inputs['scrA'] & ((1 << self.WIDTH) - 1) (TaskRunner pid=185828) B = inputs['scrB'] & ((1 << self.WIDTH) - 1) (TaskRunner pid=185828) ctrl = inputs['ALU_Control'] & 0x7 (TaskRunner pid=185828) if ctrl == 0: # AND (TaskRunner pid=185828) result = A & B (TaskRunner pid=185828) elif ctrl == 1: # OR (TaskRunner pid=185828) result = A | B (TaskRunner pid=185828) elif ctrl == 2: # ADD (TaskRunner pid=185828) result = (A + B) & ((1 << self.WIDTH) - 1) (TaskRunner pid=185828) elif ctrl == 4: # SUB (TaskRunner pid=185828) result = (A - B) & ((1 << self.WIDTH) - 1) (TaskRunner pid=185828) elif ctrl == 5: # MUL (TaskRunner pid=185828) result = (A * B) & ((1 << self.WIDTH) - 1) (TaskRunner pid=185828) elif ctrl == 6: # SLT (TaskRunner pid=185828) result = 1 if (A & ((1 << self.WIDTH) - 1)) < (B & ((1 << self.WIDTH) - 1)) else 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) result = 0 (TaskRunner pid=185828) result = result & ((1 << self.WIDTH) - 1) (TaskRunner pid=185828) return {'ALU_RESULT': result, 'zero_flag': 1 if result == 0 else 0} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:37 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5099.000 - global_seqlen/max:10319.000 - global_seqlen/minmax_diff:5220.000 - global_seqlen/balanced_min:7649.000 - global_seqlen/balanced_max:7656.000 - global_seqlen/mean:7652.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.789 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:297.500 - response_length/max:770.000 - response_length/min:110.000 - response_length/clip_ratio:0.000 - prompt_length/mean:659.000 - prompt_length/max:858.000 - prompt_length/min:487.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:40.474 - timing_s/reward:1.159 - timing_s/old_log_prob:8.601 - timing_s/adv:0.003 - timing_s/update_actor:63.135 - timing_s/step:113.381 - timing_per_token_ms/gen:2.126 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.031 - perf/total_num_tokens:61216.000 - perf/time_per_step:113.381 - perf/throughput:67.489 - reflection/any_word_frequency:6.000 - reflection/with_length_mean:224.333 - reflection/without_length_mean:305.069 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:297.500 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:5.000 - reflection_check/with_check_length_mean:162.400 - reflection_check/without_check_length_mean:308.949 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:297.500 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:297.500 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:297.500 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:297.500 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:297.500 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:297.500 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:534.000 - reflection_adjust/without_adjust_length_mean:293.746 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:297.500 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:297.500 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:297.500 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:566.000 - language_mix/without_length_mean:293.238 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Ripple-carry 8-bit adder. Sum = a + b truncated to 8 bits. cout = bit 8 of full sum. Overflow = cout XOR cin (i.e., cout XOR carry into bit 7 carry_in = cout & ~carry_in to bit 7).(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 19%|█▉ | 38/200 [1:57:11<6:16:06, 139.30s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['a'] & 0xFF (TaskRunner pid=185828) b = inputs['b'] & 0xFF (TaskRunner pid=185828) s = a + b (TaskRunner pid=185828) total = s & 0xFFFF (TaskRunner pid=185828) sum_out = total & 0xFF (TaskRunner pid=185828) cout = (total >> 8) & 1 (TaskRunner pid=185828) carry_in_to_7 = (a >> 7) & 1 ^ (b >> 7) & 1 ^ (s >> 7) & 1 (TaskRunner pid=185828) flow = cout ^ carry_in_to_7 (TaskRunner pid=185828) return {'sum': sum_out, 'cout': cout, 'flow': flow} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:38 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5937.000 - global_seqlen/max:12915.000 - global_seqlen/minmax_diff:6978.000 - global_seqlen/balanced_min:8509.000 - global_seqlen/balanced_max:8738.000 - global_seqlen/mean:8544.875 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.804 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:388.609 - response_length/max:1375.000 - response_length/min:141.000 - response_length/clip_ratio:0.000 - prompt_length/mean:679.500 - prompt_length/max:820.000 - prompt_length/min:570.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:67.879 - timing_s/reward:1.164 - timing_s/old_log_prob:8.640 - timing_s/adv:0.003 - timing_s/update_actor:62.807 - timing_s/step:140.500 - timing_per_token_ms/gen:2.729 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.919 - perf/total_num_tokens:68359.000 - perf/time_per_step:140.500 - perf/throughput:60.817 - reflection/any_word_frequency:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:388.609 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:388.609 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:388.609 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:388.609 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:388.609 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:388.609 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:388.609 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:388.609 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:388.609 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:388.609 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:388.609 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:388.609 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 64 registers x 32-bit. (TaskRunner pid=185828) Read always. Write on clock edge when write_reg_ctl matches a valid target. (TaskRunner pid=185828) Visibility: reg_show1..reg_show10. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.regs = [0] * 64 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) rst = inputs['rst'] & 1 (TaskRunner pid=185828) if rst: (TaskRunner pid=185828) self.regs = [0] * 64 (TaskRunner pid=185828) return { (TaskRunner pid=185828) 'reg1out': 0, 'reg2out': 0,(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 20%|█▉ | 39/200 [1:59:22<6:06:44, 136.67s/it] (TaskRunner pid=185828) 'reg_show1': 0, 'reg_show2': 0, 'reg_show3': 0, (TaskRunner pid=185828) 'reg_show4': 0, 'reg_show5': 0, 'reg_show6': 0, (TaskRunner pid=185828) 'reg_show7': 0, 'reg_show8': 0, 'reg_show9': 0, 'reg_show10': 0 (TaskRunner pid=185828) } (TaskRunner pid=185828) (TaskRunner pid=185828) wctl = inputs['write_reg_ctl'] & 3 # 2-bit (TaskRunner pid=185828) wd = inputs['write_data'] & 0xFFFFFFFF (TaskRunner pid=185828) if wctl == 2: self.regs[inputs['reg1addr'] & 0x3F] = wd (TaskRunner pid=185828) elif wctl == 3: self.regs[inputs['reg2addr'] & 0x3F] = wd (TaskRunner pid=185828) elif wctl == 1: self.regs[0x1F] = wd # 6'b011111 = 31 (TaskRunner pid=185828) (TaskRunner pid=185828) r1a = inputs['reg1addr'] & 0x3F (TaskRunner pid=185828) r2a = inputs['reg2addr'] & 0x3F (TaskRunner pid=185828) return { (TaskRunner pid=185828) 'reg1out': self.regs[r1a], 'reg2out': self.regs[r2a], (TaskRunner pid=185828) 'reg_show1': self.regs[1], 'reg_show2': self.regs[2], (TaskRunner pid=185828) 'reg_show3': self.regs[3], 'reg_show4': self.regs[4], (TaskRunner pid=185828) 'reg_show5': self.regs[5], 'reg_show6': self.regs[6], (TaskRunner pid=185828) 'reg_show7': self.regs[7], 'reg_show8': self.regs[8], (TaskRunner pid=185828) 'reg_show9': self.regs[9], 'reg_show10': self.regs[10] (TaskRunner pid=185828) } (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:39 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5555.000 - global_seqlen/max:13881.000 - global_seqlen/minmax_diff:8326.000 - global_seqlen/balanced_min:8947.000 - global_seqlen/balanced_max:8961.000 - global_seqlen/mean:8954.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.840 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:354.828 - response_length/max:1091.000 - response_length/min:128.000 - response_length/clip_ratio:0.000 - prompt_length/mean:764.500 - prompt_length/max:1002.000 - prompt_length/min:540.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:57.727 - timing_s/reward:1.195 - timing_s/old_log_prob:8.509 - timing_s/adv:0.003 - timing_s/update_actor:63.044 - timing_s/step:130.488 - timing_per_token_ms/gen:2.542 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.880 - perf/total_num_tokens:71637.000 - perf/time_per_step:130.488 - perf/throughput:68.624 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:424.000 - reflection/without_length_mean:347.672 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:354.828 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:7.000 - reflection_check/with_check_length_mean:453.400 - reflection_check/without_check_length_mean:346.475 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:354.828 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:354.828 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:277.000 - reflection_reflect/without_reflect_length_mean:356.064 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:354.828 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:277.000 - reflection_correct/without_correct_length_mean:356.064 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:354.828 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:354.828 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:354.828 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:354.828 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:354.828 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 3-to-8 decoder with active-low outputs. Enable = G1 & ~G2AN & ~G2BN. When enabled, exactly one output goes low based on A,B,C. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) A = inputs['A'] & 1 (TaskRunner pid=185828) B = inputs['B'] & 1 (TaskRunner pid=185828) C = inputs['C'] & 1 (TaskRunner pid=185828) G1 = inputs['G1'] & 1 (TaskRunner pid=185828) G2AN = inputs['G2AN'] & 1 (TaskRunner pid=185828) G2BN = inputs['G2BN'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if G1 and not G2AN and not G2BN: (TaskRunner pid=185828) idx = (C << 2) | (B << 1) | A (TaskRunner pid=185828) out = [0, 0, 0, 0, 0, 0, 0, 0] (TaskRunner pid=185828) out[idx] = 1 (TaskRunner pid=185828) else: (TaskRunner pid=185828) out = [1, 1, 1, 1, 1, 1, 1, 1] (TaskRunner pid=185828) (TaskRunner pid=185828) return { (TaskRunner pid=185828) 'Y0N': out[0], 'Y1N': out[1], 'Y2N': out[2], 'Y3N': out[3], (TaskRunner pid=185828) 'Y4N': out[4], 'Y5N': out[5], 'Y6N': out[6], 'Y7N': out[7] (TaskRunner pid=185828) } (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:40 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5458.000 - global_seqlen/max:11454.000 - global_seqlen/minmax_diff:5996.000 - global_seqlen/balanced_min:7479.000 - global_seqlen/balanced_max:7650.000 - global_seqlen/mean:7548.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.813 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:314.094 - response_length/max:953.000 - response_length/min:104.000 - response_length/clip_ratio:0.000 - prompt_length/mean:629.500 - prompt_length/max:835.000 - prompt_length/min:513.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:49.322 - timing_s/reward:1.161 - timing_s/old_log_prob:8.818 - timing_s/adv:0.003 - timing_s/update_actor:63.414 - timing_s/step:122.728 - timing_per_token_ms/gen:2.454 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.050 - perf/total_num_tokens:60390.000 - perf/time_per_step:122.728 - perf/throughput:61.508 - reflection/any_word_frequency:7.000 - reflection/with_length_mean:592.750 - reflection/without_length_mean:295.517 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:314.094 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:314.094 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:314.094 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:314.094 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:314.094 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:3.000 - reflection_wait/with_wait_length_mean:510.000 - reflection_wait/without_wait_length_mean:310.984 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:4.000 - reflection_correct/with_correct_length_mean:620.333 - reflection_correct/without_correct_length_mean:299.033 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:314.094 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:314.094 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:314.094 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:314.094 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:314.094 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:161.000 - language_mix/without_length_mean:316.524 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 20%|██ | 40/200 [2:01:25<5:53:21, 132.51s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 20%|██ | 41/200 [2:03:10<5:29:48, 124.45s/it] (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Debouncer: count consecutive high cycles. Use 2-bit counter: 0=idle, 1=1_cycle, 2=2_cycles, 3+=locked_high. Transition to high only after reaching 3. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.counter = 0 # 0=low, 1..3 counting high (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) clr = inputs['clr'] & 1 (TaskRunner pid=185828) if clr == 0: (TaskRunner pid=185828) self.counter = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) if self.counter < 3: (TaskRunner pid=185828) self.counter += 1 (TaskRunner pid=185828) debounced = 1 if self.counter >= 3 else 0 (TaskRunner pid=185828) return {'debounced_clr': debounced} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:41 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4980.000 - global_seqlen/max:8870.000 - global_seqlen/minmax_diff:3890.000 - global_seqlen/balanced_min:6823.000 - global_seqlen/balanced_max:6826.000 - global_seqlen/mean:6825.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.830 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:231.141 - response_length/max:548.000 - response_length/min:104.000 - response_length/clip_ratio:0.000 - prompt_length/mean:622.000 - prompt_length/max:818.000 - prompt_length/min:503.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:30.288 - timing_s/reward:1.157 - timing_s/old_log_prob:8.944 - timing_s/adv:0.003 - timing_s/update_actor:65.185 - timing_s/step:105.586 - timing_per_token_ms/gen:2.047 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.194 - perf/total_num_tokens:54601.000 - perf/time_per_step:105.586 - perf/throughput:64.640 - reflection/any_word_frequency:11.000 - reflection/with_length_mean:313.875 - reflection/without_length_mean:219.321 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:231.141 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:10.000 - reflection_check/with_check_length_mean:320.857 - reflection_check/without_check_length_mean:220.123 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:231.141 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:231.141 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:231.141 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:231.141 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:265.000 - reflection_correct/without_correct_length_mean:230.603 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:231.141 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:231.141 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:231.141 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:231.141 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:231.141 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:254.000 - language_mix/without_length_mean:230.778 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 16-bit adder with carry, sign, zero, parity, overflow. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule:(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 21%|██ | 42/200 [2:04:59<5:15:32, 119.83s/it] (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['a'] & 0xFFFF (TaskRunner pid=185828) b = inputs['b'] & 0xFFFF (TaskRunner pid=185828) total = a + b (TaskRunner pid=185828) s = total & 0xFFFF (TaskRunner pid=185828) carry = (total >> 16) & 1 (TaskRunner pid=185828) sign = (s >> 15) & 1 (TaskRunner pid=185828) zero = 1 if s == 0 else 0 (TaskRunner pid=185828) parity = bin(s).count('1') % 2 (TaskRunner pid=185828) a_sign = (a >> 15) & 1 (TaskRunner pid=185828) b_sign = (b >> 15) & 1 (TaskRunner pid=185828) o = (a_sign & b_sign & !sign) | (!a_sign & !b_sign & sign) (TaskRunner pid=185828) return {'sum': s, 'sign': sign, 'carry': carry, 'zero': zero, 'parity': parity, 'overflow': o} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:42 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5137.000 - global_seqlen/max:10417.000 - global_seqlen/minmax_diff:5280.000 - global_seqlen/balanced_min:7254.000 - global_seqlen/balanced_max:7256.000 - global_seqlen/mean:7255.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.831 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:263.766 - response_length/max:681.000 - response_length/min:106.000 - response_length/clip_ratio:0.000 - prompt_length/mean:643.125 - prompt_length/max:811.000 - prompt_length/min:496.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:36.750 - timing_s/reward:1.166 - timing_s/old_log_prob:8.630 - timing_s/adv:0.002 - timing_s/update_actor:62.395 - timing_s/step:108.953 - timing_per_token_ms/gen:2.177 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.075 - perf/total_num_tokens:58041.000 - perf/time_per_step:108.953 - perf/throughput:66.589 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:356.000 - reflection/without_length_mean:259.230 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:263.766 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:356.000 - reflection_check/without_check_length_mean:259.230 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:263.766 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:263.766 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:263.766 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:263.766 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:263.766 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:263.766 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:263.766 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:263.766 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:263.766 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:263.766 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Circular rotate right by ShiftSize bits: out = ((num >> s) | (num << (32-s))) & 0xFFFFFFFF. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) s = inputs['ShiftSize'] & 0x1F (TaskRunner pid=185828) num = inputs['Number'] & 0xFFFFFFFF(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 22%|██▏ | 43/200 [2:07:23<5:32:18, 127.00s/it] (TaskRunner pid=185828) if s == 0: (TaskRunner pid=185828) out = num (TaskRunner pid=185828) else: (TaskRunner pid=185828) out = ((num >> s) | (num << (32 - s))) & 0xFFFFFFFF (TaskRunner pid=185828) return {'Out': out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:43 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5596.000 - global_seqlen/max:13824.000 - global_seqlen/minmax_diff:8228.000 - global_seqlen/balanced_min:7933.000 - global_seqlen/balanced_max:8250.000 - global_seqlen/mean:7976.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.829 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:338.922 - response_length/max:1317.000 - response_length/min:45.000 - response_length/clip_ratio:0.000 - prompt_length/mean:658.125 - prompt_length/max:1086.000 - prompt_length/min:531.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:67.787 - timing_s/reward:1.241 - timing_s/old_log_prob:8.760 - timing_s/adv:0.003 - timing_s/update_actor:65.851 - timing_s/step:143.651 - timing_per_token_ms/gen:3.125 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.032 - perf/total_num_tokens:63811.000 - perf/time_per_step:143.651 - perf/throughput:55.526 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:384.000 - reflection/without_length_mean:337.468 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:338.922 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:583.000 - reflection_check/without_check_length_mean:335.048 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:338.922 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:338.922 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:338.922 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:583.000 - reflection_wait/without_wait_length_mean:335.048 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:185.000 - reflection_correct/without_correct_length_mean:341.365 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:338.922 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:338.922 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:338.922 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:338.922 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:338.922 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:359.000 - language_mix/without_length_mean:338.603 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 8-entry circular FIFO. Use 3-bit wrap counters for WA/RA. Full when WA==RA and dir==1 (write side caught up). Empty when WA==RA and dir==0 (read side caught up). DIR increments on write, decrements on read. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.mem = [0] * 8 (TaskRunner pid=185828) self.wa = 0 (TaskRunner pid=185828) self.ra = 0 (TaskRunner pid=185828) self.dir = 0 # +ve means write ahead, -ve means read ahead (TaskRunner pid=185828) self.wr_en = 0 (TaskRunner pid=185828) self.rd_en = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) wr = inputs.get('wr', 0) & 1 (TaskRunner pid=185828) rd = inputs.get('rd', 0) & 1 (TaskRunner pid=185828) rst = inputs.get('rst', 0) & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if rst: (TaskRunner pid=185828) self.mem = [0] * 8 (TaskRunner pid=185828) self.wa = 0 (TaskRunner pid=185828) self.ra = 0 (TaskRunner pid=185828) self.dir = 0 (TaskRunner pid=185828) self.wr_en = 0 (TaskRunner pid=185828) self.rd_en = 0 (TaskRunner pid=185828) return {'wa': 0, 'ra': 0, 'full': 0, 'empty': 1} (TaskRunner pid=185828) (TaskRunner pid=185828) self.wr_en = wr (TaskRunner pid=185828) self.rd_en = rd (TaskRunner pid=185828) (TaskRunner pid=185828) do_write = wr and not self.is_full() (TaskRunner pid=185828) do_read = rd and not self.is_empty() (TaskRunner pid=185828) (TaskRunner pid=185828) if do_write: (TaskRunner pid=185828) self.mem[self.wa] = 42 (TaskRunner pid=185828) self.wa = (self.wa + 1) & 7 (TaskRunner pid=185828) self.dir += 1 (TaskRunner pid=185828) if self.dir > 1: (TaskRunner pid=185828) self.dir = 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if do_read: (TaskRunner pid=185828) self.ra = (self.ra + 1) & 7 (TaskRunner pid=185828) self.dir -= 1 (TaskRunner pid=185828) if self.dir < -1: (TaskRunner pid=185828) self.dir = -1 (TaskRunner pid=185828) (TaskRunner pid=185828) full = 1 if (self.wa == self.ra and self.dir == 1) else 0 (TaskRunner pid=185828) empty = 1 if (self.wa == self.ra and self.dir == 0) else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) return {'wa': self.wa & 7, 'ra': self.ra & 7, 'full': full, 'empty': empty} (TaskRunner pid=185828) (TaskRunner pid=185828) def is_full(self): (TaskRunner pid=185828) return self.wa == self.ra and self.dir == 1 (TaskRunner pid=185828) (TaskRunner pid=185828) def is_empty(self): (TaskRunner pid=185828) return self.wa == self.ra and self.dir == 0 (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:44 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6036.000 - global_seqlen/max:10214.000 - global_seqlen/minmax_diff:4178.000 - global_seqlen/balanced_min:8162.000 - global_seqlen/balanced_max:8165.000 - global_seqlen/mean:8163.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.850 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:330.344 - response_length/max:602.000 - response_length/min:152.000 - response_length/clip_ratio:0.000 - prompt_length/mean:690.125 - prompt_length/max:794.000 - prompt_length/min:582.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:32.319 - timing_s/reward:1.159 - timing_s/old_log_prob:8.827 - timing_s/adv:0.003 - timing_s/update_actor:64.769 - timing_s/step:107.087 - timing_per_token_ms/gen:1.529 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.992 - perf/total_num_tokens:65310.000 - perf/time_per_step:107.087 - perf/throughput:76.235 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:369.000 - reflection/without_length_mean:327.767 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:330.344 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:176.000 - reflection_check/without_check_length_mean:332.794 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:330.344 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:330.344 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:339.000 - reflection_reflect/without_reflect_length_mean:330.206 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:576.000 - reflection_wait/without_wait_length_mean:326.444 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:385.000 - reflection_correct/without_correct_length_mean:329.476 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:330.344 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:330.344 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:330.344 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:330.344 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:330.344 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:232.000 - language_mix/without_length_mean:331.905 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 22%|██▏ | 44/200 [2:09:10<5:14:43, 121.04s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) BCD conversion via dual-rail/shift-add method: shift binary into BCD register 12 times, adding 3 to any BCD digit >=5 before each shift. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) b = inputs['Binary'] & 0xFFF (TaskRunner pid=185828) if b > 0xFFF: (TaskRunner pid=185828) return {'BCD': 0xFFFF} (TaskRunner pid=185828) bcd = 0 (TaskRunner pid=185828) for _ in range(12): (TaskRunner pid=185828) digit0 = (bcd >> 0) & 0xF (TaskRunner pid=185828) digit1 = (bcd >> 4) & 0xF (TaskRunner pid=185828) digit2 = (bcd >> 8) & 0xF (TaskRunner pid=185828) digit3 = (bcd >> 12) & 0xF (TaskRunner pid=185828) if digit0 >= 5: (TaskRunner pid=185828) bcd += (3 << 0) (TaskRunner pid=185828) if digit1 >= 5: (TaskRunner pid=185828) bcd += (3 << 4) (TaskRunner pid=185828) if digit2 >= 5: (TaskRunner pid=185828) bcd += (3 << 8) (TaskRunner pid=185828) if digit3 >= 5: (TaskRunner pid=185828) bcd += (3 << 12) (TaskRunner pid=185828) bcd = (bcd >> 1) & 0xFFFF (TaskRunner pid=185828) return {'BCD': bcd & 0xFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:45 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5817.000 - global_seqlen/max:8222.000 - global_seqlen/minmax_diff:2405.000 - global_seqlen/balanced_min:6598.000 - global_seqlen/balanced_max:6601.000 - global_seqlen/mean:6599.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.801 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:226.031 - response_length/max:457.000 - response_length/min:142.000 - response_length/clip_ratio:0.000 - prompt_length/mean:598.875 - prompt_length/max:675.000 - prompt_length/min:548.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:25.556 - timing_s/reward:1.165 - timing_s/old_log_prob:8.693 - timing_s/adv:0.002 - timing_s/update_actor:63.893 - timing_s/step:99.319 - timing_per_token_ms/gen:1.767 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.210 - perf/total_num_tokens:52794.000 - perf/time_per_step:99.319 - perf/throughput:66.445 - reflection/any_word_frequency:5.000 - reflection/with_length_mean:287.200 - reflection/without_length_mean:220.847 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:226.031 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:226.031 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:226.031 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:226.031 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:226.031 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:215.000 - reflection_wait/without_wait_length_mean:226.206 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:226.031 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:226.031 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:4.000 - reflection_adjust/with_adjust_length_mean:305.250 - reflection_adjust/without_adjust_length_mean:220.750 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:226.031 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:226.031 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:226.031 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 22%|██▎ | 45/200 [2:10:50<4:55:54, 114.55s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Load/store: opcode[6]=1. R-type: opcode[6]=0,opcode[5]=0,opcode[4]=0. I-type: opcode[6]=0,opcode[5]=1. Branch: opcode[6:5]=10. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) opcode = inputs['opcode'] & 0x7F (TaskRunner pid=185828) sel = inputs['control_sel'] & 1 (TaskRunner pid=185828) if sel: (TaskRunner pid=185828) return {k: 0 for k in ['MemRead','MemtoReg','MemWrite','RegWrite','Branch','ALUSrc','ALUop']} (TaskRunner pid=185828) (TaskRunner pid=185828) mr=mw=RegW=Br=ALUSrc=0; AOp=0 (TaskRunner pid=185828) if opcode & 0x40: (TaskRunner pid=185828) MemRead = MemtoReg = 1; MemWrite = 0 (TaskRunner pid=185828) elif not (opcode & 0x40): (TaskRunner pid=185828) if not (opcode & 0x20): (TaskRunner pid=185828) ALUSrc = 1 (TaskRunner pid=185828) if not (opcode & 0x10): (TaskRunner pid=185828) RegWrite = 1; AOp = 2 # R-type (TaskRunner pid=185828) else: (TaskRunner pid=185828) AOp = 1 # I-type (TaskRunner pid=185828) else: # branch (TaskRunner pid=185828) Br = 1; AOp = 3 (TaskRunner pid=185828) return {'MemRead':MemRead,'MemtoReg':MemtoReg,'MemWrite':MemWrite, (TaskRunner pid=185828) 'RegWrite':RegWrite,'Branch':Br,'ALUSrc':ALUSrc,'ALUop':AOp} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:46 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5331.000 - global_seqlen/max:10841.000 - global_seqlen/minmax_diff:5510.000 - global_seqlen/balanced_min:7111.000 - global_seqlen/balanced_max:7228.000 - global_seqlen/mean:7141.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.796 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:303.625 - response_length/max:1037.000 - response_length/min:114.000 - response_length/clip_ratio:0.000 - prompt_length/mean:589.000 - prompt_length/max:730.000 - prompt_length/min:504.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:54.562 - timing_s/reward:1.228 - timing_s/old_log_prob:8.723 - timing_s/adv:0.003 - timing_s/update_actor:63.836 - timing_s/step:128.361 - timing_per_token_ms/gen:2.808 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.117 - perf/total_num_tokens:57128.000 - perf/time_per_step:128.361 - perf/throughput:55.632 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:513.000 - reflection/without_length_mean:293.328 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:303.625 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:453.500 - reflection_check/without_check_length_mean:298.790 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:303.625 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:303.625 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:303.625 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:303.625 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:632.000 - reflection_correct/without_correct_length_mean:298.413 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:303.625 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:303.625 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:303.625 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:303.625 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:303.625 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 23%|██▎ | 46/200 [2:12:58<5:04:41, 118.71s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 24%|██▎ | 47/200 [2:15:07<5:10:08, 121.63s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 2-bit multiplier using partial products and 2-bit adder built from full adders. (TaskRunner pid=185828) Multiply: p = x2 * y2 (max value 3*3=9, needs 4 bits). (TaskRunner pid=185828) Partial products: x2[0]*y2, x2[1]*y2 shifted left 1. (TaskRunner pid=185828) Sum with 2-bit ripple-carry adder (two full adders). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) x = inputs['x2'] & 0x3 (TaskRunner pid=185828) y = inputs['y2'] & 0x3 (TaskRunner pid=185828) p = x * y (TaskRunner pid=185828) return {'p': p & 0xF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:47 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6194.000 - global_seqlen/max:11676.000 - global_seqlen/minmax_diff:5482.000 - global_seqlen/balanced_min:9217.000 - global_seqlen/balanced_max:9226.000 - global_seqlen/mean:9221.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.841 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:396.625 - response_length/max:989.000 - response_length/min:111.000 - response_length/clip_ratio:0.000 - prompt_length/mean:756.000 - prompt_length/max:1014.000 - prompt_length/min:551.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:52.584 - timing_s/reward:1.167 - timing_s/old_log_prob:8.815 - timing_s/adv:0.003 - timing_s/update_actor:65.779 - timing_s/step:128.357 - timing_per_token_ms/gen:2.072 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.892 - perf/total_num_tokens:73768.000 - perf/time_per_step:128.357 - perf/throughput:71.839 - reflection/any_word_frequency:1.000 - reflection/with_length_mean:281.000 - reflection/without_length_mean:398.460 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:396.625 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:396.625 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:396.625 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:396.625 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:281.000 - reflection_reflect/without_reflect_length_mean:398.460 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:396.625 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:396.625 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:396.625 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:396.625 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:396.625 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:396.625 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:396.625 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 7-seg hex decoder: d[3:0] -> out[7:0] for digits 0-9,a-f. Common-cathode: 0=ON, 1=OFF. Seg map: out[7:0] = {dp, g, f, e, d, c, b, a}. Lookup table approach. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.lut = [ (TaskRunner pid=185828) 0b11000000, # 0 (TaskRunner pid=185828) 0b11111001, # 1(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 24%|██▍ | 48/200 [2:17:00<5:02:09, 119.27s/it] (TaskRunner pid=185828) 0b10100100, # 2 (TaskRunner pid=185828) 0b10110000, # 3 (TaskRunner pid=185828) 0b10011001, # 4 (TaskRunner pid=185828) 0b10010010, # 5 (TaskRunner pid=185828) 0b10000010, # 6 (TaskRunner pid=185828) 0b11111000, # 7 (TaskRunner pid=185828) 0b10000000, # 8 (TaskRunner pid=185828) 0b10010000, # 9 (TaskRunner pid=185828) 0b10001000, # a (TaskRunner pid=185828) 0b10000011, # b (TaskRunner pid=185828) 0b11000110, # c (TaskRunner pid=185828) 0b10100001, # d (TaskRunner pid=185828) 0b10000100, # e (TaskRunner pid=185828) 0b10001100 # f (TaskRunner pid=185828) ] (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) d = inputs['d'] & 0xF (TaskRunner pid=185828) out = self.lut[d] & 0xFF (TaskRunner pid=185828) return {'c': out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:48 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5633.000 - global_seqlen/max:9458.000 - global_seqlen/minmax_diff:3825.000 - global_seqlen/balanced_min:7151.000 - global_seqlen/balanced_max:7160.000 - global_seqlen/mean:7153.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.818 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:275.344 - response_length/max:750.000 - response_length/min:143.000 - response_length/clip_ratio:0.000 - prompt_length/mean:618.875 - prompt_length/max:827.000 - prompt_length/min:513.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:39.763 - timing_s/reward:1.205 - timing_s/old_log_prob:8.608 - timing_s/adv:0.003 - timing_s/update_actor:64.128 - timing_s/step:113.715 - timing_per_token_ms/gen:2.256 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.121 - perf/total_num_tokens:57230.000 - perf/time_per_step:113.715 - perf/throughput:62.909 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:295.429 - reflection/without_length_mean:272.877 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:275.344 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:275.344 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:1.000 - reflection_confirm/with_confirm_length_mean:218.000 - reflection_confirm/without_confirm_length_mean:276.254 - reflection_confirm/with_confirm_correct_ratio:0.000 - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:0.000 - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:275.344 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:275.344 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:485.000 - reflection_wait/without_wait_length_mean:272.016 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:275.344 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:275.344 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:7.000 - reflection_adjust/with_adjust_length_mean:308.333 - reflection_adjust/without_adjust_length_mean:271.931 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:275.344 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:275.344 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:275.344 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:3.000 - language_mix/ratio:0.047 - language_mix/with_length_mean:298.667 - language_mix/without_length_mean:274.197 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 2-bit shift type selector on 16-bit data: (TaskRunner pid=185828) - OP_ROL: rotate left by N bits (2-bit op = shift amount 0-3) (TaskRunner pid=185828) - OP_SLL: shift left logical, fill 0s (TaskRunner pid=185828) - OP_ROR: rotate right by N bits (TaskRunner pid=185828) - OP_ASR: shift right arithmetic, fill with sign bit (TaskRunner pid=185828) (TaskRunner pid=185828) Use Python's built-in string format with rotation tricks. Mask to 16 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) val = inputs['in'] & 0xFFFF (TaskRunner pid=185828) op_sel = inputs['op'] & 0x3 (TaskRunner pid=185828) n = op_sel # shift amount (0-3) (TaskRunner pid=185828) (TaskRunner pid=185828) if op_sel == 0: # OP_ROL (TaskRunner pid=185828) val = ((val << n) | (val >> (16 - n))) & 0xFFFF if n != 0 else val (TaskRunner pid=185828) elif op_sel == 1: # OP_SLL (TaskRunner pid=185828) val = (val << n) & 0xFFFF (TaskRunner pid=185828) elif op_sel == 2: # OP_ROR (TaskRunner pid=185828) val = ((val >> n) | (val << (16 - n))) & 0xFFFF if n != 0 else val (TaskRunner pid=185828) else: # OP_ASR (TaskRunner pid=185828) sign = (val >> 15) & 1 (TaskRunner pid=185828) val = (val >> n) & 0xFFFF (TaskRunner pid=185828) if sign and n > 0: (TaskRunner pid=185828) mask = (1 << n) - 1 (TaskRunner pid=185828) val |= (0xFFFF << (16 - n)) & 0xFFFF (TaskRunner pid=185828) val = val & 0xFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) return {'out': val & 0xFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:49 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6655.000 - global_seqlen/max:11936.000 - global_seqlen/minmax_diff:5281.000 - global_seqlen/balanced_min:8664.000 - global_seqlen/balanced_max:8838.000 - global_seqlen/mean:8701.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.850 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:402.500 - response_length/max:1496.000 - response_length/min:119.000 - response_length/clip_ratio:0.000 - prompt_length/mean:685.125 - prompt_length/max:1005.000 - prompt_length/min:565.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:77.115 - timing_s/reward:1.234 - timing_s/old_log_prob:8.634 - timing_s/adv:0.003 - timing_s/update_actor:63.931 - timing_s/step:150.926 - timing_per_token_ms/gen:2.994 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.918 - perf/total_num_tokens:69608.000 - perf/time_per_step:150.926 - perf/throughput:57.651 - reflection/any_word_frequency:13.000 - reflection/with_length_mean:697.333 - reflection/without_length_mean:372.000 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:2.000 - reflection_verify/with_verify_length_mean:976.000 - reflection_verify/without_verify_length_mean:384.000 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:4.000 - reflection_check/with_check_length_mean:963.000 - reflection_check/without_check_length_mean:384.419 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:402.500 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:402.500 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:402.500 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:1496.000 - reflection_wait/without_wait_length_mean:385.143 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:5.000 - reflection_correct/with_correct_length_mean:824.500 - reflection_correct/without_correct_length_mean:374.367 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:402.500 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:402.500 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:402.500 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:402.500 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:1.000 - reflection_yet/with_yet_length_mean:504.000 - reflection_yet/without_yet_length_mean:400.889 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:0.000 - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 24%|██▍ | 49/200 [2:19:31<5:24:07, 128.79s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Program counter register with conditional increment and branch capability. (TaskRunner pid=185828) Key points: (TaskRunner pid=185828) - PC register updates on clock edge or reset (TaskRunner pid=185828) - pc_4 = pc+4 when stall_sel=1, else holds previous pc_4 (TaskRunner pid=185828) - pc output zeros lower 2 bits (word alignment) (TaskRunner pid=185828) - Branch on pc_sel via ALU output (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.pc_reg = 0 (TaskRunner pid=185828) self.pc4_reg = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs['rst'] & 1: (TaskRunner pid=185828) self.pc_reg = 0 (TaskRunner pid=185828) self.pc4_reg = 0 (TaskRunner pid=185828) return {'pc': 0, 'pc_4': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) stall_sel = inputs['stall_sel'] & 1 (TaskRunner pid=185828) if stall_sel: (TaskRunner pid=185828) self.pc4_reg = (self.pc_reg + 4) & 0xFFFFFFFF (TaskRunner pid=185828) # else: hold previous pc4 (TaskRunner pid=185828) (TaskRunner pid=185828) if inputs['clk'] & 1: (TaskRunner pid=185828) if inputs['pc_sel'] & 1: (TaskRunner pid=185828) self.pc_reg = inputs['alu_out'] & 0xFFFFFFFF (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.pc_reg = self.pc4_reg & 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) pc_out = (self.pc_reg & 0xFFFFFFF0) (TaskRunner pid=185828) return {'pc': pc_out, 'pc_4': self.pc4_reg} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:50 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5453.000 - global_seqlen/max:16966.000 - global_seqlen/minmax_diff:11513.000 - global_seqlen/balanced_min:9137.000 - global_seqlen/balanced_max:9142.000 - global_seqlen/mean:9139.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.844 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:382.578 - response_length/max:1174.000 - response_length/min:134.000 - response_length/clip_ratio:0.000 - prompt_length/mean:759.875 - prompt_length/max:1366.000 - prompt_length/min:511.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:58.561 - timing_s/reward:1.230 - timing_s/old_log_prob:8.839 - timing_s/adv:0.003 - timing_s/update_actor:62.542 - timing_s/step:131.184 - timing_per_token_ms/gen:2.392 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.855 - perf/total_num_tokens:73117.000 - perf/time_per_step:131.184 - perf/throughput:69.670 - reflection/any_word_frequency:14.000 - reflection/with_length_mean:488.375 - reflection/without_length_mean:367.464 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:957.000 - reflection_verify/without_verify_length_mean:373.460 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:6.000 - reflection_check/with_check_length_mean:486.600 - reflection_check/without_check_length_mean:373.763 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:382.578 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:382.578 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:382.578 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:382.578 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:4.000 - reflection_correct/with_correct_length_mean:615.500 - reflection_correct/without_correct_length_mean:375.065 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:382.578 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:3.000 - reflection_adjust/with_adjust_length_mean:491.333 - reflection_adjust/without_adjust_length_mean:377.230 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:382.578 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:382.578 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:382.578 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:409.000 - language_mix/without_length_mean:382.159 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 25%|██▌ | 50/200 [2:21:43<5:23:50, 129.54s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 26%|██▌ | 51/200 [2:24:16<5:39:47, 136.83s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Reset synchronizer: output stays low one clock after nrst goes high. (TaskRunner pid=185828) Use a register: if nrst==0, q=0; else q = current_q (hold) for one cycle, then deassert. (TaskRunner pid=185828) Actually simpler: register the nrst. reset_n = old_nrst. (TaskRunner pid=185828) When nrst=0, reset_n=0. When nrst goes 1, reset_n stays 0 for one cycle, then 1. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.prev_nrst = 1 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) nrst = inputs['nrst'] & 1 (TaskRunner pid=185828) reset_n = self.prev_nrst (TaskRunner pid=185828) self.prev_nrst = nrst (TaskRunner pid=185828) return {'reset_n': reset_n} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:51 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4905.000 - global_seqlen/max:18026.000 - global_seqlen/minmax_diff:13121.000 - global_seqlen/balanced_min:8780.000 - global_seqlen/balanced_max:9027.000 - global_seqlen/mean:8823.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.876 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:390.875 - response_length/max:1490.000 - response_length/min:109.000 - response_length/clip_ratio:0.000 - prompt_length/mean:712.000 - prompt_length/max:1162.000 - prompt_length/min:494.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:77.669 - timing_s/reward:1.188 - timing_s/old_log_prob:8.853 - timing_s/adv:0.003 - timing_s/update_actor:66.057 - timing_s/step:153.778 - timing_per_token_ms/gen:3.105 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.936 - perf/total_num_tokens:70584.000 - perf/time_per_step:153.778 - perf/throughput:57.375 - reflection/any_word_frequency:13.000 - reflection/with_length_mean:395.000 - reflection/without_length_mean:389.923 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:1490.000 - reflection_verify/without_verify_length_mean:373.429 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:8.000 - reflection_check/with_check_length_mean:270.250 - reflection_check/without_check_length_mean:408.107 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:390.875 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:390.875 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:390.875 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:195.000 - reflection_wait/without_wait_length_mean:393.984 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:446.500 - reflection_correct/without_correct_length_mean:389.081 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:390.875 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:528.000 - reflection_adjust/without_adjust_length_mean:388.698 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:390.875 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:390.875 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:390.875 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 (TaskRunner pid=185828) 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 4-state controller FSM. sel=1 in s1, en=1 in s4. Simple linear cycle. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.state = 0 # 0=s1,1=s2,2=s3,3=s4(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 26%|██▌ | 52/200 [2:26:22<5:29:00, 133.38s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) rst = inputs.get('rst', 0) & 1 (TaskRunner pid=185828) if rst: (TaskRunner pid=185828) self.state = 0 (TaskRunner pid=185828) return {'sel': 0, 'en': 0} (TaskRunner pid=185828) sel = 1 if self.state == 0 else 0 (TaskRunner pid=185828) en = 1 if self.state == 3 else 0 (TaskRunner pid=185828) self.state = (self.state + 1) % 4 (TaskRunner pid=185828) return {'sel': sel, 'en': en} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:52 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4854.000 - global_seqlen/max:12791.000 - global_seqlen/minmax_diff:7937.000 - global_seqlen/balanced_min:7670.000 - global_seqlen/balanced_max:7854.000 - global_seqlen/mean:7695.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.871 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:251.891 - response_length/max:978.000 - response_length/min:94.000 - response_length/clip_ratio:0.000 - prompt_length/mean:710.000 - prompt_length/max:1085.000 - prompt_length/min:477.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:50.911 - timing_s/reward:1.179 - timing_s/old_log_prob:8.745 - timing_s/adv:0.003 - timing_s/update_actor:64.425 - timing_s/step:125.272 - timing_per_token_ms/gen:3.158 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.047 - perf/total_num_tokens:61561.000 - perf/time_per_step:125.272 - perf/throughput:61.427 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:615.333 - reflection/without_length_mean:234.016 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:251.891 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:434.000 - reflection_check/without_check_length_mean:246.016 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:251.891 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:251.891 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:978.000 - reflection_reflect/without_reflect_length_mean:240.365 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:251.891 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:251.891 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:251.891 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:251.891 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:251.891 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:251.891 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:251.891 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Shift-and-add-3 BCD conversion: double each BCD digit + carry, add 3 if >=5, insert new bit from binary. Repeat 8 times. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) b = inputs['binary'] & 0xFF (TaskRunner pid=185828) tens = 0 (TaskRunner pid=185828) ones = 0 (TaskRunner pid=185828) carry = 0 (TaskRunner pid=185828) for _ in range(8): (TaskRunner pid=185828) if tens >= 5: tens += 3 (TaskRunner pid=185828) if ones >= 5: ones += 3 (TaskRunner pid=185828) tens = (tens + carry) & 0xF (TaskRunner pid=185828) ones = ((ones + (b & 1)) >> 1) & 0xF(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 26%|██▋ | 53/200 [2:28:38<5:28:33, 134.10s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) b >>= 1 (TaskRunner pid=185828) carry = 0 (TaskRunner pid=185828) if tens > 9: (TaskRunner pid=185828) ones += 6; tens -= 10 (TaskRunner pid=185828) tens = tens & 0xF (TaskRunner pid=185828) ones = ones & 0xF (TaskRunner pid=185828) return {'tens': tens, 'ones': ones} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:53 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6186.000 - global_seqlen/max:15352.000 - global_seqlen/minmax_diff:9166.000 - global_seqlen/balanced_min:8816.000 - global_seqlen/balanced_max:8823.000 - global_seqlen/mean:8820.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.875 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:413.172 - response_length/max:1232.000 - response_length/min:108.000 - response_length/clip_ratio:0.000 - prompt_length/mean:689.375 - prompt_length/max:912.000 - prompt_length/min:561.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:63.125 - timing_s/reward:1.174 - timing_s/old_log_prob:8.577 - timing_s/adv:0.003 - timing_s/update_actor:62.821 - timing_s/step:135.708 - timing_per_token_ms/gen:2.387 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.890 - perf/total_num_tokens:70563.000 - perf/time_per_step:135.708 - perf/throughput:64.995 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:647.167 - reflection/without_length_mean:388.966 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:1232.000 - reflection_verify/without_verify_length_mean:400.175 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:923.000 - reflection_check/without_check_length_mean:388.098 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:413.172 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:413.172 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:413.172 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:413.172 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:5.000 - reflection_correct/with_correct_length_mean:371.333 - reflection_correct/without_correct_length_mean:415.230 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:413.172 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:413.172 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:413.172 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:413.172 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:413.172 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Count 0 to 99,999,999 (100M total). At 99,999,999, set out=1 and reset to 0. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.count = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs.get('clk', 0) & 1: (TaskRunner pid=185828) if self.count == 99999999: (TaskRunner pid=185828) self.count = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.count += 1 (TaskRunner pid=185828) out = 1 if self.count == 0 else 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) out = 0 (TaskRunner pid=185828) return {'out': out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:54 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5485.000 - global_seqlen/max:10020.000 - global_seqlen/minmax_diff:4535.000 - global_seqlen/balanced_min:7858.000 - global_seqlen/balanced_max:7869.000 - global_seqlen/mean:7862.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.875 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:338.797 - response_length/max:650.000 - response_length/min:140.000 - response_length/clip_ratio:0.000 - prompt_length/mean:644.000 - prompt_length/max:788.000 - prompt_length/min:525.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:35.344 - timing_s/reward:1.154 - timing_s/old_log_prob:8.566 - timing_s/adv:0.003 - timing_s/update_actor:61.306 - timing_s/step:106.382 - timing_per_token_ms/gen:1.630 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.975 - perf/total_num_tokens:62899.000 - perf/time_per_step:106.382 - perf/throughput:73.907 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:345.857 - reflection/without_length_mean:337.930 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:338.797 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:4.000 - reflection_check/with_check_length_mean:380.500 - reflection_check/without_check_length_mean:336.017 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:338.797 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:338.797 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:338.797 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:338.797 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:5.000 - reflection_correct/with_correct_length_mean:299.667 - reflection_correct/without_correct_length_mean:340.721 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:338.797 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:338.797 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:338.797 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:338.797 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:338.797 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:410.000 - language_mix/without_length_mean:337.667 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 27%|██▋ | 54/200 [2:30:24<5:06:07, 125.81s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) FIFO full flag + Gray-coded pointer conversion. (TaskRunner pid=185828) Next Gray equals OP(next_binary)=binary XOR (binary>>1). (TaskRunner pid=185828) Full when next_wr_gray == {1'b1, sb} where sb = rptr_gray[ASIZE-1]^rptr_gray[ASIZE]. (TaskRunner pid=185828) MSB trick: binary MSB = next_gray[ASIZE]^next_gray[ASIZE+1]. (TaskRunner pid=185828) So full when next_gray[ASIZE+1]==1 AND next_gray[ASIZE]^next_gray[ASIZE+1] == sb. (TaskRunner pid=185828) = next_gray[ASIZE+1] AND (next_gray[ASIZE] XOR (rptr_gray[ASIZE-1]^rptr_gray[ASIZE])). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self, ASIZE=4): (TaskRunner pid=185828) self.ASIZE = ASIZE (TaskRunner pid=185828) self.wptr_bin = 0 (TaskRunner pid=185828) self.wfull = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def _gray2bin(self, g): (TaskRunner pid=185828) b = 0 (TaskRunner pid=185828) b |= g >> self.ASIZE (TaskRunner pid=185828) for i in range(self.ASIZE, 0, -1): (TaskRunner pid=185828) b = b >> 1 (TaskRunner pid=185828) b ^= (g >> (i - 1)) & 1 (TaskRunner pid=185828) return b & ((1 << self.ASIZE) - 1) (TaskRunner pid=185828) (TaskRunner pid=185828) def _bin2gray(self, n): (TaskRunner pid=185828) return (n ^ (n >> 1)) & ((1 << (self.ASIZE + 1)) - 1) (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) wrt_en = inputs.get('wrt_en', 0) & 1 (TaskRunner pid=185828) wrst_n = inputs.get('wrst_n', 1) (TaskRunner pid=185828) s_rptr = inputs.get('s_rptr', 0) & ((1 << (self.ASIZE + 1)) - 1) (TaskRunner pid=185828) (TaskRunner pid=185828) if wrst_n == 0: (TaskRunner pid=185828) self.wptr_bin = 0 (TaskRunner pid=185828) self.wfull = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) if wrt_en: (TaskRunner pid=185828) self.wptr_bin = (self.wptr_bin + 1) & ((1 << self.ASIZE) - 1) (TaskRunner pid=185828) # Full: next_wr_gray == {1'b1, sb} (TaskRunner pid=185828) sb = ((s_rptr >> (self.ASIZE - 1)) ^ (s_rptr >> self.ASIZE)) & 1 (TaskRunner pid=185828) next_wr_bin = (self.wptr_bin + 1) & ((1 << self.ASIZE) - 1) (TaskRunner pid=185828) next_wr_gray = self._bin2gray(next_wr_bin) (TaskRunner pid=185828) msb = (next_wr_gray >> self.ASIZE) & 1 (TaskRunner pid=185828) self.wfull = 1 if (msb == 1 and ((next_wr_gray >> self.ASIZE) ^ msb) == sb) else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) waddr = self.wptr_bin (TaskRunner pid=185828) wptr = self._bin2gray(waddr) (TaskRunner pid=185828) (TaskRunner pid=185828) return {'wfull': self.wfull, 'waddr': waddr, 'wptr': wptr} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:55 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5709.000 - global_seqlen/max:9972.000 - global_seqlen/minmax_diff:4263.000 - global_seqlen/balanced_min:7909.000 - global_seqlen/balanced_max:7923.000 - global_seqlen/mean:7918.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.877 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:278.875 - response_length/max:661.000 - response_length/min:121.000 - response_length/clip_ratio:0.000 - prompt_length/mean:710.875 - prompt_length/max:922.000 - prompt_length/min:557.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:34.995 - timing_s/reward:1.145 - timing_s/old_log_prob:8.619 - timing_s/adv:0.003 - timing_s/update_actor:62.766 - timing_s/step:107.537 - timing_per_token_ms/gen:1.961 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.991 - perf/total_num_tokens:63344.000 - perf/time_per_step:107.537 - perf/throughput:73.631 - reflection/any_word_frequency:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:278.875 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:278.875 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:278.875 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:278.875 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:278.875 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:278.875 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:278.875 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:278.875 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:278.875 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:278.875 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:278.875 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:278.875 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 28%|██▊ | 55/200 [2:32:12<4:50:50, 120.35s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 8-bit ALU with 5 operations. Shift uses input_b[3] as sign: 0=shift left by b[3:0], 1=shift arithmetic right by ~b[3:0]+1. Bneg is a special comparator. Zero flag on result. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['input_a'] & 0xFF (TaskRunner pid=185828) b = inputs['input_b'] & 0xFF (TaskRunner pid=185828) op = inputs['OP'] & 0x7 (TaskRunner pid=185828) (TaskRunner pid=185828) if op == 0b010: (TaskRunner pid=185828) out = 1 if (a & 0x80) == 0 else 0 (TaskRunner pid=185828) elif op == 0b011: (TaskRunner pid=185828) out = (~(a | b)) & 0xFF (TaskRunner pid=185828) elif op == 0b100: (TaskRunner pid=185828) sh = b & 0xF (TaskRunner pid=185828) out = (a << sh) & 0xFF (TaskRunner pid=185828) elif op == 0b101: (TaskRunner pid=185828) sh = (~b + 1) & 0xF (TaskRunner pid=185828) out = (a >> sh) & 0xFF (TaskRunner pid=185828) else: (TaskRunner pid=185828) out = b (TaskRunner pid=185828) (TaskRunner pid=185828) zero = 1 if out == 0 else 0 (TaskRunner pid=185828) return {'out': out & 0xFF, 'zero': zero} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:56 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:7752.000 - global_seqlen/max:11792.000 - global_seqlen/minmax_diff:4040.000 - global_seqlen/balanced_min:9457.000 - global_seqlen/balanced_max:9474.000 - global_seqlen/mean:9463.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.861 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:362.672 - response_length/max:931.000 - response_length/min:117.000 - response_length/clip_ratio:0.000 - prompt_length/mean:820.250 - prompt_length/max:973.000 - prompt_length/min:695.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:48.252 - timing_s/reward:1.229 - timing_s/old_log_prob:8.976 - timing_s/adv:0.003 - timing_s/update_actor:64.384 - timing_s/step:122.852 - timing_per_token_ms/gen:2.079 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.850 - perf/total_num_tokens:75707.000 - perf/time_per_step:122.852 - perf/throughput:77.031 - reflection/any_word_frequency:7.000 - reflection/with_length_mean:409.429 - reflection/without_length_mean:356.930 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:477.000 - reflection_verify/without_verify_length_mean:360.857 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:342.333 - reflection_check/without_check_length_mean:363.672 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:362.672 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:518.000 - reflection_however/without_however_length_mean:360.206 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:362.672 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:362.672 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:510.000 - reflection_correct/without_correct_length_mean:360.333 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:362.672 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:334.000 - reflection_adjust/without_adjust_length_mean:363.127 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:362.672 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:362.672 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:362.672 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:302.000 - language_mix/without_length_mean:363.635 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 28%|██▊ | 56/200 [2:34:15<4:50:41, 121.12s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 8-bit CLA: block generate/propagate. P[i]=a[i]^b[i], G[i]=a[i]&b[i]. Block P = P7 & (G6|P5&G4|(G3|P2&G1|P0&G0)). Block G = G7|P6&G5|(P5&G4)|(P4&G3)|(P3&G2)|(P2&G1)|(P1&G0)|(P0&c_in? No). Use standard group: PG = G7|P6&G5|P6&P5&G4|P6&P5&P4&G3|P6&P5&P4&P3&G2|P6&P5&P4&P3&P2&G1|P6&P5&P4&P3&P2&P1&G0|P6&P5&P4&P3&P2&P1&P0&c0. But c0 is carried in as extra. Simulate carries: cin list = [c0]+..., compute carry array by lookahead tree. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['a'] & 0xFF (TaskRunner pid=185828) b = inputs['b'] & 0xFF (TaskRunner pid=185828) g_in = inputs['g'] & 0xFF (TaskRunner pid=185828) p_in = inputs['p'] & 0xFF (TaskRunner pid=185828) c0 = inputs['c0'] & 1 (TaskRunner pid=185828) ci = [c0]*9 (TaskRunner pid=185828) for i in range(8): (TaskRunner pid=185828) ai = (a >> i) & 1 (TaskRunner pid=185828) bi = (b >> i) & 1 (TaskRunner pid=185828) # use block P/G overrides individual (TaskRunner pid=185828) gp = (p_in >> i) & 1 (TaskRunner pid=185828) gg = (g_in >> i) & 1 (TaskRunner pid=185828) if gp: (TaskRunner pid=185828) ci[i+1] = gg or ci[i] (TaskRunner pid=185828) else: (TaskRunner pid=185828) ci[i+1] = ci[i] (TaskRunner pid=185828) s = 0 (TaskRunner pid=185828) for i in range(8): (TaskRunner pid=185828) ai = (a >> i) & 1 (TaskRunner pid=185828) bi = (b >> i) & 1 (TaskRunner pid=185828) s |= ((ai ^ bi) ^ ci[i]) << i (TaskRunner pid=185828) P = 1 (TaskRunner pid=185828) G = 0 (TaskRunner pid=185828) carry_prev = 0 (TaskRunner pid=185828) for i in range(8): (TaskRunner pid=185828) gp = (p_in >> i) & 1 (TaskRunner pid=185828) gg = (g_in >> i) & 1 (TaskRunner pid=185828) carry_out = gg or (gp and carry_prev) (TaskRunner pid=185828) if i < 7: (TaskRunner pid=185828) block_p = (p_in >> (i+1)) & 1 (TaskRunner pid=185828) block_g = 1 if (block_p and gg) else 0 (TaskRunner pid=185828) if block_p: (TaskRunner pid=185828) P_block = gg or P_block (TaskRunner pid=185828) G_block = gg or (P_block and block_g) (TaskRunner pid=185828) else: (TaskRunner pid=185828) P_block = block_g (TaskRunner pid=185828) G_block = block_g (TaskRunner pid=185828) return {'S': s & 0xFF, 'G': G & 1, 'P': P & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:57 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4655.000 - global_seqlen/max:10542.000 - global_seqlen/minmax_diff:5887.000 - global_seqlen/balanced_min:7031.000 - global_seqlen/balanced_max:7102.000 - global_seqlen/mean:7048.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.879 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:268.594 - response_length/max:819.000 - response_length/min:90.000 - response_length/clip_ratio:0.000 - prompt_length/mean:612.500 - prompt_length/max:765.000 - prompt_length/min:479.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:43.496 - timing_s/reward:1.219 - timing_s/old_log_prob:8.978 - timing_s/adv:0.003 - timing_s/update_actor:63.767 - timing_s/step:117.472 - timing_per_token_ms/gen:2.530 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.131 - perf/total_num_tokens:56390.000 - perf/time_per_step:117.472 - perf/throughput:60.004 - reflection/any_word_frequency:11.000 - reflection/with_length_mean:350.375 - reflection/without_length_mean:256.911 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:268.594 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:315.000 - reflection_check/without_check_length_mean:267.097 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:268.594 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:819.000 - reflection_however/without_however_length_mean:259.857 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:268.594 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:197.000 - reflection_wait/without_wait_length_mean:269.730 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:268.594 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:268.594 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:7.000 - reflection_adjust/with_adjust_length_mean:289.250 - reflection_adjust/without_adjust_length_mean:267.217 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:268.594 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:268.594 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:268.594 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 28%|██▊ | 57/200 [2:36:12<4:46:06, 120.05s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Karatsuba for 8-bit: split into high/low 4-bit halves. (TaskRunner pid=185828) A = A1*2^4 + A0, B = B1*2^4 + B0. (TaskRunner pid=185828) z2 = A1*B1 (high part) (TaskRunner pid=185828) z0 = A0*B0 (low part) (TaskRunner pid=185828) z1 = (A1+A0)*(B1+B0) - z2 - z0 (middle, needs 9-bit to avoid overflow before subtraction) (TaskRunner pid=185828) Result = z2<<12 | (z1<<4) | z0, masked to 16 bits. (TaskRunner pid=185828) All operations in Python are arbitrary precision; mask to correct bit widths. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) A = inputs['A'] & 0xFF (TaskRunner pid=185828) B = inputs['B'] & 0xFF (TaskRunner pid=185828) A0 = A & 0xF; A1 = (A >> 4) & 0xF (TaskRunner pid=185828) B0 = B & 0xF; B1 = (B >> 4) & 0xF (TaskRunner pid=185828) z2 = (A1 & 0xF) * (B1 & 0xF) (TaskRunner pid=185828) z0 = (A0 & 0xF) * (B0 & 0xF) (TaskRunner pid=185828) a_sum = (A1 & 0xF) ^ (A0 & 0xF) (TaskRunner pid=185828) b_sum = (B1 & 0xF) ^ (B0 & 0xF) (TaskRunner pid=185828) # Karatsuba middle: (A1+A0)*(B1+B0) - z2 - z0 (use OR for addition in GF(2^4)) (TaskRunner pid=185828) s_prod = (a_sum & 0xF) * (b_sum & 0xF) (TaskRunner pid=185828) z1 = (s_prod - z2 - z0) & 0x1FF (TaskRunner pid=185828) C = ((z2 & 0xF) << 12) | ((z1 & 0x1FF) << 4) | (z0 & 0xF) (TaskRunner pid=185828) return {'C': C & 0xFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:58 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4893.000 - global_seqlen/max:10038.000 - global_seqlen/minmax_diff:5145.000 - global_seqlen/balanced_min:7438.000 - global_seqlen/balanced_max:7449.000 - global_seqlen/mean:7443.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.859 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:295.703 - response_length/max:953.000 - response_length/min:98.000 - response_length/clip_ratio:0.000 - prompt_length/mean:634.750 - prompt_length/max:783.000 - prompt_length/min:474.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:49.160 - timing_s/reward:1.169 - timing_s/old_log_prob:8.601 - timing_s/adv:0.003 - timing_s/update_actor:60.817 - timing_s/step:119.758 - timing_per_token_ms/gen:2.598 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.021 - perf/total_num_tokens:59549.000 - perf/time_per_step:119.758 - perf/throughput:62.156 - reflection/any_word_frequency:8.000 - reflection/with_length_mean:448.833 - reflection/without_length_mean:279.862 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:295.703 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:295.703 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:295.703 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:953.000 - reflection_however/without_however_length_mean:285.270 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:223.000 - reflection_reflect/without_reflect_length_mean:296.857 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:795.000 - reflection_wait/without_wait_length_mean:279.597 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:349.500 - reflection_correct/without_correct_length_mean:293.968 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:295.703 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:295.703 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:295.703 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:295.703 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:1.000 - reflection_yet/with_yet_length_mean:181.000 - reflection_yet/without_yet_length_mean:297.524 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:0.000 - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:458.000 - language_mix/without_length_mean:293.127 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 29%|██▉ | 58/200 [2:38:12<4:43:58, 119.99s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Decoding a 32-bit RISC-V instruction requires: (TaskRunner pid=185828) 1. Extract opcode from bits[6:2] (TaskRunner pid=185828) 2. Extract funct3 from bits[14:12] (TaskRunner pid=185828) 3. Extract funct7 from bits[31:25] (TaskRunner pid=185828) 4. Extract register fields rs1[19:15], rs2[24:20], rd[11:7] (TaskRunner pid=185828) 5. Decode 6 immediate formats (types I,S,B,U,J for 11,12,13,26,27 values; temb for others) (TaskRunner pid=185828) 6. Build control signals via opcode table: (TaskRunner pid=185828) - 0000011: load=1 (TaskRunner pid=185828) - 0100011: store=1 (TaskRunner pid=185828) - 1100011: branch=1 (TaskRunner pid=185828) - 1100111: jalr=1 (TaskRunner pid=185828) - 1101111: jal=1 (TaskRunner pid=185828) - 0110111: lui/auipc (TaskRunner pid=185828) - funct3=0110: lui=1 (TaskRunner pid=185828) - funct3=0010: auipc=1 (TaskRunner pid=185828) - 0010011: op_imm/rop/shift (TaskRunner pid=185828) - funct3 in [0,4]: op_imm=1 (TaskRunner pid=185828) - funct3=5,7: shift (TaskRunner pid=185828) - 0110011: rop/rshft (TaskRunner pid=185828) - funct3=0: system=1 (TaskRunner pid=185828) - funct3 in [1-7] and rd! 륋z: op=1, rd=z: op=0 (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) ir = inputs['IR'] & 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) # Field extraction (TaskRunner pid=185828) opcode = (ir >> 2) & 0x7F (TaskRunner pid=185828) funct3 = (ir >> 12) & 0x7 (TaskRunner pid=185828) funct7 = (ir >> 25) & 0x7F (TaskRunner pid=185828) rs1 = (ir >> 15) & 0x1F (TaskRunner pid=185828) rs2 = (ir >> 20) & 0x1F (TaskRunner pid=185828) rd = (ir >> 7) & 0x1F (TaskRunner pid=185828) (TaskRunner pid=185828) def imm_i(ir): (TaskRunner pid=185828) imm = (ir >> 20) & 0xFFFF (TaskRunner pid=185828) return (imm << 12) | ((imm & 0x800) << 1) | ((imm & 0x400) << 11) (TaskRunner pid=185828) (TaskRunner pid=185828) def imm_s(ir): (TaskRunner pid=185828) imm = (ir >> 25) & 0x1F (TaskRunner pid=185828) imm = (ir >> 16) & 0xFF (TaskRunner pid=185828) imm |= (ir & 0x3FF) (TaskRunner pid=185828) return ((imm & 0xFFF) << 12) | ((imm & 0x1000) << 4) | ((imm & 0x800) << 1) (TaskRunner pid=185828) (TaskRunner pid=185828) def imm_b(ir): (TaskRunner pid=185828) imm = (ir >> 13) & 0x1 (TaskRunner pid=185828) imm |= (ir >> 12) & 0x3 << 1 (TaskRunner pid=185828) imm |= (ir >> 25) & 0x7F << 5 (TaskRunner pid=185828) imm |= (ir >> 21) & 0xF << 12 (TaskRunner pid=185828) imm |= (ir >> 7) & 0xFF << 18 (TaskRunner pid=185828) imm |= (ir >> 31) & 0x1 << 21 (TaskRunner pid=185828) imm |= 0xFFFE00000000 (TaskRunner pid=185828) return imm & 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) def imm_u(ir): (TaskRunner pid=185828) imm = ir & 0xFFFFF000 (TaskRunner pid=185828) return imm & 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) def imm_j(ir): (TaskRunner pid=185828) imm = (ir >> 20) & 0xFFFF (TaskRunner pid=185828) imm |= (ir & 0xF) << 12 (TaskRunner pid=185828) imm |= 0xFFFFF0000000 (TaskRunner pid=185828) return imm & 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) i_imm = imm_i(ir) (TaskRunner pid=185828) s_imm = imm_s(ir) (TaskRunner pid=185828) b_imm = imm_b(ir) (TaskRunner pid=185828) u_imm = imm_u(ir) (TaskRunner pid=185828) j_imm = imm_j(ir) (TaskRunner pid=185828) (TaskRunner pid=185828) load = 1 if opcode == 0b0000011 else 0 (TaskRunner pid=185828) store = 1 if opcode == 0b0100011 else 0 (TaskRunner pid=185828) branch = 1 if opcode == 0b1100011 else 0 (TaskRunner pid=185828) jalr = 1 if opcode == 0b1100111 else 0 (TaskRunner pid=185828) jal = 1 if opcode == 0b1101111 else 0 (TaskRunner pid=185828) lui = 1 if opcode == 0b0110111 and funct3 == 0b0110 else 0 (TaskRunner pid=185828) auipc = 1 if opcode == 0b0110111 and funct3 == 0b0010 else 0 (TaskRunner pid=185828) op_imm_base = opcode == 0b0010011 (TaskRunner pid=185828) op_imm = (op_imm_base and funct3 <= 4) or (funct3 == 5 or funct3 == 7) (TaskRunner pid=185828) rop_base = opcode == 0b0110011 (TaskRunner pid=185828) system = (rop_base and funct3 == 0) or (opcode == 0b1110011) (TaskRunner pid=185828) op = (rop_base and funct3 >= 1 and funct3 <= 7 and rd != 0) (TaskRunner pid=185828) (TaskRunner pid=185828) return { (TaskRunner pid=185828) 'funct3': funct3, 'funct7': funct7, (TaskRunner pid=185828) 'rs1': rs1, 'rs2': rs2, 'rd': rd, (TaskRunner pid=185828) 'i_imm': i_imm, 's_imm': s_imm, 'b_imm': b_imm, (TaskRunner pid=185828) 'u_imm': u_imm, 'j_imm': j_imm, (TaskRunner pid=185828) 'load': load, 'store': store, 'branch': branch, (TaskRunner pid=185828) 'jalr': jalr, 'jal': jal, 'lui': lui, 'auipc': auipc, (TaskRunner pid=185828) 'op_imm': op_imm, 'op': op, 'system': system (TaskRunner pid=185828) } (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:59 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5289.000 - global_seqlen/max:16336.000 - global_seqlen/minmax_diff:11047.000 - global_seqlen/balanced_min:9147.000 - global_seqlen/balanced_max:9249.000 - global_seqlen/mean:9173.875 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.870 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:393.859 - response_length/max:1394.000 - response_length/min:101.000 - response_length/clip_ratio:0.000 - prompt_length/mean:752.875 - prompt_length/max:1053.000 - prompt_length/min:546.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:70.097 - timing_s/reward:1.242 - timing_s/old_log_prob:8.810 - timing_s/adv:0.003 - timing_s/update_actor:64.004 - timing_s/step:144.165 - timing_per_token_ms/gen:2.781 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.872 - perf/total_num_tokens:73391.000 - perf/time_per_step:144.165 - perf/throughput:63.635 - reflection/any_word_frequency:8.000 - reflection/with_length_mean:539.000 - reflection/without_length_mean:386.721 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:393.859 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:5.000 - reflection_check/with_check_length_mean:539.000 - reflection_check/without_check_length_mean:386.721 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:393.859 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:393.859 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:393.859 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:393.859 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:1159.000 - reflection_correct/without_correct_length_mean:381.714 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:393.859 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:393.859 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:393.859 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:393.859 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:393.859 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:228.000 - language_mix/without_length_mean:396.492 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 30%|██▉ | 59/200 [2:40:36<4:59:04, 127.26s/it] (WorkerDict pid=187143) /usr/local/lib/python3.12/dist-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. (WorkerDict pid=187143) return func(*args, **kwargs) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) DRAM-like memory: write enables; read always (through-put mode). (TaskRunner pid=185828) On rising edge: if WEn, update DRAM at address. (TaskRunner pid=185828) Output: match -> use stored rd_ (coalesced), no-match -> pass through rd. (TaskRunner pid=185828) We track prev_addr and prev_w在职. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.dram = {} (TaskRunner pid=185828) self.prev_rd_ = 0 (TaskRunner pid=185828) self.prev_addr = None (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) clk = inputs['clk'] & 1 (TaskRunner pid=185828) WEn = inputs['WEn'] & 1 (TaskRunner pid=185828) adr = inputs['adr'] & 0xFFFFFFFF (TaskRunner pid=185828) if clk == 1: (TaskRunner pid=185828) if WEn: (TaskRunner pid=185828) self.dram[adr] = inputs['wdin'] & 0xFFFFFFFF (TaskRunner pid=185828) if inputs['WEn'] == 1 or self.prev_addr == adr: (TaskRunner pid=185828) self.prev_rd_ = self.dram.get(adr, 0) (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.prev_rd_ = inputs['rd'] & 0xFFFFFFFF (TaskRunner pid=185828) self.prev_addr = adr (TaskRunner pid=185828) return {'rd_': self.prev_rd_} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) local_global_step_folder: /data/save/python/global_step_60 (WorkerDict pid=187467) [rank-2]: Saving model to /data/save/python/global_step_60/actor/model_world_size_8_rank_2.pt (WorkerDict pid=187467) [rank-2]: Saving checkpoint to /data/save/python/global_step_60/actor/model_world_size_8_rank_2.pt (WorkerDict pid=187467) [rank-2]: Saving extra_state to /data/save/python/global_step_60/actor/extra_state_world_size_8_rank_2.pt (WorkerDict pid=187143) (TaskRunner pid=185828) step:60 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5859.000 - global_seqlen/max:10338.000 - global_seqlen/minmax_diff:4479.000 - global_seqlen/balanced_min:8031.000 - global_seqlen/balanced_max:8048.000 - global_seqlen/mean:8038.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.893 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:308.844 - response_length/max:864.000 - response_length/min:27.000 - response_length/clip_ratio:0.000 - prompt_length/mean:696.000 - prompt_length/max:889.000 - prompt_length/min:552.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:45.097 - timing_s/reward:1.187 - timing_s/old_log_prob:8.592 - timing_s/adv:0.003 - timing_s/update_actor:61.769 - timing_s/save_checkpoint:14.716 - timing_s/step:131.373 - timing_per_token_ms/gen:2.282 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.960 - perf/total_num_tokens:64310.000 - perf/time_per_step:131.373 - perf/throughput:61.190 - reflection/any_word_frequency:18.000 - reflection/with_length_mean:353.250 - reflection/without_length_mean:298.596 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:308.844 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:6.000 - reflection_check/with_check_length_mean:380.600 - reflection_check/without_check_length_mean:302.763 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:308.844 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:864.000 - reflection_however/without_however_length_mean:300.032 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:308.844 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:308.844 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:713.000 - reflection_correct/without_correct_length_mean:295.806 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:308.844 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:9.000 - reflection_adjust/with_adjust_length_mean:295.667 - reflection_adjust/without_adjust_length_mean:310.207 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:308.844 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:308.844 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:308.844 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:267.000 - language_mix/without_length_mean:309.508 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 30%|███ | 60/200 [2:42:48<4:59:51, 128.51s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (WorkerDict pid=187470) [rank-5]: Saving model to /data/save/python/global_step_60/actor/model_world_size_8_rank_5.pt [repeated 7x across cluster] (WorkerDict pid=187470) [rank-5]: Saving checkpoint to /data/save/python/global_step_60/actor/model_world_size_8_rank_5.pt [repeated 7x across cluster] (WorkerDict pid=187470) [rank-5]: Saving extra_state to /data/save/python/global_step_60/actor/extra_state_world_size_8_rank_5.pt [repeated 7x across cluster] (TaskRunner pid=185828) 2-to-1 mux with constant output: (TaskRunner pid=185828) - RegDst=0 -> Instr15_11 (TaskRunner pid=185828) - RegDst=1 -> Instr25_21 (TaskRunner pid=185828) - RegDst=2 -> 0x1F (all 5 bits set) (TaskRunner pid=185828) - RegDst=3 -> default Instr15_11 (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) rdst = inputs.get('RegDst', 0) & 0x3 (TaskRunner pid=185828) if rdst == 0: (TaskRunner pid=185828) Write_Reg = inputs.get('Instr15_11', 0) & 0x1F (TaskRunner pid=185828) elif rdst == 1: (TaskRunner pid=185828) Write_Reg = inputs.get('Instr25_21', 0) & 0x1F (TaskRunner pid=185828) elif rdst == 2: (TaskRunner pid=185828) Write_Reg = 0x1F # 5'b11111 (TaskRunner pid=185828) else: (TaskRunner pid=185828) Write_Reg = inputs.get('Instr15_11', 0) & 0x1F (TaskRunner pid=185828) return {'Write_Reg': Write_Reg} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:61 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5669.000 - global_seqlen/max:12978.000 - global_seqlen/minmax_diff:7309.000 - global_seqlen/balanced_min:8828.000 - global_seqlen/balanced_max:8840.000 - global_seqlen/mean:8832.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:233.731 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:389.312 - response_length/max:964.000 - response_length/min:142.000 - response_length/clip_ratio:0.000 - prompt_length/mean:714.750 - prompt_length/max:1171.000 - prompt_length/min:524.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:48.619 - timing_s/reward:1.203 - timing_s/old_log_prob:8.549 - timing_s/adv:0.002 - timing_s/update_actor:61.475 - timing_s/step:119.856 - timing_per_token_ms/gen:1.951 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.870 - perf/total_num_tokens:70660.000 - perf/time_per_step:119.856 - perf/throughput:73.692 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:654.333 - reflection/without_length_mean:376.279 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:389.312 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:389.312 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:2.000 - reflection_confirm/with_confirm_length_mean:354.000 - reflection_confirm/without_confirm_length_mean:389.873 - reflection_confirm/with_confirm_correct_ratio:0.000 - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:0.000 - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:389.312 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:389.312 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:964.000 - reflection_wait/without_wait_length_mean:380.190 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:645.000 - reflection_correct/without_correct_length_mean:385.254 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:389.312 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:389.312 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:389.312 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:389.312 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:389.312 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:495.000 - language_mix/without_length_mean:387.635 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 30%|███ | 61/200 [2:44:48<4:51:45, 125.94s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 31%|███ | 62/200 [2:46:53<4:49:30, 125.87s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Clock divide by 6: counter 0..5, toggle output at half period (count==2 or 3). Reset output and counter when pixel_en=0. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.counter = 0 (TaskRunner pid=185828) self.clk_out = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if not inputs['pixel_en']: (TaskRunner pid=185828) self.counter = 0 (TaskRunner pid=185828) self.clk_out = 0 (TaskRunner pid=185828) return {'clock_lcd': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) if self.counter == 2 or self.counter == 3: (TaskRunner pid=185828) self.clk_out ^= 1 (TaskRunner pid=185828) self.counter = (self.counter + 1) % 6 (TaskRunner pid=185828) (TaskRunner pid=185828) return {'clock_lcd': self.clk_out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:62 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5987.000 - global_seqlen/max:14123.000 - global_seqlen/minmax_diff:8136.000 - global_seqlen/balanced_min:8626.000 - global_seqlen/balanced_max:8631.000 - global_seqlen/mean:8628.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.993 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:409.766 - response_length/max:1069.000 - response_length/min:145.000 - response_length/clip_ratio:0.000 - prompt_length/mean:668.750 - prompt_length/max:1119.000 - prompt_length/min:526.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:54.855 - timing_s/reward:1.194 - timing_s/old_log_prob:8.468 - timing_s/adv:0.003 - timing_s/update_actor:61.122 - timing_s/step:125.650 - timing_per_token_ms/gen:2.092 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.886 - perf/total_num_tokens:69025.000 - perf/time_per_step:125.650 - perf/throughput:68.668 - reflection/any_word_frequency:6.000 - reflection/with_length_mean:383.000 - reflection/without_length_mean:411.550 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:718.000 - reflection_verify/without_verify_length_mean:404.873 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:409.766 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:409.766 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:409.766 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:409.766 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:409.766 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:280.000 - reflection_correct/without_correct_length_mean:413.952 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:409.766 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:2.000 - reflection_adjust/with_adjust_length_mean:254.000 - reflection_adjust/without_adjust_length_mean:412.238 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:409.766 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:409.766 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:409.766 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Binary-to-ternary LUT: convert 4-bit binary (0-15) to 6-bit base-3 representation. (TaskRunner pid=185828) Build a lookup table by converting each integer to base-3 digits. (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule:(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 32%|███▏ | 63/200 [2:49:18<5:00:12, 131.47s/it] (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.lut = [0]*16 (TaskRunner pid=185828) tmp = [] (TaskRunner pid=185828) for i in range(16): (TaskRunner pid=185828) x = i (TaskRunner pid=185828) s = [] (TaskRunner pid=185828) while x: (TaskRunner pid=185828) s.append(x % 3) (TaskRunner pid=185828) x //= 3 (TaskRunner pid=185828) self.lut[i] = (s[0] if s else 0) | (s[1]<<1) if len(s)>1 else 0 | (s[2]<<2) if len(s)>2 else 0 | (s[3]<<3) if len(s)>3 else 0 | (s[4]<<4) if len(s)>4 else 0 | (s[5]<<5) if len(s)>5 else 0 (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) n = inputs['binary_shift_val'] & 0xF (TaskRunner pid=185828) return {'base_3_binary': self.lut[n]} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:63 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6582.000 - global_seqlen/max:17420.000 - global_seqlen/minmax_diff:10838.000 - global_seqlen/balanced_min:9988.000 - global_seqlen/balanced_max:10015.000 - global_seqlen/mean:10000.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.974 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:461.016 - response_length/max:1375.000 - response_length/min:162.000 - response_length/clip_ratio:0.000 - prompt_length/mean:789.000 - prompt_length/max:1432.000 - prompt_length/min:517.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:72.127 - timing_s/reward:1.267 - timing_s/old_log_prob:8.715 - timing_s/adv:0.004 - timing_s/update_actor:62.344 - timing_s/step:144.466 - timing_per_token_ms/gen:2.445 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.779 - perf/total_num_tokens:80001.000 - perf/time_per_step:144.466 - perf/throughput:69.221 - reflection/any_word_frequency:14.000 - reflection/with_length_mean:713.714 - reflection/without_length_mean:429.982 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:574.000 - reflection_verify/without_verify_length_mean:459.222 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:7.000 - reflection_check/with_check_length_mean:799.500 - reflection_check/without_check_length_mean:438.450 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:461.016 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:461.016 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:461.016 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:574.000 - reflection_wait/without_wait_length_mean:459.222 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:787.000 - reflection_correct/without_correct_length_mean:450.500 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:461.016 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:3.000 - reflection_adjust/with_adjust_length_mean:837.000 - reflection_adjust/without_adjust_length_mean:448.887 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:461.016 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:461.016 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:461.016 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Clock divider: 32-bit counter increments each clk cycle. Reset sets counter to clk (likely 0 or a specific value). Clk_CPU muxes between counter bit 24 (slow div) and bit 2 (fast div) based on SW2. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) clk = inputs.get('clk', 0) & 1 (TaskRunner pid=185828) rst = inputs.get('rst', 0) & 1(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 32%|███▏ | 64/200 [2:52:19<5:31:35, 146.29s/it] (TaskRunner pid=185828) sw2 = inputs.get('SW2', 0) & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if rst: (TaskRunner pid=185828) self.cnt = clk & 0xFFFFFFFF (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.cnt = (self.cnt + 1) & 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) clk_cpu = (self.cnt >> 24) & 1 if sw2 else (self.cnt >> 2) & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) return { (TaskRunner pid=185828) 'clkdiv': self.cnt, (TaskRunner pid=185828) 'Clk_CPU': clk_cpu (TaskRunner pid=185828) } (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:64 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5853.000 - global_seqlen/max:12660.000 - global_seqlen/minmax_diff:6807.000 - global_seqlen/balanced_min:8796.000 - global_seqlen/balanced_max:9523.000 - global_seqlen/mean:8937.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.968 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:436.906 - response_length/max:2100.000 - response_length/min:154.000 - response_length/clip_ratio:0.000 - prompt_length/mean:680.250 - prompt_length/max:882.000 - prompt_length/min:536.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:106.557 - timing_s/reward:1.194 - timing_s/old_log_prob:8.591 - timing_s/adv:0.003 - timing_s/update_actor:64.428 - timing_s/step:180.781 - timing_per_token_ms/gen:3.811 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.901 - perf/total_num_tokens:71498.000 - perf/time_per_step:180.781 - perf/throughput:49.437 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:403.000 - reflection/without_length_mean:438.574 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:436.906 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:339.000 - reflection_check/without_check_length_mean:438.460 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:436.906 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:436.906 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:436.906 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:436.906 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:680.000 - reflection_correct/without_correct_length_mean:433.048 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:436.906 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:190.000 - reflection_adjust/without_adjust_length_mean:440.825 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:436.906 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:436.906 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:436.906 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) VGA 640x480 timing sync generator. Active video region: x=0..639, y=0..479. H-sweep 0..1592, V-sweep 0..519. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) h_count = inputs['h_count'] & 0x3FF (TaskRunner pid=185828) v_count = inputs['v_count'] & 0x3FF (TaskRunner pid=185828) (TaskRunner pid=185828) x_loc = h_count if h_count < 640 else 0 (TaskRunner pid=185828) y_loc = v_count if v_count < 480 else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) h_sync = 1 if (640 <= h_count < 656) or (832 <= h_count < 1024) else 0(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 32%|███▎ | 65/200 [2:54:37<5:23:57, 143.98s/it] (TaskRunner pid=185828) v_sync = 1 if (480 <= v_count < 490) or (525 <= v_count < 528) else 0 (TaskRunner pid=185828) video_on = 1 if (h_count < 640) and (v_count < 480) else 0 (TaskRunner pid=185828) animate = 1 if (h_count == 1592) and (v_count == 519) else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) return {'x_loc': x_loc, 'y_loc': y_loc, 'h_sync': h_sync, 'v_sync': v_sync, (TaskRunner pid=185828) 'video_on': video_on, 'animate': animate} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:65 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5665.000 - global_seqlen/max:14879.000 - global_seqlen/minmax_diff:9214.000 - global_seqlen/balanced_min:9026.000 - global_seqlen/balanced_max:9091.000 - global_seqlen/mean:9044.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.027 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:414.891 - response_length/max:1223.000 - response_length/min:137.000 - response_length/clip_ratio:0.000 - prompt_length/mean:715.625 - prompt_length/max:895.000 - prompt_length/min:543.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:62.755 - timing_s/reward:1.195 - timing_s/old_log_prob:8.803 - timing_s/adv:0.003 - timing_s/update_actor:65.755 - timing_s/step:138.521 - timing_per_token_ms/gen:2.363 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.909 - perf/total_num_tokens:72353.000 - perf/time_per_step:138.521 - perf/throughput:65.291 - reflection/any_word_frequency:2.000 - reflection/with_length_mean:378.500 - reflection/without_length_mean:416.065 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:414.891 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:378.500 - reflection_check/without_check_length_mean:416.065 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:414.891 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:414.891 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:414.891 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:414.891 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:414.891 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:414.891 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:414.891 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:414.891 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:414.891 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:414.891 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:473.000 - language_mix/without_length_mean:413.968 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) RS232 Tx: latch data when tx_datain_ready, then shift out 10 bits (start=0 + 8 data LSB-first + stop=1) using a baud accumulator counter. State:Idle(0), Shift(1). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.state = 0 # 0=Idle, 1=Shift (TaskRunner pid=185828) self.shift_reg = 0 # holds {stop, data, start} (TaskRunner pid=185828) self.bit_count = 0 (TaskRunner pid=185828) self.baud_count = 0 (TaskRunner pid=185828) self.BAUD_MAX = 1000 # configurable; adjust to actual baud vs clock (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict:(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) clock = inputs['clock'] (TaskRunner pid=185828) reset_neg = inputs['reset_neg'] (TaskRunner pid=185828) datain_ready = inputs['tx_datain_ready'] (TaskRunner pid=185828) proc_done = inputs['Present_Processing_Completed'] (TaskRunner pid=185828) d_in = inputs['tx_datain'] & 0xFF (TaskRunner pid=185828) (TaskRunner pid=185828) if reset_neg == 0: (TaskRunner pid=185828) self.state = 0 (TaskRunner pid=185828) self.shift_reg = 0 (TaskRunner pid=185828) self.bit_count = 0 (TaskRunner pid=185828) self.baud_count = 0 (TaskRunner pid=185828) return {'tx_transmitter': 1, 'tx_transmitter_valid': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) out = 1 # idle high (TaskRunner pid=185828) valid = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) if self.state == 0: # Idle – wait for data (TaskRunner pid=185828) if datain_ready: (TaskRunner pid=185828) self.state = 1 (TaskRunner pid=185828) self.shift_reg = (1 << 9) | (d_in & 0xFF) | (0 << 1) # stop|data|start (TaskRunner pid=185828) self.bit_count = 0 (TaskRunner pid=185828) self.baud_count = 0 (TaskRunner pid=185828) valid = 1 (TaskRunner pid=185828) out = 0 # start bit (TaskRunner pid=185828) (TaskRunner pid=185828) elif self.state == 1: # Shifting (TaskRunner pid=185828) self.baud_count += 1 (TaskRunner pid=185828) if self.baud_count >= self.BAUD_MAX: (TaskRunner pid=185828) self.baud_count = 0 (TaskRunner pid=185828) out = (self.shift_reg >> self.bit_count) & 1 (TaskRunner pid=185828) self.bit_count += 1 (TaskRunner pid=185828) if self.bit_count >= 10: (TaskRunner pid=185828) self.state = 0 (TaskRunner pid=185828) out = 1 (TaskRunner pid=185828) valid = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) return {'tx_transmitter': out, 'tx_transmitter_valid': valid} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:66 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5805.000 - global_seqlen/max:17718.000 - global_seqlen/minmax_diff:11913.000 - global_seqlen/balanced_min:9108.000 - global_seqlen/balanced_max:9182.000 - global_seqlen/mean:9133.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.967 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:360.828 - response_length/max:971.000 - response_length/min:123.000 - response_length/clip_ratio:0.000 - prompt_length/mean:780.875 - prompt_length/max:1712.000 - prompt_length/min:569.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:50.998 - timing_s/reward:1.168 - timing_s/old_log_prob:8.576 - timing_s/adv:0.003 - timing_s/update_actor:64.191 - timing_s/step:124.944 - timing_per_token_ms/gen:2.208 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.878 - perf/total_num_tokens:73069.000 - perf/time_per_step:124.944 - perf/throughput:73.102 - reflection/any_word_frequency:10.000 - reflection/with_length_mean:537.556 - reflection/without_length_mean:331.909 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:360.828 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:333.667 - reflection_check/without_check_length_mean:362.164 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:360.828 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:360.828 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:360.828 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:3.000 - reflection_wait/with_wait_length_mean:701.667 - reflection_wait/without_wait_length_mean:344.066 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:449.000 - reflection_correct/without_correct_length_mean:359.429 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:360.828 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:3.000 - reflection_adjust/with_adjust_length_mean:600.667 - reflection_adjust/without_adjust_length_mean:349.033 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:360.828 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:360.828 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:360.828 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 33%|███▎ | 66/200 [2:56:42<5:08:51, 138.30s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) FSM with 5 states encoded in 3 bits. Y0 is a combinational output based on next state logic; z is based on current state. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.state = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) y = inputs['y'] & 0x7 (TaskRunner pid=185828) x = inputs['x'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) S0 = 0; S1 = 1; S2 = 2; S3 = 3; S4 = 4 (TaskRunner pid=185828) current = y if y <= 4 else S0 (TaskRunner pid=185828) (TaskRunner pid=185828) # Output z: 1 if current state is S3 or S4 (TaskRunner pid=185828) z = 1 if current in (S3, S4) else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) # Compute next state (TaskRunner pid=185828) if current == S0: (TaskRunner pid=185828) next_state = S1 if x else S0 (TaskRunner pid=185828) elif current == S1: (TaskRunner pid=185828) next_state = S4 if x else S1 (TaskRunner pid=185828) elif current == S2: (TaskRunner pid=185828) next_state = S1 if x else S2 (TaskRunner pid=185828) elif current == S3: (TaskRunner pid=185828) next_state = S2 if x else S1 (TaskRunner pid=185828) elif current == S4: (TaskRunner pid=185828) next_state = S4 if x else S3 (TaskRunner pid=185828) else: (TaskRunner pid=185828) next_state = S0 (TaskRunner pid=185828) (TaskRunner pid=185828) # Output Y0: 1 if next state is S1 or S3 (TaskRunner pid=185828) Y0 = 1 if next_state in (S1, S3) else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) self.state = next_state (TaskRunner pid=185828) return {'Y0': Y0, 'z': z} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:67 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6368.000 - global_seqlen/max:9765.000 - global_seqlen/minmax_diff:3397.000 - global_seqlen/balanced_min:7998.000 - global_seqlen/balanced_max:8005.000 - global_seqlen/mean:8001.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.061 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:356.062 - response_length/max:953.000 - response_length/min:102.000 - response_length/clip_ratio:0.000 - prompt_length/mean:644.125 - prompt_length/max:810.000 - prompt_length/min:511.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:49.751 - timing_s/reward:1.172 - timing_s/old_log_prob:8.812 - timing_s/adv:0.003 - timing_s/update_actor:63.476 - timing_s/step:123.221 - timing_per_token_ms/gen:2.183 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.992 - perf/total_num_tokens:64012.000 - perf/time_per_step:123.221 - perf/throughput:64.936 - reflection/any_word_frequency:14.000 - reflection/with_length_mean:506.636 - reflection/without_length_mean:324.811 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:356.062 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:5.000 - reflection_check/with_check_length_mean:361.000 - reflection_check/without_check_length_mean:355.820 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:356.062 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:2.000 - reflection_however/with_however_length_mean:467.500 - reflection_however/without_however_length_mean:352.468 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:356.062 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:3.000 - reflection_wait/with_wait_length_mean:623.000 - reflection_wait/without_wait_length_mean:342.934 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:506.000 - reflection_correct/without_correct_length_mean:351.226 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:356.062 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:2.000 - reflection_adjust/with_adjust_length_mean:535.000 - reflection_adjust/without_adjust_length_mean:350.290 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:356.062 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:356.062 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:356.062 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:568.000 - language_mix/without_length_mean:349.226 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 34%|███▎ | 67/200 [2:58:46<4:56:34, 133.80s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Multiplexers are simple combinational circuits with no state. (TaskRunner pid=185828) For MUX2: if select==0 output in1, else output in2. (TaskRunner pid=185828) For MUX4: use a 2-bit select to choose among 4 inputs. (TaskRunner pid=185828) In Python, we use parameters (constructor args) for data_width and mask to that width. (TaskRunner pid=185828) No bit truncation is strictly necessary in Python but we'll mask to the specified width. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self, data_width=8): (TaskRunner pid=185828) self.data_width = data_width (TaskRunner pid=185828) self.mask = (1 << data_width) - 1 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) # MUX2 (TaskRunner pid=185828) sel = inputs['select_in'] & 1 (TaskRunner pid=185828) src = inputs['mux_in_2'] if sel else inputs['mux_in_1'] (TaskRunner pid=185828) out2 = src & self.mask (TaskRunner pid=185828) (TaskRunner pid=185828) # MUX4 (TaskRunner pid=185828) sel2 = inputs['select_in'] & 0x3 (TaskRunner pid=185828) if sel2 == 0: (TaskRunner pid=185828) out4 = inputs['mux_in_1'] & self.mask (TaskRunner pid=185828) elif sel2 == 1: (TaskRunner pid=185828) out4 = inputs['mux_in_2'] & self.mask (TaskRunner pid=185828) elif sel2 == 2: (TaskRunner pid=185828) out4 = inputs['mux_in_3'] & self.mask (TaskRunner pid=185828) else: (TaskRunner pid=185828) out4 = inputs['mux_in_4'] & self.mask (TaskRunner pid=185828) (TaskRunner pid=185828) return {'mux_result': out4} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:68 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:7584.000 - global_seqlen/max:9652.000 - global_seqlen/minmax_diff:2068.000 - global_seqlen/balanced_min:8135.000 - global_seqlen/balanced_max:8684.000 - global_seqlen/mean:8251.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.005 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:355.375 - response_length/max:1609.000 - response_length/min:138.000 - response_length/clip_ratio:0.000 - prompt_length/mean:676.000 - prompt_length/max:860.000 - prompt_length/min:538.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:83.123 - timing_s/reward:1.208 - timing_s/old_log_prob:9.025 - timing_s/adv:0.003 - timing_s/update_actor:65.221 - timing_s/step:158.589 - timing_per_token_ms/gen:3.655 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.988 - perf/total_num_tokens:66008.000 - perf/time_per_step:158.589 - perf/throughput:52.027 - reflection/any_word_frequency:14.000 - reflection/with_length_mean:453.500 - reflection/without_length_mean:337.204 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:355.375 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:12.000 - reflection_check/with_check_length_mean:453.500 - reflection_check/without_check_length_mean:337.204 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:355.375 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:2.000 - reflection_however/with_however_length_mean:1609.000 - reflection_however/without_however_length_mean:335.476 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:355.375 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:355.375 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:355.375 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:355.375 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:355.375 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:355.375 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:355.375 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:355.375 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:536.000 - language_mix/without_length_mean:352.508 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 34%|███▍ | 68/200 [3:01:24<5:10:45, 141.25s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 34%|███▍ | 69/200 [3:03:51<5:12:18, 143.04s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) BCD to 7-seg lookup table. Valid inputs 0-9 map to segment patterns. Invalid inputs 10-15 produce all zeros. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.seg_map = [0x3F, 0x06, 0x5B, 0x4F, 0x66, 0x6D, 0x7D, 0x07, 0x7F, 0x6F] (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) n = inputs['In'] & 0xF (TaskRunner pid=185828) out = self.seg_map[n] if n <= 9 else 0 (TaskRunner pid=185828) return {'S': out & 0x7F} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:69 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5847.000 - global_seqlen/max:11541.000 - global_seqlen/minmax_diff:5694.000 - global_seqlen/balanced_min:8307.000 - global_seqlen/balanced_max:8641.000 - global_seqlen/mean:8369.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.996 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:423.750 - response_length/max:1440.000 - response_length/min:119.000 - response_length/clip_ratio:0.000 - prompt_length/mean:622.375 - prompt_length/max:730.000 - prompt_length/min:544.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:72.065 - timing_s/reward:1.172 - timing_s/old_log_prob:8.616 - timing_s/adv:0.003 - timing_s/update_actor:65.282 - timing_s/step:147.147 - timing_per_token_ms/gen:2.657 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.975 - perf/total_num_tokens:66952.000 - perf/time_per_step:147.147 - perf/throughput:56.875 - reflection/any_word_frequency:10.000 - reflection/with_length_mean:941.333 - reflection/without_length_mean:370.207 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:1093.000 - reflection_verify/without_verify_length_mean:413.127 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:1282.000 - reflection_check/without_check_length_mean:410.127 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:423.750 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:423.750 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:423.750 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:4.000 - reflection_wait/with_wait_length_mean:1131.000 - reflection_wait/without_wait_length_mean:388.967 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:423.750 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:423.750 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:4.000 - reflection_adjust/with_adjust_length_mean:486.500 - reflection_adjust/without_adjust_length_mean:421.726 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:423.750 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:423.750 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:423.750 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 16-bit shifter with 3 modes controlled by 2-bit alufn: 00=left, 01=right-logical, 11=right-arithmetic. (TaskRunner pid=185828) Left: a << b (mask to 16 bits). Right-log: a >> b. Right-arith: sign-extend then shift. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['a'] & 0xFFFF (TaskRunner pid=185828) b = inputs['b'] & 0xF(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 35%|███▌ | 70/200 [3:06:02<5:02:03, 139.41s/it] (TaskRunner pid=185828) alufn = inputs['alufn'] & 0x3 (TaskRunner pid=185828) if alufn == 0: (TaskRunner pid=185828) s = (a << b) & 0xFFFF (TaskRunner pid=185828) elif alufn == 1: (TaskRunner pid=185828) s = (a >> b) & 0xFFFF (TaskRunner pid=185828) else: # arithmetic right (TaskRunner pid=185828) sign = (a >> 15) & 1 (TaskRunner pid=185828) s = (a >> b) (TaskRunner pid=185828) if sign: (TaskRunner pid=185828) mask = ((1 << 16) - 1) ^ ((1 << (16 - b)) - 1) if b != 0 else 0xFFFF (TaskRunner pid=185828) s &= mask (TaskRunner pid=185828) s &= 0xFFFF (TaskRunner pid=185828) return {'s': s} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:70 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4666.000 - global_seqlen/max:11267.000 - global_seqlen/minmax_diff:6601.000 - global_seqlen/balanced_min:7735.000 - global_seqlen/balanced_max:7753.000 - global_seqlen/mean:7743.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.007 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:296.078 - response_length/max:1071.000 - response_length/min:88.000 - response_length/clip_ratio:0.000 - prompt_length/mean:671.875 - prompt_length/max:896.000 - prompt_length/min:475.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:55.245 - timing_s/reward:1.157 - timing_s/old_log_prob:8.748 - timing_s/adv:0.003 - timing_s/update_actor:65.707 - timing_s/step:130.868 - timing_per_token_ms/gen:2.915 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.061 - perf/total_num_tokens:61949.000 - perf/time_per_step:130.868 - perf/throughput:59.171 - reflection/any_word_frequency:7.000 - reflection/with_length_mean:360.714 - reflection/without_length_mean:288.140 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:296.078 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:6.000 - reflection_check/with_check_length_mean:376.167 - reflection_check/without_check_length_mean:287.793 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:296.078 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:296.078 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:296.078 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:296.078 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:268.000 - reflection_correct/without_correct_length_mean:296.524 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:296.078 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:296.078 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:296.078 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:296.078 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:296.078 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Clock generator: toggle every 500ps. Simulate with 1ps timestep. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.clk = 1 (TaskRunner pid=185828) self.counter = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) self.counter += 1 (TaskRunner pid=185828) if self.counter >= 500: (TaskRunner pid=185828) self.counter = 0 (TaskRunner pid=185828) self.clk ^= 1 (TaskRunner pid=185828) return {'clk': self.clk & 1} (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 36%|███▌ | 71/200 [3:07:48<4:38:05, 129.35s/it] (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:71 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5243.000 - global_seqlen/max:10727.000 - global_seqlen/minmax_diff:5484.000 - global_seqlen/balanced_min:7335.000 - global_seqlen/balanced_max:7341.000 - global_seqlen/mean:7338.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.997 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:252.156 - response_length/max:575.000 - response_length/min:100.000 - response_length/clip_ratio:0.000 - prompt_length/mean:665.125 - prompt_length/max:861.000 - prompt_length/min:502.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:31.305 - timing_s/reward:1.167 - timing_s/old_log_prob:8.580 - timing_s/adv:0.003 - timing_s/update_actor:64.737 - timing_s/step:105.801 - timing_per_token_ms/gen:1.940 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.103 - perf/total_num_tokens:58706.000 - perf/time_per_step:105.801 - perf/throughput:69.359 - reflection/any_word_frequency:10.000 - reflection/with_length_mean:290.500 - reflection/without_length_mean:246.679 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:252.156 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:252.156 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:252.156 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:252.156 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:252.156 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:10.000 - reflection_wait/with_wait_length_mean:290.500 - reflection_wait/without_wait_length_mean:246.679 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:252.156 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:252.156 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:252.156 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:252.156 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:252.156 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:252.156 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) ALU with mult/add, 38-bit. Mult of two 38-bit can be 76-bit; we truncate lower 38 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.ans = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) clk = inputs['CLK'] & 1 (TaskRunner pid=185828) rsn = inputs['RESETN'] & 1 (TaskRunner pid=185828) sel = inputs['SELECT'] & 1 (TaskRunner pid=185828) a = inputs['A'] & ((1 << 38) - 1) (TaskRunner pid=185828) b = inputs['B'] & ((1 << 38) - 1) (TaskRunner pid=185828) (TaskRunner pid=185828) if clk: (TaskRunner pid=185828) if rsn == 0: (TaskRunner pid=185828) self.ans = 0 (TaskRunner pid=185828) elif sel == 0: (TaskRunner pid=185828) self.ans = (a * b) & ((1 << 38) - 1) (TaskRunner pid=185828) elif sel == 1: (TaskRunner pid=185828) self.ans = (a + b) & ((1 << 38) - 1) (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.ans = 1911266947983190405 # unknown (TaskRunner pid=185828) return {'ANS': self.ans} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:72 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5437.000 - global_seqlen/max:15450.000 - global_seqlen/minmax_diff:10013.000 - global_seqlen/balanced_min:7442.000 - global_seqlen/balanced_max:10730.000 - global_seqlen/mean:7905.125 - actor/entropy:0.000 - actor/pg_loss:0.309 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.341 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.994 - actor/lr:0.000 - critic/score/mean:-0.016 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.016 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.425 - critic/advantages/max:0.354 - critic/advantages/min:-2.475 - critic/returns/mean:-0.425 - critic/returns/max:0.354 - critic/returns/min:-2.475 - response_length/mean:316.766 - response_length/max:4096.000 - response_length/min:96.000 - response_length/clip_ratio:0.016 - prompt_length/mean:671.375 - prompt_length/max:879.000 - prompt_length/min:545.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:203.020 - timing_s/reward:1.168 - timing_s/old_log_prob:8.739 - timing_s/adv:0.003 - timing_s/update_actor:65.990 - timing_s/step:278.928 - timing_per_token_ms/gen:10.014 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.043 - perf/total_num_tokens:63241.000 - perf/time_per_step:278.928 - perf/throughput:28.341 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:251.167 - reflection/without_length_mean:323.552 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:-0.017 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:316.766 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:-0.016 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:232.333 - reflection_check/without_check_length_mean:320.918 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:-0.016 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:316.766 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.016 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:316.766 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:-0.016 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:316.766 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:-0.016 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:316.766 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:-0.016 - reflection_correct/word_correct_frequency:6.000 - reflection_correct/with_correct_length_mean:270.000 - reflection_correct/without_correct_length_mean:319.066 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:-0.016 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:316.766 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.016 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:316.766 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:-0.016 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:316.766 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.016 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:316.766 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.016 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:316.766 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.016 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 36%|███▌ | 72/200 [3:12:27<6:11:43, 174.24s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 4-point FFT using decimation-in-time. Stage 1: 2-pt butterflies on (0,2) and (1,3). Stage 2: combine with twiddle factors W4^0=1, W4^1=-j. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.buf = [None, None, None, None] (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) if not (inputs['clk'] & 1): (TaskRunner pid=185828) return {'OP0':0,'OP0i':0,'OP1':0,'OP1i':0,'OP2':0,'OP2i':0,'OP3':0,'OP3i':0} (TaskRunner pid=185828) (TaskRunner pid=185828) x0 = inputs['x0'] & 0xFF; x0i = inputs['x0i'] & 0xFF (TaskRunner pid=185828) x1 = inputs['x1'] & 0xFF; x1i = inputs['x1i'] & 0xFF (TaskRunner pid=185828) x2 = inputs['x2'] & 0xFF; x2i = inputs['x2i'] & 0xFF (TaskRunner pid=185828) x3 = inputs['x3'] & 0xFF; x3i = inputs['x3i'] & 0xFF (TaskRunner pid=185828) (TaskRunner pid=185828) a0r = x0; a0i = x0i; a2r = x2; a2i = x2i (TaskRunner pid=185828) a1r = x1; a1i = x1i; a3r = x3; a3i = x3i (TaskRunner pid=185828) (TaskRunner pid=185828) # 2pt FFT: A0 = a0+a2, A2 = (a0-a2)*j (TaskRunner pid=185828) r = (a0r - a2r) & 0xFF; s = (a0i - a2i) & 0xFF (TaskRunner pid=185828) tmp = (r << 1) & 0xFF (TaskRunner pid=185828) a0r = (a0r + a2r) & 0xFF; a0i = (a0i + a2i) & 0xFF (TaskRunner pid=185828) a2r = (tmp ^ (1 if s else 0)) & 0xFF; a2i = ((s << 1) ^ (1 if tmp else 0)) & 0xFF (TaskRunner pid=185828) (TaskRunner pid=185828) b0r = a0r; b0i = a0i; b2r = a1r; b2i = a1i (TaskRunner pid=185828) b1r = a1r; b1i = a1i; b3r = a3r; b3i = a3i (TaskRunner pid=185828) (TaskRunner pid=185828) # 2pt FFT on (0,1): C0 = b0+b1, C1 = (b0-b1)*j (TaskRunner pid=185828) r = (b0r - b1r) & 0xFF; s = (b0i - b1i) & 0xFF (TaskRunner pid=185828) tmp = (r << 1) & 0xFF (TaskRunner pid=185828) b0r = (b0r + b1r) & 0xFF; b0i = (b0i + b1i) & 0xFF (TaskRunner pid=185828) b1r = (tmp ^ (1 if s else 0)) & 0xFF; b1i = ((s << 1) ^ (1 if tmp else 0)) & 0xFF (TaskRunner pid=185828) (TaskRunner pid=185828) # 2pt FFT on (2,3): C2 = b2+b3, C3 = (b2-b3)*j (TaskRunner pid=185828) r = (b2r - b3r) & 0xFF; s = (b2i - b3i) & 0xFF (TaskRunner pid=185828) tmp = (r << 1) & 0xFF (TaskRunner pid=185828) b2r = (b2r + b3r) & 0xFF; b2i = (b2i + b3i) & 0xFF (TaskRunner pid=185828) b3r = (tmp ^ (1 if s else 0)) & 0xFF; b3i = ((s << 1) ^ (1 if tmp else 0)) & 0xFF (TaskRunner pid=185828) (TaskRunner pid=185828) # Stage 2: even indices -> output indices 0,2; odd -> 1,3 with twiddle W4^1 = -j (TaskRunner pid=185828) OP0 = (b0r + b2r) & 0xFF (TaskRunner pid=185828) OP0i = (b0i + b2i) & 0xFF (TaskRunner pid=185828) OP1i = (-b2i) & 0xFF (TaskRunner pid=185828) OP1 = (b0r - b2r) & 0xFF (TaskRunner pid=185828) OP2 = (b0i - b2i) & 0xFF (TaskRunner pid=185828) OP2i = (b0r - b2r) & 0xFF (TaskRunner pid=185828) OP3i = (b0i + b2i) & 0xFF (TaskRunner pid=185828) OP3 = (b0r + b2r) & 0xFF (TaskRunner pid=185828) (TaskRunner pid=185828) self.buf = [b0r, b0i, b1r, b1i, b2r, b2i, b3r, b3i] (TaskRunner pid=185828) return {'OP0':OP0,'OP0i':OP0i,'OP1':OP1,'OP1i':OP1i,'OP2':OP2,'OP2i':OP2i, (TaskRunner pid=185828) 'OP3':OP3,'OP3i':OP3i} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:73 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5788.000 - global_seqlen/max:16815.000 - global_seqlen/minmax_diff:11027.000 - global_seqlen/balanced_min:9480.000 - global_seqlen/balanced_max:9498.000 - global_seqlen/mean:9486.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.025 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:379.797 - response_length/max:1194.000 - response_length/min:142.000 - response_length/clip_ratio:0.000 - prompt_length/mean:806.000 - prompt_length/max:1445.000 - prompt_length/min:556.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:62.436 - timing_s/reward:1.170 - timing_s/old_log_prob:8.899 - timing_s/adv:0.003 - timing_s/update_actor:65.605 - timing_s/step:138.122 - timing_per_token_ms/gen:2.569 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.864 - perf/total_num_tokens:75891.000 - perf/time_per_step:138.122 - perf/throughput:68.681 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:296.500 - reflection/without_length_mean:382.484 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:379.797 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:296.500 - reflection_check/without_check_length_mean:382.484 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:379.797 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:379.797 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:379.797 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:379.797 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:379.797 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:379.797 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:379.797 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:379.797 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:379.797 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:379.797 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 36%|███▋ | 73/200 [3:14:46<5:45:55, 163.43s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 37%|███▋ | 74/200 [3:16:30<5:06:00, 145.72s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Volume scaling: multiply 16-bit input by 4-bit volume. Max result 15 * 65535 = ~1M < 2^20, so 20-bit output is sufficient. (TaskRunner pid=185828) On reset, output = 0. Otherwise each clock: o = i * volume. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.o = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs['rst_i']: (TaskRunner pid=185828) self.o = 0 (TaskRunner pid=185828) return {'o': 0} (TaskRunner pid=185828) vol = inputs['volume'] & 0xF (TaskRunner pid=185828) raw = inputs['i'] & 0xFFFF (TaskRunner pid=185828) self.o = (raw * vol) & 0xFFFFF (TaskRunner pid=185828) return {'o': self.o} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:74 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5063.000 - global_seqlen/max:10642.000 - global_seqlen/minmax_diff:5579.000 - global_seqlen/balanced_min:6909.000 - global_seqlen/balanced_max:6920.000 - global_seqlen/mean:6916.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.009 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:236.891 - response_length/max:528.000 - response_length/min:115.000 - response_length/clip_ratio:0.000 - prompt_length/mean:627.625 - prompt_length/max:876.000 - prompt_length/min:508.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:28.486 - timing_s/reward:1.186 - timing_s/old_log_prob:8.542 - timing_s/adv:0.003 - timing_s/update_actor:66.087 - timing_s/step:104.312 - timing_per_token_ms/gen:1.879 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.194 - perf/total_num_tokens:55329.000 - perf/time_per_step:104.312 - perf/throughput:66.302 - reflection/any_word_frequency:8.000 - reflection/with_length_mean:248.000 - reflection/without_length_mean:236.150 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:236.891 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:8.000 - reflection_check/with_check_length_mean:248.000 - reflection_check/without_check_length_mean:236.150 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:236.891 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:236.891 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:236.891 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:236.891 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:236.891 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:236.891 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:236.891 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:236.891 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:236.891 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:236.891 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Address decode lookup: ha0->input1, ha4->input2, else 0. Zero-extend selected 5-bit value to 32 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict:(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 38%|███▊ | 75/200 [3:18:27<4:45:48, 137.19s/it] (TaskRunner pid=185828) addr = inputs.get('addr', 0) & 0xFFFFFFFF (TaskRunner pid=185828) input1 = inputs.get('input1', 0) & 0x1F (TaskRunner pid=185828) input2 = inputs.get('input2', 0) & 0x1F (TaskRunner pid=185828) if addr == 0xca0: (TaskRunner pid=185828) sel = input1 (TaskRunner pid=185828) elif addr == 0xca4: (TaskRunner pid=185828) sel = input2 (TaskRunner pid=185828) else: (TaskRunner pid=185828) sel = 0 (TaskRunner pid=185828) return {'data_out': sel & 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:75 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6153.000 - global_seqlen/max:9836.000 - global_seqlen/minmax_diff:3683.000 - global_seqlen/balanced_min:7593.000 - global_seqlen/balanced_max:7642.000 - global_seqlen/mean:7609.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.995 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:307.500 - response_length/max:839.000 - response_length/min:140.000 - response_length/clip_ratio:0.000 - prompt_length/mean:643.625 - prompt_length/max:729.000 - prompt_length/min:525.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:45.194 - timing_s/reward:1.198 - timing_s/old_log_prob:8.520 - timing_s/adv:0.003 - timing_s/update_actor:62.286 - timing_s/step:117.209 - timing_per_token_ms/gen:2.296 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.023 - perf/total_num_tokens:60872.000 - perf/time_per_step:117.209 - perf/throughput:64.918 - reflection/any_word_frequency:8.000 - reflection/with_length_mean:386.833 - reflection/without_length_mean:299.293 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:307.500 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:6.000 - reflection_check/with_check_length_mean:351.000 - reflection_check/without_check_length_mean:304.600 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:307.500 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:307.500 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:307.500 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:307.500 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:458.500 - reflection_correct/without_correct_length_mean:302.629 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:307.500 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:307.500 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:307.500 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:307.500 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:307.500 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) SR latch with NAND gates + enable. Internal cross-coupled NANDs. Gate2 outputs Q; Gate1 outputs not_Q. Mux stage gates S/R by Enable (S & En, R & En). When En=0, inputs to cross-coupled NANDs are 1 (hold). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.Q = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) S = inputs['S'] & 1 (TaskRunner pid=185828) R = inputs['R'] & 1 (TaskRunner pid=185828) En = inputs['En'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if En: (TaskRunner pid=185828) s_eff = S; r_eff = R (TaskRunner pid=185828) else: (TaskRunner pid=185828) s_eff = 0; r_eff = 0(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 38%|███▊ | 76/200 [3:20:18<4:27:24, 129.39s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) (TaskRunner pid=185828) n1 = 1 if (s_eff & self.Q) else 0 (TaskRunner pid=185828) self.Q = 1 if (r_eff & n1) else 0 (TaskRunner pid=185828) not_Q = 1 if (s_eff & self.Q) else 0 (TaskRunner pid=185828) return {'Q': self.Q, 'not_Q': not_Q} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:76 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5704.000 - global_seqlen/max:10564.000 - global_seqlen/minmax_diff:4860.000 - global_seqlen/balanced_min:7854.000 - global_seqlen/balanced_max:7978.000 - global_seqlen/mean:7877.875 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.016 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:309.609 - response_length/max:746.000 - response_length/min:158.000 - response_length/clip_ratio:0.000 - prompt_length/mean:675.125 - prompt_length/max:883.000 - prompt_length/min:542.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:39.350 - timing_s/reward:1.167 - timing_s/old_log_prob:8.538 - timing_s/adv:0.003 - timing_s/update_actor:62.063 - timing_s/step:111.128 - timing_per_token_ms/gen:1.986 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.985 - perf/total_num_tokens:63023.000 - perf/time_per_step:111.128 - perf/throughput:70.890 - reflection/any_word_frequency:2.000 - reflection/with_length_mean:561.000 - reflection/without_length_mean:305.619 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:309.609 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:561.000 - reflection_check/without_check_length_mean:305.619 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:309.609 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:561.000 - reflection_however/without_however_length_mean:305.619 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:309.609 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:309.609 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:309.609 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:309.609 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:309.609 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:309.609 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:309.609 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:309.609 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:439.000 - language_mix/without_length_mean:307.556 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) SR latch using NOR gates. Q = !(R | prev_Q), Q_bar = !(S | prev_Q_bar). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) s = inputs['s'] & 1 (TaskRunner pid=185828) r = inputs['r'] & 1 (TaskRunner pid=185828) if s == 1 and r == 0: (TaskRunner pid=185828) self.q = 1 (TaskRunner pid=185828) elif r == 1 and s == 0: (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) # else: hold state (TaskRunner pid=185828) return {'out': self.q} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:77 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6360.000 - global_seqlen/max:7989.000 - global_seqlen/minmax_diff:1629.000 - global_seqlen/balanced_min:6852.000 - global_seqlen/balanced_max:6859.000 - global_seqlen/mean:6854.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.006 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:229.672 - response_length/max:524.000 - response_length/min:141.000 - response_length/clip_ratio:0.000 - prompt_length/mean:627.125 - prompt_length/max:708.000 - prompt_length/min:586.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:28.900 - timing_s/reward:1.177 - timing_s/old_log_prob:8.753 - timing_s/adv:0.003 - timing_s/update_actor:64.141 - timing_s/step:102.983 - timing_per_token_ms/gen:1.966 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.170 - perf/total_num_tokens:54835.000 - perf/time_per_step:102.983 - perf/throughput:66.558 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:354.333 - reflection/without_length_mean:223.541 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:229.672 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:229.672 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:229.672 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:229.672 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:229.672 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:447.000 - reflection_wait/without_wait_length_mean:222.661 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:229.672 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:229.672 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:229.672 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:229.672 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:229.672 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:1.000 - reflection_yet/with_yet_length_mean:169.000 - reflection_yet/without_yet_length_mean:230.635 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:0.000 - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:174.000 - language_mix/without_length_mean:231.468 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 38%|███▊ | 77/200 [3:22:01<4:09:02, 121.49s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 39%|███▉ | 78/200 [3:24:10<4:11:32, 123.71s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) IFID register: on rst (active low) or flush, load default addi instruction. else if write, latch inputs. Otherwise hold. Outputs always reflect register state. (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.regg = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) rst = 1 if inputs['rst_i'] else 0 (TaskRunner pid=185828) if not rst or inputs['flush']: (TaskRunner pid=185828) self.regg = 0b00000000000000000000000000010011 (TaskRunner pid=185828) elif inputs['IFID_write']: (TaskRunner pid=185828) self.regg = inputs['instr_i'] & 0xFFFFFFFF (TaskRunner pid=185828) return {'instr_o': self.regg} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:78 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5033.000 - global_seqlen/max:8740.000 - global_seqlen/minmax_diff:3707.000 - global_seqlen/balanced_min:7124.000 - global_seqlen/balanced_max:7530.000 - global_seqlen/mean:7178.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.988 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:257.188 - response_length/max:1048.000 - response_length/min:96.000 - response_length/clip_ratio:0.000 - prompt_length/mean:640.125 - prompt_length/max:775.000 - prompt_length/min:520.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:54.192 - timing_s/reward:1.185 - timing_s/old_log_prob:8.608 - timing_s/adv:0.004 - timing_s/update_actor:64.840 - timing_s/step:128.836 - timing_per_token_ms/gen:3.292 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.129 - perf/total_num_tokens:57428.000 - perf/time_per_step:128.836 - perf/throughput:55.718 - reflection/any_word_frequency:27.000 - reflection/with_length_mean:360.364 - reflection/without_length_mean:235.774 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:1048.000 - reflection_verify/without_verify_length_mean:244.635 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:21.000 - reflection_check/with_check_length_mean:449.333 - reflection_check/without_check_length_mean:237.310 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:257.188 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:257.188 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:184.000 - reflection_reflect/without_reflect_length_mean:258.349 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:257.188 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:274.000 - reflection_correct/without_correct_length_mean:256.361 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:257.188 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:262.000 - reflection_adjust/without_adjust_length_mean:257.111 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:257.188 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:257.188 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:257.188 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Control-flow priority: CLR > OR > INV. Mask to 12 bits throughout. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) inp = inputs.get('IN', 0) & 0xFFF(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 40%|███▉ | 79/200 [3:25:53<3:56:40, 117.36s/it] (TaskRunner pid=185828) dor = inputs.get('DOR', 0) & 0xFFF (TaskRunner pid=185828) clr = inputs.get('CLR', 0) & 1 (TaskRunner pid=185828) inv = inputs.get('INV', 0) & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if clr: (TaskRunner pid=185828) out = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) out = (inp | dor) & 0xFFF (TaskRunner pid=185828) (TaskRunner pid=185828) return {'OUT': (~out) & 0xFFF if inv else out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:79 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5392.000 - global_seqlen/max:11795.000 - global_seqlen/minmax_diff:6403.000 - global_seqlen/balanced_min:7573.000 - global_seqlen/balanced_max:7578.000 - global_seqlen/mean:7575.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.006 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:283.969 - response_length/max:541.000 - response_length/min:93.000 - response_length/clip_ratio:0.000 - prompt_length/mean:663.000 - prompt_length/max:1009.000 - prompt_length/min:545.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:29.693 - timing_s/reward:1.145 - timing_s/old_log_prob:8.581 - timing_s/adv:0.003 - timing_s/update_actor:63.030 - timing_s/step:102.461 - timing_per_token_ms/gen:1.634 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.040 - perf/total_num_tokens:60606.000 - perf/time_per_step:102.461 - perf/throughput:73.938 - reflection/any_word_frequency:1.000 - reflection/with_length_mean:289.000 - reflection/without_length_mean:283.889 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:283.969 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:283.969 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:283.969 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:283.969 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:283.969 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:283.969 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:289.000 - reflection_correct/without_correct_length_mean:283.889 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:283.969 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:283.969 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:283.969 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:283.969 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:283.969 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:229.000 - language_mix/without_length_mean:284.841 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) State counter mod 1064. co1 high at states 79,247,1047,1063. x_pos = state - 248. (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.state = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) reset = inputs.get('reset', 0) & 1 (TaskRunner pid=185828) if reset: (TaskRunner pid=185828) self.state = 0 (TaskRunner pid=185828) return {'co1': 0, 'x_pos': 0} (TaskRunner pid=185828) state = self.state (TaskRunner pid=185828) co1 = 1 if state in (79, 247, 1047, 1063) else 0 (TaskRunner pid=185828) x_pos = (state - 248) & 0x3FF(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 40%|████ | 80/200 [3:27:55<3:57:42, 118.85s/it] (TaskRunner pid=185828) self.state = (state + 1) % 1064 (TaskRunner pid=185828) return {'co1': co1, 'x_pos': x_pos} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:80 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5716.000 - global_seqlen/max:10758.000 - global_seqlen/minmax_diff:5042.000 - global_seqlen/balanced_min:7226.000 - global_seqlen/balanced_max:7426.000 - global_seqlen/mean:7286.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.002 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:290.266 - response_length/max:891.000 - response_length/min:106.000 - response_length/clip_ratio:0.000 - prompt_length/mean:620.500 - prompt_length/max:755.000 - prompt_length/min:553.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:47.677 - timing_s/reward:1.177 - timing_s/old_log_prob:8.728 - timing_s/adv:0.003 - timing_s/update_actor:64.683 - timing_s/step:122.276 - timing_per_token_ms/gen:2.566 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.110 - perf/total_num_tokens:58289.000 - perf/time_per_step:122.276 - perf/throughput:59.587 - reflection/any_word_frequency:6.000 - reflection/with_length_mean:446.800 - reflection/without_length_mean:277.000 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:290.266 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:197.000 - reflection_check/without_check_length_mean:291.746 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:290.266 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:636.000 - reflection_however/without_however_length_mean:284.778 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:290.266 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:259.000 - reflection_wait/without_wait_length_mean:290.762 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:636.000 - reflection_correct/without_correct_length_mean:284.778 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:290.266 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:2.000 - reflection_adjust/with_adjust_length_mean:571.000 - reflection_adjust/without_adjust_length_mean:281.210 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:290.266 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:290.266 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:290.266 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) RAM RW controller: toggles between 32-cycle write phase (we=1) and 32-cycle read phase (we=0). Address cycles 0..31 constantly. Data counter counts 0..31 independent of phase. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.phase = 0 # 0=read,1=write (TaskRunner pid=185828) self.cnt = 0 # 0..63 cycle counter within phase (TaskRunner pid=185828) self.addr = 0 # 5-bit address (TaskRunner pid=185828) self.wdata = 0 # data counter (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) rst = 1 if inputs.get('sys_rst_n', 1) == 0 else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) if rst: (TaskRunner pid=185828) self.phase = 0 (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) self.addr = 0 (TaskRunner pid=185828) self.wdata = 0 (TaskRunner pid=185828) return {'ram_en': 0, 'ram_we': 0, 'ram_addr': 0, 'ram_wdata': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) self.cnt += 1 (TaskRunner pid=185828) if self.cnt >= 32: (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 40%|████ | 81/200 [3:30:00<3:59:33, 120.79s/it] (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) self.phase = 1 - self.phase (TaskRunner pid=185828) self.addr = 0 (TaskRunner pid=185828) self.wdata = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.addr = (self.addr + 1) % 32 (TaskRunner pid=185828) self.wdata = (self.wdata + 1) % 32 (TaskRunner pid=185828) (TaskRunner pid=185828) ram_we = 1 if self.phase == 1 else 0 (TaskRunner pid=185828) ram_en = 1 (TaskRunner pid=185828) return {'ram_en': ram_en, 'ram_we': ram_we, 'ram_addr': self.addr & 0x1F, 'ram_wdata': self.wdata & 0xFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:81 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5568.000 - global_seqlen/max:12747.000 - global_seqlen/minmax_diff:7179.000 - global_seqlen/balanced_min:8460.000 - global_seqlen/balanced_max:8573.000 - global_seqlen/mean:8481.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.036 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:334.344 - response_length/max:1012.000 - response_length/min:130.000 - response_length/clip_ratio:0.000 - prompt_length/mean:725.875 - prompt_length/max:979.000 - prompt_length/min:560.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:52.391 - timing_s/reward:1.154 - timing_s/old_log_prob:8.740 - timing_s/adv:0.003 - timing_s/update_actor:62.925 - timing_s/step:125.221 - timing_per_token_ms/gen:2.448 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.927 - perf/total_num_tokens:67854.000 - perf/time_per_step:125.221 - perf/throughput:67.734 - reflection/any_word_frequency:1.000 - reflection/with_length_mean:467.000 - reflection/without_length_mean:332.238 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:334.344 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:467.000 - reflection_check/without_check_length_mean:332.238 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:334.344 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:334.344 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:334.344 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:334.344 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:334.344 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:334.344 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:334.344 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:334.344 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:334.344 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:334.344 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Pipeline RCA: 4 stages. Pipe A,B,Cin through registers. Stage1: s0=A[0]+B[0]+cin. c0=s0[2], s0out=s0[1:0]. Stage2: add next bit + c0. etc. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.q = [0]*4 (TaskRunner pid=185828) self.c = 0 (TaskRunner pid=185828) for i in range(4): (TaskRunner pid=185828) self.q[i] = ((self.q[i] >> 2) & 1) if i < 3 else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) A = inputs.get('A', 0) & 0xF (TaskRunner pid=185828) B = inputs.get('B', 0) & 0xF (TaskRunner pid=185828) cin = inputs.get('Cin', 0) & 1(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 41%|████ | 82/200 [3:32:01<3:57:31, 120.77s/it] (TaskRunner pid=185828) if inputs.get('Clk', 0): (TaskRunner pid=185828) s0 = A & 1 + B & 1 + self.c (TaskRunner pid=185828) self.q[0] = (s0 & 3) | (self.q[0] >> 2) (TaskRunner pid=185828) self.c = (s0 >> 2) & 1 (TaskRunner pid=185828) for i in range(1, 4): (TaskRunner pid=185828) st = ((A >> i) & 1) + ((B >> i) & 1) + self.q[i - 1] & 1 (TaskRunner pid=185828) self.q[i] = (st & 3) | (self.q[i] >> 2) (TaskRunner pid=185828) self.c = (st >> 2) & 1 (TaskRunner pid=185828) Sum = (self.q[3] << 3) | (self.q[2] << 2) | (self.q[1] << 1) | self.q[0] (TaskRunner pid=185828) Cout = self.c (TaskRunner pid=185828) else: (TaskRunner pid=185828) Sum = (self.q[3] << 3) | (self.q[2] << 2) | (self.q[1] << 1) | self.q[0] (TaskRunner pid=185828) Cout = self.c (TaskRunner pid=185828) return {'Sum': Sum & 0xF, 'Cout': Cout & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:82 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6346.000 - global_seqlen/max:11201.000 - global_seqlen/minmax_diff:4855.000 - global_seqlen/balanced_min:8208.000 - global_seqlen/balanced_max:8218.000 - global_seqlen/mean:8213.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.008 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:349.375 - response_length/max:858.000 - response_length/min:135.000 - response_length/clip_ratio:0.000 - prompt_length/mean:677.250 - prompt_length/max:745.000 - prompt_length/min:630.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:44.974 - timing_s/reward:1.198 - timing_s/old_log_prob:9.007 - timing_s/adv:0.004 - timing_s/update_actor:65.466 - timing_s/step:120.657 - timing_per_token_ms/gen:2.011 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.996 - perf/total_num_tokens:65704.000 - perf/time_per_step:120.657 - perf/throughput:68.069 - reflection/any_word_frequency:2.000 - reflection/with_length_mean:293.000 - reflection/without_length_mean:351.194 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:349.375 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:207.000 - reflection_check/without_check_length_mean:351.635 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:349.375 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:349.375 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:349.375 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:349.375 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:349.375 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:349.375 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:349.375 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:349.375 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:349.375 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:1.000 - reflection_yet/with_yet_length_mean:379.000 - reflection_yet/without_yet_length_mean:348.905 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:0.000 - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:858.000 - language_mix/without_length_mean:341.302 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) AES MixColumns transforms each state column of four bytes using a 4x4 multiplication by a fixed polynomial. For each output byte at index 4*i + j, compute xtime() on selected input bytes and sum with XOR (with weight 0xe1 applied to the repeated input byte). (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) MASK = (1 << 128) - 1 (TaskRunner pid=185828) shifted = inputs.get('shifted', 0) & MASK (TaskRunner pid=185828) def xtime(y): (TaskRunner pid=185828) y &= 0xFF (TaskRunner pid=185828) return ((y << 1) & 0xFF) ^ (0x1B if (y >> 7) else 0) (TaskRunner pid=185828) def mixcolumn32(col): (TaskRunner pid=185828) s0 = (col >> 24) & 0xFF (TaskRunner pid=185828) s1 = (col >> 16) & 0xFF (TaskRunner pid=185828) s2 = (col >> 8) & 0xFF (TaskRunner pid=185828) s3 = col & 0xFF (TaskRunner pid=185828) t0 = xtime(s0) ^ s1 ^ s2 ^ s3 (TaskRunner pid=185828) t1 = s0 ^ xtime(s1) ^ s2 ^ s3 (TaskRunner pid=185828) t2 = s0 ^ s1 ^ xtime(s2) ^ s3 (TaskRunner pid=185828) t3 = s0 ^ s1 ^ s2 ^ xtime(s3) (TaskRunner pid=185828) return (t0 << 24) ^ (t1 << 16) ^ (t2 << 8) ^ t3 (TaskRunner pid=185828) col0 = mixcolumn32(shifted & 0xFFFFFFFF) (TaskRunner pid=185828) col1 = mixcolumn32((shifted >> 32) & 0xFFFFFFFF) (TaskRunner pid=185828) col2 = mixcolumn32((shifted >> 64) & 0xFFFFFFFF) (TaskRunner pid=185828) col3 = mixcolumn32(shifted >> 96) (TaskRunner pid=185828) mixed = (col0 << 96) ^ (col1 << 64) ^ (col2 << 32) ^ col3 (TaskRunner pid=185828) return {'mixed': mixed & MASK} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:83 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5585.000 - global_seqlen/max:11974.000 - global_seqlen/minmax_diff:6389.000 - global_seqlen/balanced_min:7068.000 - global_seqlen/balanced_max:8401.000 - global_seqlen/mean:7338.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.022 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:325.406 - response_length/max:2343.000 - response_length/min:114.000 - response_length/clip_ratio:0.000 - prompt_length/mean:591.875 - prompt_length/max:765.000 - prompt_length/min:546.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:120.995 - timing_s/reward:1.189 - timing_s/old_log_prob:9.015 - timing_s/adv:0.003 - timing_s/update_actor:66.041 - timing_s/step:197.253 - timing_per_token_ms/gen:5.810 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.125 - perf/total_num_tokens:58706.000 - perf/time_per_step:197.253 - perf/throughput:37.202 - reflection/any_word_frequency:6.000 - reflection/with_length_mean:437.667 - reflection/without_length_mean:313.793 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:325.406 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:153.000 - reflection_check/without_check_length_mean:328.143 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:325.406 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:325.406 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:325.406 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:325.406 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:4.000 - reflection_correct/with_correct_length_mean:484.250 - reflection_correct/without_correct_length_mean:314.817 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:325.406 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:536.000 - reflection_adjust/without_adjust_length_mean:322.064 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:325.406 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:325.406 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:325.406 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:618.000 - language_mix/without_length_mean:320.762 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 42%|████▏ | 83/200 [3:35:19<4:40:17, 143.74s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 42%|████▏ | 84/200 [3:37:03<4:15:19, 132.07s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 2-to-1 mux: dout = sel ? din[1] : din[0]. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) din = inputs['din'] & 0x3 (TaskRunner pid=185828) sel = inputs['sel'] & 1 (TaskRunner pid=185828) if sel == 0: (TaskRunner pid=185828) dout = din & 1 (TaskRunner pid=185828) else: (TaskRunner pid=185828) dout = (din >> 1) & 1 (TaskRunner pid=185828) return {'dout': dout} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:84 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5741.000 - global_seqlen/max:9021.000 - global_seqlen/minmax_diff:3280.000 - global_seqlen/balanced_min:6913.000 - global_seqlen/balanced_max:6961.000 - global_seqlen/mean:6923.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:231.995 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:225.422 - response_length/max:534.000 - response_length/min:109.000 - response_length/clip_ratio:0.000 - prompt_length/mean:640.000 - prompt_length/max:769.000 - prompt_length/min:560.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:29.469 - timing_s/reward:1.157 - timing_s/old_log_prob:8.481 - timing_s/adv:0.003 - timing_s/update_actor:65.650 - timing_s/step:104.768 - timing_per_token_ms/gen:2.043 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.185 - perf/total_num_tokens:55387.000 - perf/time_per_step:104.768 - perf/throughput:66.083 - reflection/any_word_frequency:5.000 - reflection/with_length_mean:280.200 - reflection/without_length_mean:220.780 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:534.000 - reflection_verify/without_verify_length_mean:220.524 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:178.667 - reflection_check/without_check_length_mean:227.721 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:225.422 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:225.422 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:225.422 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:225.422 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:331.000 - reflection_correct/without_correct_length_mean:223.746 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:225.422 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:225.422 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:225.422 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:225.422 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:225.422 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Signed 8x8 multiply: split each operand into high/low 4-bit parts, generate 4 partial products, sum them with appropriate shifts, apply 2's complement sign correction, register result. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.c = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) a = to_s8(inputs['a']) (TaskRunner pid=185828) b = to_s8(inputs['b'])(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 42%|████▎ | 85/200 [3:39:25<4:18:20, 134.79s/it] (TaskRunner pid=185828) mask16 = (1 << 16) - 1 (TaskRunner pid=185828) lo1, hi1 = a & 0xF, (a >> 4) & 0xF (TaskRunner pid=185828) lo2, hi2 = b & 0xF, (b >> 4) & 0xF (TaskRunner pid=185828) p0 = lo1 * lo2 (TaskRunner pid=185828) p1 = (lo1 * hi2 + hi1 * lo2) << 4 (TaskRunner pid=185828) p2 = (hi1 * hi2) << 8 (TaskRunner pid=185828) raw = (p0 & mask16) + (p1 & mask16) + (p2 & mask16) (TaskRunner pid=185828) self.c = to_s16(raw) (TaskRunner pid=185828) (TaskRunner pid=185828) def get(self): return {'c': self.c} (TaskRunner pid=185828) (TaskRunner pid=185828) def to_s8(x): return x & 0xFF (TaskRunner pid=185828) def to_s16(x): return x & 0xFFFF if x >= -32768 and x < 32768 else (x + 0x10000 if x < 0 else x - 0x10000) (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:85 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5780.000 - global_seqlen/max:11679.000 - global_seqlen/minmax_diff:5899.000 - global_seqlen/balanced_min:7819.000 - global_seqlen/balanced_max:7829.000 - global_seqlen/mean:7822.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.046 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:339.328 - response_length/max:1232.000 - response_length/min:84.000 - response_length/clip_ratio:0.000 - prompt_length/mean:638.500 - prompt_length/max:817.000 - prompt_length/min:508.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:65.198 - timing_s/reward:1.223 - timing_s/old_log_prob:9.016 - timing_s/adv:0.003 - timing_s/update_actor:65.625 - timing_s/step:141.074 - timing_per_token_ms/gen:3.002 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.049 - perf/total_num_tokens:62581.000 - perf/time_per_step:141.074 - perf/throughput:55.450 - reflection/any_word_frequency:6.000 - reflection/with_length_mean:556.400 - reflection/without_length_mean:320.932 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:339.328 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:339.328 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:339.328 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:339.328 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:339.328 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:339.328 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:408.000 - reflection_correct/without_correct_length_mean:337.113 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:339.328 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:3.000 - reflection_adjust/with_adjust_length_mean:655.333 - reflection_adjust/without_adjust_length_mean:323.787 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:339.328 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:339.328 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:339.328 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 5-bit USR with 4 modes. Mode encoding: sel=0 hold, sel=1 shift-right, sel=2 shift-left, sel=3 parallel-load. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.reg = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) rst = inputs.get('rst', 0) & 1 (TaskRunner pid=185828) sel = inputs.get('sel', 0) & 3 (TaskRunner pid=185828) si = inputs.get('SI', 0) & 1 (TaskRunner pid=185828) pi = inputs.get('PI', 0) & 0x1F(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 43%|████▎ | 86/200 [3:43:59<5:35:55, 176.80s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) if rst == 1: (TaskRunner pid=185828) self.reg = 0 (TaskRunner pid=185828) return {'PO': 0, 'SO': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) out_reg = self.reg (TaskRunner pid=185828) out_so = (self.reg >> 4) & 1 # default SO = MSB (TaskRunner pid=185828) (TaskRunner pid=185828) if sel == 0: (TaskRunner pid=185828) out_reg = self.reg (TaskRunner pid=185828) elif sel == 1: (TaskRunner pid=185828) out_reg = ((self.reg >> 1) | (si << 4)) & 0x1F (TaskRunner pid=185828) out_so = (self.reg >> 4) & 1 (TaskRunner pid=185828) elif sel == 2: (TaskRunner pid=185828) out_reg = ((self.reg << 1) | si) & 0x1F (TaskRunner pid=185828) out_so = self.reg & 1 (TaskRunner pid=185828) else: (TaskRunner pid=185828) out_reg = pi (TaskRunner pid=185828) (TaskRunner pid=185828) self.reg = out_reg (TaskRunner pid=185828) return {'PO': out_reg, 'SO': out_so} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:86 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6043.000 - global_seqlen/max:13608.000 - global_seqlen/minmax_diff:7565.000 - global_seqlen/balanced_min:8347.000 - global_seqlen/balanced_max:10977.000 - global_seqlen/mean:8719.250 - actor/entropy:0.000 - actor/pg_loss:0.265 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.520 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.006 - actor/lr:0.000 - critic/score/mean:-0.016 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.016 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.354 - critic/advantages/max:0.354 - critic/advantages/min:-2.475 - critic/returns/mean:-0.354 - critic/returns/max:0.354 - critic/returns/min:-2.475 - response_length/mean:380.031 - response_length/max:4096.000 - response_length/min:120.000 - response_length/clip_ratio:0.016 - prompt_length/mean:709.875 - prompt_length/max:1154.000 - prompt_length/min:551.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:201.891 - timing_s/reward:1.261 - timing_s/old_log_prob:8.749 - timing_s/adv:0.003 - timing_s/update_actor:62.834 - timing_s/step:274.746 - timing_per_token_ms/gen:8.301 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.901 - perf/total_num_tokens:69754.000 - perf/time_per_step:274.746 - perf/throughput:31.736 - reflection/any_word_frequency:13.000 - reflection/with_length_mean:2148.500 - reflection/without_length_mean:322.984 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.500 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:380.031 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:-0.016 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:380.031 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:-0.016 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:380.031 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.016 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:380.031 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:-0.016 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:380.031 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:-0.016 - reflection_wait/word_wait_frequency:3.000 - reflection_wait/with_wait_length_mean:4096.000 - reflection_wait/without_wait_length_mean:321.048 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:-1.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:9.000 - reflection_correct/with_correct_length_mean:4096.000 - reflection_correct/without_correct_length_mean:321.048 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:-1.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:380.031 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.016 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:201.000 - reflection_adjust/without_adjust_length_mean:382.873 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:-0.016 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:380.031 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.016 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:380.031 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.016 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:380.031 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.016 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:334.000 - language_mix/without_length_mean:380.762 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:-0.016 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Immediate generator for RISC-V. Extract shamt from rs1[11:7], funct3 and funct7 from opcode field, rd from funct3[11:7], funct7[5:0], and rd from funct3[11:7], rs1 from funct3[12:5], rs2 from funct3[5:0], from funct3[11:7], rs1 from funct3[12:5], rs2 from funct3[5:0], shamt from funct3[12:5], rs2 from funct3[5:0], funct7[5:0], and rs2 from rd. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) ir = inputs['ir'] & 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) # U-type: immediate = {imm20, 0x0, imm10, 0x33} (TaskRunner pid=185828) u_type = ((ir & 0x3F000000) >> 12) | ((ir & 0xFF000000) << 1) | ((ir & 0xFFFFFF00) << 11) | 0x33 (TaskRunner pid=185828) u_type = ((ir & 0x3F000000) << 12) | ((ir & 0xFF000000) << 2) | ((ir & 0xFFFFFF00) << 11) | 0x3 (TaskRunner pid=185828) u_type = ((ir[31:12] << 12) | (ir[19:12] << 0)) & 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) # S-type: immediate = {imm11, 0, imm10_4, 0, imm1_5} (TaskRunner pid=185828) s_type = ((ir & 0x80000000) >> 11) | ((ir & 0x7F800000) >> 25) | ((ir & 0x0000007F) << 5) | 0x007F0000 (TaskRunner pid=185828) s_type = ((ir >> 25) & 0x7F) << 25 | ((ir >> 7) & 0xFF) << 17 | ((ir >> 20) & 0xFF) << 17 | ((ir & 0x7F) << 5) (TaskRunner pid=185828) s_type &= 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) # I-type: immediate = {imm11, 0, imm10_4, 0, imm1_5} (TaskRunner pid=185828) i_type = ((ir >> 31) & 0x1) << 31 | ((ir >> 24) & 0xFF) << 24 | ((ir >> 16) & 0xFF) << 17 | ((ir >> 7) & 0xFF) << 0 | ((ir >> 16) & 0x1) (TaskRunner pid=185828) i_type &= 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) # J-type: immediate = {imm20, 0, imm10, 0, imm11, 0, imm19, 0, imm1_5} (TaskRunner pid=185828) j_type = ((ir & 0xFFFFF000) >> 12) | ((ir & 0xFF800000) >> 3) | ((ir & 0x00100000) << 11) | ((ir & 0x00001C00) << 10) | 0x00007C00 (TaskRunner pid=185828) j_type &= 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) # B-type: immediate = {imm12, 0, imm10, 0, imm9, 0, imm8, 0, imm11, 0, imm4_5, 0, imm1_3} (TaskRunner pid=185828) b_type = ((ir >> 31) & 0x1) << 31 | ((ir >> 24) & 0xFF) << 24 | ((ir >> 16) & 0xFF) << 17 | ((ir >> 7) & 0xFF) << 0 | ((ir >> 16) & 0x1) (TaskRunner pid=185828) b_type &= 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) return { (TaskRunner pid=185828) 'u_type': u_type & 0xFFFFFFFF, (TaskRunner pid=185828) 's_type': s_type & 0xFFFFFFFF, (TaskRunner pid=185828) 'i_type': i_type & 0xFFFFFFFF, (TaskRunner pid=185828) 'j_type': j_type & 0xFFFFFFFF, (TaskRunner pid=185828) 'b_type': b_type & 0xFFFFFFFF (TaskRunner pid=185828) } (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:87 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6588.000 - global_seqlen/max:24551.000 - global_seqlen/minmax_diff:17963.000 - global_seqlen/balanced_min:10095.000 - global_seqlen/balanced_max:12007.000 - global_seqlen/mean:10882.500 - actor/entropy:0.000 - actor/pg_loss:0.179 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.526 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.027 - actor/lr:0.000 - critic/score/mean:-0.041 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.041 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.201 - critic/advantages/max:0.703 - critic/advantages/min:-1.434 - critic/returns/mean:-0.201 - critic/returns/max:0.703 - critic/returns/min:-1.434 - response_length/mean:677.438 - response_length/max:4096.000 - response_length/min:126.000 - response_length/clip_ratio:0.031 - prompt_length/mean:682.875 - prompt_length/max:1053.000 - prompt_length/min:569.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:207.779 - timing_s/reward:1.168 - timing_s/old_log_prob:8.608 - timing_s/adv:0.003 - timing_s/update_actor:60.820 - timing_s/step:278.386 - timing_per_token_ms/gen:4.792 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.699 - perf/total_num_tokens:87060.000 - perf/time_per_step:278.386 - perf/throughput:39.091 - reflection/any_word_frequency:55.000 - reflection/with_length_mean:2601.500 - reflection/without_length_mean:402.571 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.329 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:677.438 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:-0.041 - reflection_check/word_check_frequency:32.000 - reflection_check/with_check_length_mean:2601.500 - reflection_check/without_check_length_mean:402.571 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:-0.329 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:677.438 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.041 - reflection_however/word_however_frequency:4.000 - reflection_however/with_however_length_mean:3266.667 - reflection_however/without_however_length_mean:550.098 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:-0.544 - reflection_however/without_however_reward_mean:-0.016 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:677.438 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:-0.041 - reflection_wait/word_wait_frequency:6.000 - reflection_wait/with_wait_length_mean:3064.600 - reflection_wait/without_wait_length_mean:475.136 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:-0.526 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:13.000 - reflection_correct/with_correct_length_mean:2632.500 - reflection_correct/without_correct_length_mean:475.190 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:-0.333 - reflection_correct/without_correct_reward_mean:-0.011 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:677.438 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.041 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:677.438 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:-0.041 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:677.438 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.041 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:677.438 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.041 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:677.438 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.041 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:687.000 - language_mix/without_length_mean:677.286 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:-0.042 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 44%|████▎ | 87/200 [3:48:38<6:30:24, 207.30s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 44%|████▍ | 88/200 [3:50:23<5:29:40, 176.61s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Positive-edge-triggered D flip-flop from NAND gates only. Core latch is cross-coupled NAND pair (S-R latch). For posedge trigger with NAND-only, use gated S-R: feed D and and-not(D,clk) controlling the NAND set/reset. Work out: Q = nand(nand(D, nand(~D, clk_prev)), nand(~D, clk_prev)). On clock rising, latches D into Q. In Python, use a registered clk_prev: update Q only on 0->1 transition. (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.Q = 0 (TaskRunner pid=185828) self.clk_prev = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) D = inputs.get('D', 0) & 1 (TaskRunner pid=185828) clk = inputs.get('clk', 0) & 1 (TaskRunner pid=185828) if self.clk_prev == 0 and clk == 1: (TaskRunner pid=185828) nr = ((D & 1) | (clk & 1)) & 1 (TaskRunner pid=185828) ns = ((~D & 1) | (clk & 1)) & 1 (TaskRunner pid=185828) self.Q = 1 if (nr & ns == 0) else (nr if nr == 1 else 0) (TaskRunner pid=185828) self.clk_prev = clk (TaskRunner pid=185828) return {'Q': self.Q & 1, 'Qn': (~self.Q) & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:88 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6234.000 - global_seqlen/max:9822.000 - global_seqlen/minmax_diff:3588.000 - global_seqlen/balanced_min:7436.000 - global_seqlen/balanced_max:7440.000 - global_seqlen/mean:7438.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.021 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:267.625 - response_length/max:591.000 - response_length/min:130.000 - response_length/clip_ratio:0.000 - prompt_length/mean:662.125 - prompt_length/max:909.000 - prompt_length/min:562.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:31.719 - timing_s/reward:1.167 - timing_s/old_log_prob:8.785 - timing_s/adv:0.004 - timing_s/update_actor:63.252 - timing_s/step:104.934 - timing_per_token_ms/gen:1.852 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.063 - perf/total_num_tokens:59504.000 - perf/time_per_step:104.934 - perf/throughput:70.883 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:362.250 - reflection/without_length_mean:261.317 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:267.625 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:266.500 - reflection_check/without_check_length_mean:267.661 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:267.625 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:267.625 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:267.625 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:267.625 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:458.000 - reflection_correct/without_correct_length_mean:261.484 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:267.625 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:267.625 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:267.625 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:267.625 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:267.625 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Register file: 32 regs x 32-bit. 2 read ports (combinational), 1 write port (clocked, but here clocked in eval). Zero register (addr 0) read returns 0, write ignored. Active-low reset.(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 44%|████▍ | 89/200 [3:52:24<4:56:09, 160.08s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.regs = [0] * 32 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if not inputs['rst_n']: (TaskRunner pid=185828) self.regs = [0] * 32 (TaskRunner pid=185828) return {'read_data1': 0, 'read_data2': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) self.regs[0] = 0 # zero register always 0 (TaskRunner pid=185828) if inputs['regWrite'] and inputs['write_addr'] != 0: (TaskRunner pid=185828) self.regs[inputs['write_addr']] = inputs['write_data'] & 0xFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) read1 = 0 if inputs['read_addr1'] == 0 else self.regs[inputs['read_addr1']] (TaskRunner pid=185828) read2 = 0 if inputs['read_addr2'] == 0 else self.regs[inputs['read_addr2']] (TaskRunner pid=185828) return {'read_data1': read1 & 0xFFFFFFFF, 'read_data2': read2 & 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:89 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5713.000 - global_seqlen/max:8696.000 - global_seqlen/minmax_diff:2983.000 - global_seqlen/balanced_min:7547.000 - global_seqlen/balanced_max:7642.000 - global_seqlen/mean:7562.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.029 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:314.062 - response_length/max:936.000 - response_length/min:116.000 - response_length/clip_ratio:0.000 - prompt_length/mean:631.250 - prompt_length/max:766.000 - prompt_length/min:535.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:48.883 - timing_s/reward:1.215 - timing_s/old_log_prob:8.813 - timing_s/adv:0.003 - timing_s/update_actor:62.512 - timing_s/step:121.436 - timing_per_token_ms/gen:2.432 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.033 - perf/total_num_tokens:60500.000 - perf/time_per_step:121.436 - perf/throughput:62.276 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:458.667 - reflection/without_length_mean:299.103 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:314.062 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:4.000 - reflection_check/with_check_length_mean:501.750 - reflection_check/without_check_length_mean:301.550 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:3.000 - reflection_confirm/with_confirm_length_mean:342.000 - reflection_confirm/without_confirm_length_mean:313.619 - reflection_confirm/with_confirm_correct_ratio:0.000 - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:0.000 - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:314.062 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:314.062 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:403.000 - reflection_wait/without_wait_length_mean:312.651 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:342.000 - reflection_correct/without_correct_length_mean:313.619 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:314.062 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:314.062 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:314.062 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:314.062 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:314.062 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:3.000 - language_mix/ratio:0.047 - language_mix/with_length_mean:262.333 - language_mix/without_length_mean:316.607 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Clock divider by 5000: toggle output every 2500 input cycles. Counter 0..4998, toggle at 2499 and 4999.(WorkerDict pid=187143) /usr/local/lib/python3.12/dist-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. (WorkerDict pid=187143) return func(*args, **kwargs) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.counter = 0 (TaskRunner pid=185828) self.out = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) if inputs['clkin']: (TaskRunner pid=185828) self.counter += 1 (TaskRunner pid=185828) if self.counter >= 2500: (TaskRunner pid=185828) self.out ^= 1 (TaskRunner pid=185828) self.counter = 0 (TaskRunner pid=185828) return {'clkout': self.out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) local_global_step_folder: /data/save/python/global_step_90 (WorkerDict pid=187143) [rank-0]: Saving model to /data/save/python/global_step_90/actor/model_world_size_8_rank_0.pt (WorkerDict pid=187143) [rank-0]: Saving checkpoint to /data/save/python/global_step_90/actor/model_world_size_8_rank_0.pt (WorkerDict pid=187143) [rank-0]: Saving extra_state to /data/save/python/global_step_90/actor/extra_state_world_size_8_rank_0.pt (TaskRunner pid=185828) step:90 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5692.000 - global_seqlen/max:12338.000 - global_seqlen/minmax_diff:6646.000 - global_seqlen/balanced_min:8191.000 - global_seqlen/balanced_max:8292.000 - global_seqlen/mean:8207.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.044 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:399.266 - response_length/max:1272.000 - response_length/min:133.000 - response_length/clip_ratio:0.000 - prompt_length/mean:626.625 - prompt_length/max:777.000 - prompt_length/min:512.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:65.284 - timing_s/reward:1.170 - timing_s/old_log_prob:8.627 - timing_s/adv:0.003 - timing_s/update_actor:61.247 - timing_s/save_checkpoint:14.744 - timing_s/step:151.082 - timing_per_token_ms/gen:2.555 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.933 - perf/total_num_tokens:65657.000 - perf/time_per_step:151.082 - perf/throughput:54.322 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:607.250 - reflection/without_length_mean:385.400 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:399.266 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:399.266 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:399.266 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:399.266 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:399.266 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:535.000 - reflection_wait/without_wait_length_mean:397.111 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:399.266 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:399.266 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:3.000 - reflection_adjust/with_adjust_length_mean:631.333 - reflection_adjust/without_adjust_length_mean:387.852 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:399.266 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:399.266 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:399.266 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (WorkerDict pid=187470) [rank-5]: Saving model to /data/save/python/global_step_90/actor/model_world_size_8_rank_5.pt [repeated 7x across cluster] (WorkerDict pid=187470) [rank-5]: Saving checkpoint to /data/save/python/global_step_90/actor/model_world_size_8_rank_5.pt [repeated 7x across cluster] (WorkerDict pid=187470) [rank-5]: Saving extra_state to /data/save/python/global_step_90/actor/extra_state_world_size_8_rank_5.pt [repeated 7x across cluster](TaskRunner pid=185828) Training Progress: 45%|████▌ | 90/200 [3:54:56<4:48:34, 157.41s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) PC-2 is a security kernel: permute 56-bit input per the PC-2 table, reference. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.PC2 = [ (TaskRunner pid=185828) 14,17,11,24, 1, 5, (TaskRunner pid=185828) 3,28,15, 6,21,10, (TaskRunner pid=185828) 23,19,12, 4,26, 8, (TaskRunner pid=185828) 16, 7,27,20,13, 2, (TaskRunner pid=185828) 41,52,31,37,47,55, (TaskRunner pid=185828) 30,40,51,45,33,48, (TaskRunner pid=185828) 44,49,39,56,34,53, (TaskRunner pid=185828) 46,42,50,36,29,32 (TaskRunner pid=185828) ] (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) left = inputs['leftHalf'] & 0xFFFFFFFFFFFFF (TaskRunner pid=185828) right = inputs['rightHalf'] & 0xFFFFFFFFFFFFF (TaskRunner pid=185828) full = ((left & 0xF) << 28) | ((right & 0xF) << 20) | \ (TaskRunner pid=185828) ((left >> 4) & 0xFFFFFFFE) | ((right >> 4) & 0xFFFFFFFE) (TaskRunner pid=185828) mask = 1 (TaskRunner pid=185828) result = 0 (TaskRunner pid=185828) for i in range(48): (TaskRunner pid=185828) bit = self.PC2[i] (TaskRunner pid=185828) result |= (full >> bit) & mask (TaskRunner pid=185828) mask <<= 1 (TaskRunner pid=185828) return {'subKey': result & 0xFFFFFFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:91 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5832.000 - global_seqlen/max:11881.000 - global_seqlen/minmax_diff:6049.000 - global_seqlen/balanced_min:8271.000 - global_seqlen/balanced_max:8579.000 - global_seqlen/mean:8315.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.149 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:327.797 - response_length/max:1701.000 - response_length/min:115.000 - response_length/clip_ratio:0.000 - prompt_length/mean:711.625 - prompt_length/max:1072.000 - prompt_length/min:535.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:84.044 - timing_s/reward:1.188 - timing_s/old_log_prob:8.648 - timing_s/adv:0.003 - timing_s/update_actor:61.040 - timing_s/step:154.931 - timing_per_token_ms/gen:4.006 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.918 - perf/total_num_tokens:66523.000 - perf/time_per_step:154.931 - perf/throughput:53.672 - reflection/any_word_frequency:6.000 - reflection/with_length_mean:305.667 - reflection/without_length_mean:330.086 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:327.797 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:495.000 - reflection_check/without_check_length_mean:325.143 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:327.797 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:327.797 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:327.797 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:327.797 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:207.000 - reflection_correct/without_correct_length_mean:329.714 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:327.797 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:4.000 - reflection_adjust/with_adjust_length_mean:283.000 - reflection_adjust/without_adjust_length_mean:330.783 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:327.797 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:327.797 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:327.797 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:375.000 - language_mix/without_length_mean:327.048 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 46%|████▌ | 91/200 [3:57:31<4:44:38, 156.69s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 46%|████▌ | 92/200 [4:01:08<5:14:56, 174.97s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) PWM with 6 fixed duty cycles selected by 3-bit mode. Period = 1,000,000. Duty periods: 0,50k,250k,500k,750k,1M. Counter 20-bit. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) if inputs['reset']: (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) return {'out': 0} (TaskRunner pid=185828) if self.cnt == 999999: (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.cnt += 1 (TaskRunner pid=185828) limit = {'000': 0, '001': 50000, '010': 250000, '011': 500000, '100': 750000, '101': 1000000}[inputs['mode']] (TaskRunner pid=185828) out = 1 if self.cnt < limit else 0 (TaskRunner pid=185828) return {'out': out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) step:92 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5563.000 - global_seqlen/max:11733.000 - global_seqlen/minmax_diff:6170.000 - global_seqlen/balanced_min:8572.000 - global_seqlen/balanced_max:10258.000 - global_seqlen/mean:8790.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.239 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:425.312 - response_length/max:2939.000 - response_length/min:102.000 - response_length/clip_ratio:0.000 - prompt_length/mean:673.500 - prompt_length/max:858.000 - prompt_length/min:531.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:146.031 - timing_s/reward:1.212 - timing_s/old_log_prob:8.780 - timing_s/adv:0.003 - timing_s/update_actor:61.529 - timing_s/step:217.563 - timing_per_token_ms/gen:5.365 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.875 - perf/total_num_tokens:70324.000 - perf/time_per_step:217.563 - perf/throughput:40.404 - reflection/any_word_frequency:8.000 - reflection/with_length_mean:942.667 - reflection/without_length_mean:371.793 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:425.312 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:8.000 - reflection_check/with_check_length_mean:942.667 - reflection_check/without_check_length_mean:371.793 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:425.312 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:425.312 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:425.312 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:425.312 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:425.312 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:425.312 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:425.312 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:425.312 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:425.312 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:425.312 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Pipeline reg ID->EX: store all inputs on clock edge, reset to 0. Simple sequential wiring. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.state = { (TaskRunner pid=185828) 'ctrl_EXE':0,'ctrl_MEM':0,'ctrl_WB':0,'DOA':0,'DOB':0, (TaskRunner pid=185828) 'imm_ext':0,'rt':0,'rd':0,'ALU_FUN':0,'SEL_ALU':0,'SEL_REG':0, (TaskRunner pid=185828) 'ctrl_MEM_exe':0,'ctrl_WB_exe':0,'A':0,'DOB_exe':0, (TaskRunner pid=185828) 'imm_ext_exe':0,'rt_exe':0,'rd_exe':0 (TaskRunner pid=185828) } (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs.get('resetID', 0): (TaskRunner pid=185828) self.state = {k:0 for k in self.state} (TaskRunner pid=185828) return {k:0 for k in self.state} (TaskRunner pid=185828) ns = dict(self.state) (TaskRunner pid=185828) for f in ['ctrl_EXE','ctrl_MEM','ctrl_WB','DOA','DOB','imm_ext','rt','rd', (TaskRunner pid=185828) 'ALU_FUN','SEL_ALU','SEL_REG','ctrl_MEM_exe','ctrl_WB_exe','A', (TaskRunner pid=185828) 'DOB_exe','imm_ext_exe','rt_exe','rd_exe']: (TaskRunner pid=185828) ns[f] = inputs.get(f, 0) & ((1<<32) - 1) if f in ('DOA','DOB','imm_ext') else \ (TaskRunner pid=185828) inputs.get(f, 0) & ((1<<5) - 1) if f in ('rt','rd') else \ (TaskRunner pid=185828) inputs.get(f, 0) & ((1<<3) - 1) if f in ('ctrl_EXE','ctrl_MEM_exe','ALU_FUN') else \ (TaskRunner pid=185828) inputs.get(f, 0) & ((1<<2) - 1) if f == 'ctrl_WB' else \ (TaskRunner pid=185828) inputs.get(f, 0) & ((1<<1) - 1) (TaskRunner pid=185828) self.state = ns (TaskRunner pid=185828) return {'ALU_FUN':ns['ALU_FUN'],'SEL_ALU':ns['SEL_ALU'],'SEL_REG':ns['SEL_REG'], (TaskRunner pid=185828) 'ctrl_MEM_exe':ns['ctrl_MEM_exe'],'ctrl_WB_exe':ns['ctrl_WB_exe'], (TaskRunner pid=185828) 'A':ns['A'],'DOB_exe':ns['DOB_exe'],'imm_ext_exe':ns['imm_ext_exe'], (TaskRunner pid=185828) 'rt_exe':ns['rt_exe'],'rd_exe':ns['rd_exe']} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:93 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6124.000 - global_seqlen/max:20400.000 - global_seqlen/minmax_diff:14276.000 - global_seqlen/balanced_min:9605.000 - global_seqlen/balanced_max:10831.000 - global_seqlen/mean:9878.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.258 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:440.125 - response_length/max:2418.000 - response_length/min:135.000 - response_length/clip_ratio:0.000 - prompt_length/mean:794.625 - prompt_length/max:1404.000 - prompt_length/min:585.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:123.418 - timing_s/reward:1.156 - timing_s/old_log_prob:8.632 - timing_s/adv:0.003 - timing_s/update_actor:60.822 - timing_s/step:194.040 - timing_per_token_ms/gen:4.381 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.770 - perf/total_num_tokens:79024.000 - perf/time_per_step:194.040 - perf/throughput:50.907 - reflection/any_word_frequency:10.000 - reflection/with_length_mean:355.200 - reflection/without_length_mean:455.852 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:440.125 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:6.000 - reflection_check/with_check_length_mean:267.167 - reflection_check/without_check_length_mean:458.017 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:440.125 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:610.000 - reflection_however/without_however_length_mean:437.429 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:440.125 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:440.125 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:446.333 - reflection_correct/without_correct_length_mean:439.820 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:440.125 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:440.125 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:440.125 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:440.125 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:440.125 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 46%|████▋ | 93/200 [4:04:22<5:22:16, 180.71s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 4-bit ring counter: state register cycles through one-hot patterns t0→t1→t2→t3→t0. Use a 2-bit counter (0..3) and derive outputs via equality checks. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.state = 0 # 0=t0, 1=t1, 2=t2, 3=t3 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs['rst'] == 1: (TaskRunner pid=185828) self.state = 0 (TaskRunner pid=185828) return {'t0': 1, 't1': 0, 't2': 0, 't3': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) s = self.state (TaskRunner pid=185828) self.state = (s + 1) % 4 (TaskRunner pid=185828) (TaskRunner pid=185828) t0 = 1 if s == 0 else 0 (TaskRunner pid=185828) t1 = 1 if s == 1 else 0 (TaskRunner pid=185828) t2 = 1 if s == 2 else 0 (TaskRunner pid=185828) t3 = 1 if s == 3 else 0 (TaskRunner pid=185828) return {'t0': t0, 't1': t1, 't2': t2, 't3': t3} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:94 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6513.000 - global_seqlen/max:11098.000 - global_seqlen/minmax_diff:4585.000 - global_seqlen/balanced_min:7792.000 - global_seqlen/balanced_max:7803.000 - global_seqlen/mean:7796.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.237 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:300.250 - response_length/max:610.000 - response_length/min:124.000 - response_length/clip_ratio:0.000 - prompt_length/mean:674.250 - prompt_length/max:913.000 - prompt_length/min:567.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:32.675 - timing_s/reward:1.169 - timing_s/old_log_prob:8.750 - timing_s/adv:0.003 - timing_s/update_actor:59.750 - timing_s/step:102.356 - timing_per_token_ms/gen:1.700 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.958 - perf/total_num_tokens:62368.000 - perf/time_per_step:102.356 - perf/throughput:76.166 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:395.667 - reflection/without_length_mean:290.379 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:287.000 - reflection_verify/without_verify_length_mean:300.460 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:445.333 - reflection_check/without_check_length_mean:293.115 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:300.250 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:2.000 - reflection_however/with_however_length_mean:518.500 - reflection_however/without_however_length_mean:293.210 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:300.250 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:518.500 - reflection_wait/without_wait_length_mean:293.210 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:300.250 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:300.250 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:324.000 - reflection_adjust/without_adjust_length_mean:299.873 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:300.250 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:300.250 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:300.250 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:333.000 - language_mix/without_length_mean:299.730 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 47%|████▋ | 94/200 [4:06:05<4:37:46, 157.23s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 48%|████▊ | 95/200 [4:07:57<4:11:40, 143.82s/it] (TaskRunner pid=185828) 32-bit MUX controlled by 6-bit opcode. Route ALUOut for most ops, Shifter for SRL, HiOut/LoOut for MFHI/MFLO, else 0. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) sig = inputs['Signal'] & 0x3F (TaskRunner pid=185828) if sig in (0x22, 0x25, 0x2A, 0x23, 0x2A): # and, or, add, sub, slt (TaskRunner pid=185828) out = inputs['ALUOut'] & 0xFFFFFFFF (TaskRunner pid=185828) elif sig == 0x24: # srl (TaskRunner pid=185828) out = inputs['Shifter'] & 0xFFFFFFFF (TaskRunner pid=185828) elif sig == 0x10: # mfhi (TaskRunner pid=185828) out = inputs['HiOut'] & 0xFFFFFFFF (TaskRunner pid=185828) elif sig == 0x12: # mflo (TaskRunner pid=185828) out = inputs['LoOut'] & 0xFFFFFFFF (TaskRunner pid=185828) else: (TaskRunner pid=185828) out = 0 (TaskRunner pid=185828) return {'dataOut': out & 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:95 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5771.000 - global_seqlen/max:10095.000 - global_seqlen/minmax_diff:4324.000 - global_seqlen/balanced_min:7418.000 - global_seqlen/balanced_max:7427.000 - global_seqlen/mean:7422.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.251 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:279.219 - response_length/max:735.000 - response_length/min:110.000 - response_length/clip_ratio:0.000 - prompt_length/mean:648.625 - prompt_length/max:709.000 - prompt_length/min:549.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:38.860 - timing_s/reward:1.197 - timing_s/old_log_prob:8.767 - timing_s/adv:0.003 - timing_s/update_actor:63.625 - timing_s/step:112.460 - timing_per_token_ms/gen:2.175 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.071 - perf/total_num_tokens:59382.000 - perf/time_per_step:112.460 - perf/throughput:66.003 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:311.750 - reflection/without_length_mean:277.050 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:279.219 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:279.219 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:279.219 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:279.219 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:279.219 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:146.000 - reflection_wait/without_wait_length_mean:281.333 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:279.219 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:279.219 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:3.000 - reflection_adjust/with_adjust_length_mean:367.000 - reflection_adjust/without_adjust_length_mean:274.902 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:279.219 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:279.219 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:279.219 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 61-location little-endian RAM. Split 32-bit word into 4 bytes, store bytes at [a], [a+1], [a+2], [a+3]. Read similarly. Clamp address to 61 locations. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 48%|████▊ | 96/200 [4:09:56<3:56:19, 136.34s/it] (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.ram = [0] * 61 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['address'] & 0xFFFFFF (TaskRunner pid=185828) wd = inputs['writeData'] & 0xFFFFFFFF (TaskRunner pid=185828) mrd = inputs['mRD'] & 1 (TaskRunner pid=185828) mwr = inputs['mWR'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if mwr: (TaskRunner pid=185828) base = min(a, 58) (TaskRunner pid=185828) self.ram[base] = wd & 0xFF (TaskRunner pid=185828) self.ram[base + 1] = (wd >> 8) & 0xFF (TaskRunner pid=185828) self.ram[base + 2] = (wd >> 16) & 0xFF (TaskRunner pid=185828) self.ram[base + 3] = (wd >> 24) & 0xFF (TaskRunner pid=185828) (TaskRunner pid=185828) if mrd: (TaskRunner pid=185828) b = min(a, 58) (TaskRunner pid=185828) dw = (self.ram[b + 3] << 24) | (self.ram[b + 2] << 16) | (self.ram[b + 1] << 8) | self.ram[b] (TaskRunner pid=185828) return {'Dataout': dw & 0xFFFFFFFF} (TaskRunner pid=185828) return {'Dataout': 0xDEADBEEF} # high-z simulation (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:96 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5249.000 - global_seqlen/max:17029.000 - global_seqlen/minmax_diff:11780.000 - global_seqlen/balanced_min:9042.000 - global_seqlen/balanced_max:9050.000 - global_seqlen/mean:9046.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.270 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:331.312 - response_length/max:913.000 - response_length/min:112.000 - response_length/clip_ratio:0.000 - prompt_length/mean:799.500 - prompt_length/max:1357.000 - prompt_length/min:536.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:47.637 - timing_s/reward:1.148 - timing_s/old_log_prob:8.585 - timing_s/adv:0.003 - timing_s/update_actor:61.447 - timing_s/step:118.828 - timing_per_token_ms/gen:2.247 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.849 - perf/total_num_tokens:72372.000 - perf/time_per_step:118.828 - perf/throughput:76.131 - reflection/any_word_frequency:13.000 - reflection/with_length_mean:399.300 - reflection/without_length_mean:318.722 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:745.000 - reflection_verify/without_verify_length_mean:324.746 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:11.000 - reflection_check/with_check_length_mean:422.889 - reflection_check/without_check_length_mean:316.327 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:331.312 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:331.312 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:331.312 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:331.312 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:187.000 - reflection_correct/without_correct_length_mean:333.603 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:331.312 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:331.312 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:331.312 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:331.312 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:331.312 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Program sequencer: priority sync_reset > jmp > jmp_nz&!dont_jmp > default PC+1. pm_addr = {jmp_addr, 4'b00} for all jumps, else pm_addr+1. pc always latches pm_addr. from_PS = pc. (TaskRunner pid=185828) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 48%|████▊ | 97/200 [4:12:02<3:48:41, 133.22s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.pc = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs['sync_reset']: (TaskRunner pid=185828) self.pc = 0 (TaskRunner pid=185828) return {'pm_addr': 0, 'pc': 0, 'from_PS': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) next_pc = self.pc (TaskRunner pid=185828) if inputs['jmp']: (TaskRunner pid=185828) next_pc = inputs['jmp_addr'] << 4 (TaskRunner pid=185828) elif inputs['jmp_nz'] and not inputs['dont_jmp']: (TaskRunner pid=185828) next_pc = inputs['jmp_addr'] << 4 (TaskRunner pid=185828) else: (TaskRunner pid=185828) next_pc = (next_pc + 1) & 0xFF (TaskRunner pid=185828) (TaskRunner pid=185828) self.pc = next_pc (TaskRunner pid=185828) return {'pm_addr': next_pc & 0xFF, 'pc': next_pc & 0xFF, 'from_PS': next_pc & 0xFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:97 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6637.000 - global_seqlen/max:10397.000 - global_seqlen/minmax_diff:3760.000 - global_seqlen/balanced_min:8518.000 - global_seqlen/balanced_max:8526.000 - global_seqlen/mean:8522.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.269 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:363.797 - response_length/max:986.000 - response_length/min:139.000 - response_length/clip_ratio:0.000 - prompt_length/mean:701.500 - prompt_length/max:841.000 - prompt_length/min:550.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:50.977 - timing_s/reward:1.173 - timing_s/old_log_prob:8.598 - timing_s/adv:0.003 - timing_s/update_actor:65.100 - timing_s/step:125.861 - timing_per_token_ms/gen:2.189 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.955 - perf/total_num_tokens:68179.000 - perf/time_per_step:125.861 - perf/throughput:67.712 - reflection/any_word_frequency:5.000 - reflection/with_length_mean:434.000 - reflection/without_length_mean:357.847 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:363.797 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:5.000 - reflection_check/with_check_length_mean:434.000 - reflection_check/without_check_length_mean:357.847 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:363.797 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:363.797 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:363.797 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:363.797 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:363.797 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:363.797 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:363.797 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:363.797 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:363.797 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:363.797 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:986.000 - language_mix/without_length_mean:353.921 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple priority encoder with special case. If enable=1 and Hall in {0,7} -> output 1. Otherwise decode Hall: 1->1,2->2,3->3,4->4,5->5,6->6. (TaskRunner pid=185828) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 49%|████▉ | 98/200 [4:14:04<3:40:49, 129.89s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) e = inputs['enable'] & 1 (TaskRunner pid=185828) h = inputs['Hall'] & 0x7 (TaskRunner pid=185828) if e and (h == 0 or h == 7): (TaskRunner pid=185828) return {'a': 1, 'b': 1, 'c': 1} (TaskRunner pid=185828) if not e: (TaskRunner pid=185828) return {'a': 1, 'b': 1, 'c': 1} (TaskRunner pid=185828) mapping = {1:1,2:2,3:3,4:4,5:5,6:6} (TaskRunner pid=185828) return {'a': mapping.get(h, 1) & 3, 'b': mapping.get(h, 1) & 3, 'c': mapping.get(h, 1) & 3} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:98 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5709.000 - global_seqlen/max:16533.000 - global_seqlen/minmax_diff:10824.000 - global_seqlen/balanced_min:9400.000 - global_seqlen/balanced_max:9408.000 - global_seqlen/mean:9402.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.289 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:361.031 - response_length/max:958.000 - response_length/min:117.000 - response_length/clip_ratio:0.000 - prompt_length/mean:814.250 - prompt_length/max:1416.000 - prompt_length/min:536.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:51.101 - timing_s/reward:1.175 - timing_s/old_log_prob:8.519 - timing_s/adv:0.003 - timing_s/update_actor:61.235 - timing_s/step:122.042 - timing_per_token_ms/gen:2.212 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.814 - perf/total_num_tokens:75218.000 - perf/time_per_step:122.042 - perf/throughput:77.041 - reflection/any_word_frequency:8.000 - reflection/with_length_mean:387.857 - reflection/without_length_mean:357.737 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:361.031 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:7.000 - reflection_check/with_check_length_mean:428.833 - reflection_check/without_check_length_mean:354.017 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:361.031 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:361.031 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:361.031 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:361.031 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:142.000 - reflection_correct/without_correct_length_mean:364.508 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:361.031 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:361.031 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:361.031 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:361.031 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:361.031 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:435.500 - language_mix/without_length_mean:358.629 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple lookup table on 7-bit opcode. Only four opcodes are active; all others drive all outputs to 0. No state needed — pure combinational. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict:(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 50%|████▉ | 99/200 [4:16:26<3:44:38, 133.45s/it] (TaskRunner pid=185828) opcode = inputs['Opcode'] & 0x7F (TaskRunner pid=185828) if opcode == 0x23: # load word (TaskRunner pid=185828) return {'ALUSrc':1,'MemtoReg':1,'RegWrite':1,'MemRead':1,'MemWrite':0,'ALUOp':1} (TaskRunner pid=185828) elif opcode == 0x2B: # store word (TaskRunner pid=185828) return {'ALUSrc':1,'MemtoReg':0,'RegWrite':0,'MemRead':0,'MemWrite':1,'ALUOp':1} (TaskRunner pid=185828) elif opcode == 0x33: # I-type (TaskRunner pid=185828) return {'ALUSrc':1,'MemtoReg':0,'RegWrite':1,'MemRead':0,'MemWrite':0,'ALUOp':0} (TaskRunner pid=185828) elif opcode == 0x37: # R-type (TaskRunner pid=185828) return {'ALUSrc':0,'MemtoReg':0,'RegWrite':1,'MemRead':0,'MemWrite':0,'ALUOp':2} (TaskRunner pid=185828) return {'ALUSrc':0,'MemtoReg':0,'RegWrite':0,'MemRead':0,'MemWrite':0,'ALUOp':0} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:99 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5242.000 - global_seqlen/max:13092.000 - global_seqlen/minmax_diff:7850.000 - global_seqlen/balanced_min:8028.000 - global_seqlen/balanced_max:8447.000 - global_seqlen/mean:8086.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.276 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:340.719 - response_length/max:1399.000 - response_length/min:101.000 - response_length/clip_ratio:0.000 - prompt_length/mean:670.125 - prompt_length/max:967.000 - prompt_length/min:516.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:71.084 - timing_s/reward:1.200 - timing_s/old_log_prob:8.826 - timing_s/adv:0.003 - timing_s/update_actor:60.561 - timing_s/step:141.685 - timing_per_token_ms/gen:3.260 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.936 - perf/total_num_tokens:64694.000 - perf/time_per_step:141.685 - perf/throughput:57.076 - reflection/any_word_frequency:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:340.719 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:340.719 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:340.719 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:340.719 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:340.719 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:340.719 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:340.719 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:340.719 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:340.719 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:340.719 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:340.719 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:340.719 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple barrel shifter with 13 specific control codes. Left shifts for small positive values, right shifts for negative-like values. Default no shift. Output is 23 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) y = inputs['y_f'] & ((1 << 20) - 1) (TaskRunner pid=185828) e = inputs['exp_ff'] & 0x1F (TaskRunner pid=185828) if e == 0b00011: (TaskRunner pid=185828) ff = (y << 3) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b00010: (TaskRunner pid=185828) ff = (y << 2) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b00001: (TaskRunner pid=185828) ff = (y << 1) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b00000: (TaskRunner pid=185828) ff = y (TaskRunner pid=185828) elif e == 0b11111: (TaskRunner pid=185828) ff = (y >> 1) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b11110: (TaskRunner pid=185828) ff = (y >> 2) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b11101: (TaskRunner pid=185828) ff = (y >> 3) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b11100: (TaskRunner pid=185828) ff = (y >> 4) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b11011: (TaskRunner pid=185828) ff = (y >> 5) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b11010: (TaskRunner pid=185828) ff = (y >> 6) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b11001: (TaskRunner pid=185828) ff = (y >> 7) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b11000: (TaskRunner pid=185828) ff = (y >> 8) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b10111: (TaskRunner pid=185828) ff = (y >> 9) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b10110: (TaskRunner pid=185828) ff = (y >> 10) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b10101: (TaskRunner pid=185828) ff = (y >> 11) & 0x7FFFFF (TaskRunner pid=185828) elif e == 0b10100: (TaskRunner pid=185828) ff = (y >> 12) & 0x7FFFFF (TaskRunner pid=185828) else: (TaskRunner pid=185828) ff = (y << 0) & 0x7FFFFF (TaskRunner pid=185828) return {'ff': ff} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:100 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4917.000 - global_seqlen/max:12308.000 - global_seqlen/minmax_diff:7391.000 - global_seqlen/balanced_min:9011.000 - global_seqlen/balanced_max:11766.000 - global_seqlen/mean:9361.000 - actor/entropy:0.000 - actor/pg_loss:0.265 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.386 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.246 - actor/lr:0.000 - critic/score/mean:-0.016 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.016 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.302 - critic/advantages/max:0.354 - critic/advantages/min:-2.475 - critic/returns/mean:-0.302 - critic/returns/max:0.354 - critic/returns/min:-2.475 - response_length/mean:459.000 - response_length/max:4096.000 - response_length/min:95.000 - response_length/clip_ratio:0.016 - prompt_length/mean:711.125 - prompt_length/max:1025.000 - prompt_length/min:493.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:202.458 - timing_s/reward:1.217 - timing_s/old_log_prob:8.608 - timing_s/adv:0.003 - timing_s/update_actor:59.844 - timing_s/step:272.139 - timing_per_token_ms/gen:6.892 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.799 - perf/total_num_tokens:74888.000 - perf/time_per_step:272.139 - perf/throughput:34.398 - reflection/any_word_frequency:24.000 - reflection/with_length_mean:488.833 - reflection/without_length_mean:447.326 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:-0.022 - reflection_verify/word_verify_frequency:3.000 - reflection_verify/with_verify_length_mean:694.333 - reflection_verify/without_verify_length_mean:447.426 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:-0.016 - reflection_check/word_check_frequency:14.000 - reflection_check/with_check_length_mean:430.857 - reflection_check/without_check_length_mean:466.880 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:-0.020 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:459.000 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.016 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:459.000 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:-0.016 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:459.000 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:-0.016 - reflection_wait/word_wait_frequency:6.000 - reflection_wait/with_wait_length_mean:811.000 - reflection_wait/without_wait_length_mean:435.533 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:-0.017 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:459.000 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:-0.016 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:459.000 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.016 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:782.000 - reflection_adjust/without_adjust_length_mean:453.873 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:-0.016 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:459.000 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.016 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:459.000 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.016 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:459.000 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.016 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:396.000 - language_mix/without_length_mean:460.000 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:-0.016 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 50%|█████ | 100/200 [4:20:58<4:51:48, 175.08s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 50%|█████ | 101/200 [4:22:49<4:17:19, 155.95s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 3-to-6 decoder: output bit i is high when input equals binary i. Build each output as NAND of inverted input bits. Use only NAND gates: NOT x = NAND(x,x); AND = NAND(NAND(x,y), NAND(x,y)); OR via DeMorgan. For each of 6 outputs, create expression sel==i using NAND-only primitives. Input is 4 bits but only lower 3 used; row 8-15 stay 0. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['a'] & 0xF (TaskRunner pid=185828) b = 0 (TaskRunner pid=185828) for i in range(6): (TaskRunner pid=185828) match a & 0x7: (TaskRunner pid=185828) case 0: b |= (1 << i) (TaskRunner pid=185828) case 1: b |= (1 << i) (TaskRunner pid=185828) case 2: b |= (1 << i) (TaskRunner pid=185828) case 3: b |= (1 << i) (TaskRunner pid=185828) case 4: b |= (1 << i) (TaskRunner pid=185828) case 5: b |= (1 << i) (TaskRunner pid=185828) return {'b': b & 0x3F} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:101 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5472.000 - global_seqlen/max:8971.000 - global_seqlen/minmax_diff:3499.000 - global_seqlen/balanced_min:7233.000 - global_seqlen/balanced_max:7235.000 - global_seqlen/mean:7233.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.253 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:295.328 - response_length/max:763.000 - response_length/min:119.000 - response_length/clip_ratio:0.000 - prompt_length/mean:608.875 - prompt_length/max:772.000 - prompt_length/min:511.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:41.017 - timing_s/reward:1.190 - timing_s/old_log_prob:8.537 - timing_s/adv:0.003 - timing_s/update_actor:60.499 - timing_s/step:111.255 - timing_per_token_ms/gen:2.170 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.045 - perf/total_num_tokens:57869.000 - perf/time_per_step:111.255 - perf/throughput:65.018 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:341.000 - reflection/without_length_mean:292.283 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:295.328 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:284.000 - reflection_check/without_check_length_mean:295.508 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:1.000 - reflection_confirm/with_confirm_length_mean:611.000 - reflection_confirm/without_confirm_length_mean:290.317 - reflection_confirm/with_confirm_correct_ratio:0.000 - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:0.000 - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:295.328 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:295.328 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:295.328 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:295.328 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:295.328 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:2.000 - reflection_adjust/with_adjust_length_mean:234.500 - reflection_adjust/without_adjust_length_mean:297.290 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:295.328 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:295.328 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:295.328 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Human wants a Verilog module dec_gray532_bh mapping 5-bit Gray code to 32-bit thermometer code. (TaskRunner pid=185828) Gray code to binary: standard algorithm XOR each bit with previous bit. Then binary value N means N ones in thermometer. (TaskRunner pid=185828) Build lookup table of 32 entries: index = gray[4:0] -> thermometer value = (1 << N) - 1 where N is binary value of gray. (TaskRunner pid=185828) Output high-z (z) if input not valid Gray code. Check: standard Gray codes are: 0,1,3,2,6,7,5,4... all 16 codes for 4 bits, but input is 5 bits so 32 codes. Need all 32 valid 5-bit Gray codes. Generate by taking n XOR (n >> 1) for n=0..31. (TaskRunner pid=185828) Outputs are 32-bit so (1< (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.lut = [0] * 32 (TaskRunner pid=185828) for n in range(32): (TaskRunner pid=185828) gray = n ^ (n >> 1) (TaskRunner pid=185828) self.lut[gray] = (1 << n) - 1 if n < 32 else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) I = inputs['I'] & 0x1F (TaskRunner pid=185828) O = self.lut.get(I & 0x1F, 32'hz) (TaskRunner pid=185828) return {'O': O} # would need $r修复; simulate as 0 (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:102 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5063.000 - global_seqlen/max:13937.000 - global_seqlen/minmax_diff:8874.000 - global_seqlen/balanced_min:7928.000 - global_seqlen/balanced_max:8090.000 - global_seqlen/mean:7967.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.287 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:286.078 - response_length/max:1397.000 - response_length/min:82.000 - response_length/clip_ratio:0.000 - prompt_length/mean:709.875 - prompt_length/max:1378.000 - prompt_length/min:494.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:70.141 - timing_s/reward:1.145 - timing_s/old_log_prob:8.578 - timing_s/adv:0.003 - timing_s/update_actor:60.566 - timing_s/step:140.440 - timing_per_token_ms/gen:3.831 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.950 - perf/total_num_tokens:63741.000 - perf/time_per_step:140.440 - perf/throughput:56.733 - reflection/any_word_frequency:19.000 - reflection/with_length_mean:511.818 - reflection/without_length_mean:239.226 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:286.078 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:6.000 - reflection_check/with_check_length_mean:622.667 - reflection_check/without_check_length_mean:251.259 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:286.078 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:494.000 - reflection_however/without_however_length_mean:282.778 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:286.078 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:286.078 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:5.000 - reflection_correct/with_correct_length_mean:713.333 - reflection_correct/without_correct_length_mean:265.066 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:286.078 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:7.000 - reflection_adjust/with_adjust_length_mean:653.500 - reflection_adjust/without_adjust_length_mean:261.583 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:286.078 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:286.078 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:286.078 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:399.000 - language_mix/without_length_mean:284.286 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 51%|█████ | 102/200 [4:25:10<4:07:09, 151.32s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 8-bit CLA: G[i]=A[i]&B[i], P[i]=A[i]|B[i]. Carry: c[0]=Cin; c[i+1]=G[i]|(P[i]&c[i]). Sum[i]=A[i]^B[i]^c[i]. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) Cin = inputs['Cin'] & 1 (TaskRunner pid=185828) A = inputs['A'] & 0xFF (TaskRunner pid=185828) B = inputs['B'] & 0xFF (TaskRunner pid=185828) G = [1 if (A>>i)&1 and (B>>i)&1 else 0 for i in range(8)] (TaskRunner pid=185828) P = [1 if (A>>i)&1 or (B>>i)&1 else 0 for i in range(8)] (TaskRunner pid=185828) c = [0]*9 (TaskRunner pid=185828) c[0] = Cin (TaskRunner pid=185828) for i in range(8): (TaskRunner pid=185828) c[i+1] = G[i] | (P[i] & c[i]) (TaskRunner pid=185828) Sum = 0 (TaskRunner pid=185828) for i in range(8): (TaskRunner pid=185828) a = (A>>i)&1 (TaskRunner pid=185828) s = a ^ ((B>>i)&1) ^ c[i] (TaskRunner pid=185828) Sum |= (s< (TaskRunner pid=185828) step:103 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6181.000 - global_seqlen/max:9971.000 - global_seqlen/minmax_diff:3790.000 - global_seqlen/balanced_min:7572.000 - global_seqlen/balanced_max:7582.000 - global_seqlen/mean:7576.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.252 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:286.031 - response_length/max:721.000 - response_length/min:159.000 - response_length/clip_ratio:0.000 - prompt_length/mean:661.000 - prompt_length/max:856.000 - prompt_length/min:536.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:38.754 - timing_s/reward:1.172 - timing_s/old_log_prob:8.872 - timing_s/adv:0.003 - timing_s/update_actor:62.659 - timing_s/step:111.469 - timing_per_token_ms/gen:2.117 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.034 - perf/total_num_tokens:60610.000 - perf/time_per_step:111.469 - perf/throughput:67.967 - reflection/any_word_frequency:8.000 - reflection/with_length_mean:373.875 - reflection/without_length_mean:273.482 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:286.031 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:5.000 - reflection_check/with_check_length_mean:297.800 - reflection_check/without_check_length_mean:285.034 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:286.031 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:286.031 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:286.031 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:552.000 - reflection_wait/without_wait_length_mean:277.452 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:286.031 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:286.031 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:286.031 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:286.031 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:286.031 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:1.000 - reflection_yet/with_yet_length_mean:398.000 - reflection_yet/without_yet_length_mean:284.254 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:0.000 - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8(TaskRunner pid=185828) Training Progress: 52%|█████▏ | 103/200 [4:27:02<3:45:20, 139.38s/it] (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple ripple-carry adder. For each bit i: s = a^b^c_in, c_out = (a&b)|(a&c_in)|(b&c_in). Loop over all bits, propagate carry. Mask to WIDTH. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) w = inputs.get('WIDTH', 8) (TaskRunner pid=185828) mask = (1 << w) - 1 (TaskRunner pid=185828) c_in = inputs.get('CARRY_IN', 0) & 1 (TaskRunner pid=185828) a = inputs.get('IN0', 0) & mask (TaskRunner pid=185828) b = inputs.get('IN1', 0) & mask (TaskRunner pid=185828) c = c_in (TaskRunner pid=185828) result = 0 (TaskRunner pid=185828) for i in range(w): (TaskRunner pid=185828) x = (a >> i) & 1 (TaskRunner pid=185828) y = (b >> i) & 1 (TaskRunner pid=185828) s = x ^ y ^ c (TaskRunner pid=185828) result |= (s << i) (TaskRunner pid=185828) c = (x & y) | (x & c) | (y & c) (TaskRunner pid=185828) carry_out = c & 1 (TaskRunner pid=185828) return {'SUM': result & mask, 'CARRY_OUT': carry_out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:104 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6093.000 - global_seqlen/max:9175.000 - global_seqlen/minmax_diff:3082.000 - global_seqlen/balanced_min:7263.000 - global_seqlen/balanced_max:7274.000 - global_seqlen/mean:7267.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.243 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:264.906 - response_length/max:572.000 - response_length/min:120.000 - response_length/clip_ratio:0.000 - prompt_length/mean:643.500 - prompt_length/max:803.000 - prompt_length/min:569.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:31.572 - timing_s/reward:1.224 - timing_s/old_log_prob:8.811 - timing_s/adv:0.003 - timing_s/update_actor:63.280 - timing_s/step:104.899 - timing_per_token_ms/gen:1.862 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.088 - perf/total_num_tokens:58138.000 - perf/time_per_step:104.899 - perf/throughput:69.278 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:327.000 - reflection/without_length_mean:263.921 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:264.906 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:327.000 - reflection_check/without_check_length_mean:263.921 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:264.906 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:264.906 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:327.000 - reflection_reflect/without_reflect_length_mean:263.921 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:264.906 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:264.906 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:264.906 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:264.906 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:264.906 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:264.906 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:264.906 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:480.000 - language_mix/without_length_mean:261.492 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 52%|█████▏ | 104/200 [4:28:46<3:26:29, 129.06s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 52%|█████▎ | 105/200 [4:30:38<3:16:07, 123.87s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple combinational logic: out = (upButton shifted left by 1) | (downButton shifted right by 1) | stairChooser, with async active-low reset to 1. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if not inputs['rst_n']: (TaskRunner pid=185828) return {'signal': 1} (TaskRunner pid=185828) up = inputs['upButton'] & 0x7F (TaskRunner pid=185828) down = inputs['downButton'] & 0x7F (TaskRunner pid=185828) stair = inputs['stairChooser'] & 0xFF (TaskRunner pid=185828) sig = ((up << 1) | (down >> 1) | stair) & 0xFF (TaskRunner pid=185828) return {'signal': sig} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:105 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6307.000 - global_seqlen/max:9911.000 - global_seqlen/minmax_diff:3604.000 - global_seqlen/balanced_min:8000.000 - global_seqlen/balanced_max:8005.000 - global_seqlen/mean:8002.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.250 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:322.625 - response_length/max:748.000 - response_length/min:121.000 - response_length/clip_ratio:0.000 - prompt_length/mean:677.625 - prompt_length/max:760.000 - prompt_length/min:534.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:40.008 - timing_s/reward:1.170 - timing_s/old_log_prob:8.644 - timing_s/adv:0.003 - timing_s/update_actor:61.838 - timing_s/step:111.673 - timing_per_token_ms/gen:1.938 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.966 - perf/total_num_tokens:64016.000 - perf/time_per_step:111.673 - perf/throughput:71.656 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:540.333 - reflection/without_length_mean:311.918 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:322.625 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:528.500 - reflection_check/without_check_length_mean:315.984 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:322.625 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:322.625 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:322.625 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:322.625 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:564.000 - reflection_correct/without_correct_length_mean:318.794 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:322.625 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:322.625 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:322.625 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:322.625 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:322.625 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 4-bit up counter with enable and an equality detect for value 7. (TaskRunner pid=185828) Sequential: self.q holds current count. Reset overrides enable. (TaskRunner pid=185828) o_countreached = (self.q == 7) after update (registered output). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self):(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 53%|█████▎ | 106/200 [4:32:44<3:15:09, 124.57s/it] (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) reset = inputs['i_reset'] & 1 (TaskRunner pid=185828) up = inputs['i_up'] & 1 (TaskRunner pid=185828) if reset: (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) elif up: (TaskRunner pid=185828) self.q = (self.q + 1) & 0xF (TaskRunner pid=185828) return {'o_countreached': 1 if self.q == 7 else 0} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:106 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5464.000 - global_seqlen/max:16626.000 - global_seqlen/minmax_diff:11162.000 - global_seqlen/balanced_min:8624.000 - global_seqlen/balanced_max:8701.000 - global_seqlen/mean:8681.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.265 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:330.766 - response_length/max:1041.000 - response_length/min:117.000 - response_length/clip_ratio:0.000 - prompt_length/mean:754.375 - prompt_length/max:1297.000 - prompt_length/min:560.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:55.635 - timing_s/reward:1.178 - timing_s/old_log_prob:8.958 - timing_s/adv:0.004 - timing_s/update_actor:60.348 - timing_s/step:126.133 - timing_per_token_ms/gen:2.628 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.869 - perf/total_num_tokens:69449.000 - perf/time_per_step:126.133 - perf/throughput:68.825 - reflection/any_word_frequency:12.000 - reflection/with_length_mean:406.400 - reflection/without_length_mean:324.356 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:330.766 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:10.000 - reflection_check/with_check_length_mean:395.333 - reflection_check/without_check_length_mean:327.590 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:330.766 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:330.766 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:330.766 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:330.766 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:411.000 - reflection_correct/without_correct_length_mean:329.492 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:330.766 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:435.000 - reflection_adjust/without_adjust_length_mean:329.111 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:330.766 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:330.766 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:330.766 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:216.000 - language_mix/without_length_mean:332.587 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple lookup table from 0-15 to 7-seg patterns (common-cathode, segments g_f_e_d_c_b_a, LSB=a). Enable=0 forces all zeros. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.lut = [0x3F, 0x06, 0x5B, 0x4F, 0x66, 0x6D, 0x7D, 0x07, (TaskRunner pid=185828) 0x7F, 0x6F, 0x77, 0x7C, 0x39, 0x5E, 0x79, 0x71] (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) b = inputs['b'] & 0xF (TaskRunner pid=185828) en = inputs['en'] & 1 (TaskRunner pid=185828) out = self.lut[b] if en else 0(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 54%|█████▎ | 107/200 [4:34:33<3:05:47, 119.86s/it] (TaskRunner pid=185828) return {'h': out & 0xFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:107 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5023.000 - global_seqlen/max:11209.000 - global_seqlen/minmax_diff:6186.000 - global_seqlen/balanced_min:7170.000 - global_seqlen/balanced_max:7193.000 - global_seqlen/mean:7175.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.251 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:278.000 - response_length/max:689.000 - response_length/min:111.000 - response_length/clip_ratio:0.000 - prompt_length/mean:618.875 - prompt_length/max:865.000 - prompt_length/min:504.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:36.559 - timing_s/reward:1.165 - timing_s/old_log_prob:8.764 - timing_s/adv:0.003 - timing_s/update_actor:62.305 - timing_s/step:108.804 - timing_per_token_ms/gen:2.055 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.085 - perf/total_num_tokens:57400.000 - perf/time_per_step:108.804 - perf/throughput:65.944 - reflection/any_word_frequency:2.000 - reflection/with_length_mean:517.500 - reflection/without_length_mean:270.274 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:278.000 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:689.000 - reflection_check/without_check_length_mean:271.476 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:278.000 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:278.000 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:278.000 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:278.000 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:346.000 - reflection_correct/without_correct_length_mean:276.921 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:278.000 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:278.000 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:278.000 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:278.000 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:278.000 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Interrupt splitter: 4 sources → 1 one-of-16 output vector. Only one interrupt line active at a time. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) req = (inputs['ps2_incoming_data'] << 0) | (inputs['uart_incoming_data'] << 1) | \ (TaskRunner pid=185828) (inputs['ir_incoming_data'] << 2) | (inputs['btn_pressed'] << 3) (TaskRunner pid=185828) return {'requests': req & 0xFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:108 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6878.000 - global_seqlen/max:11663.000 - global_seqlen/minmax_diff:4785.000 - global_seqlen/balanced_min:8657.000 - global_seqlen/balanced_max:8803.000 - global_seqlen/mean:8702.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.267 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:378.953 - response_length/max:1324.000 - response_length/min:136.000 - response_length/clip_ratio:0.000 - prompt_length/mean:708.875 - prompt_length/max:853.000 - prompt_length/min:541.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:68.857 - timing_s/reward:1.186 - timing_s/old_log_prob:8.898 - timing_s/adv:0.003 - timing_s/update_actor:62.010 - timing_s/step:140.964 - timing_per_token_ms/gen:2.839 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.891 - perf/total_num_tokens:69621.000 - perf/time_per_step:140.964 - perf/throughput:61.737 - reflection/any_word_frequency:12.000 - reflection/with_length_mean:601.000 - reflection/without_length_mean:347.232 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:378.953 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:1125.000 - reflection_check/without_check_length_mean:367.111 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:378.953 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:378.953 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:380.000 - reflection_reflect/without_reflect_length_mean:378.936 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:1324.000 - reflection_wait/without_wait_length_mean:363.952 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:5.000 - reflection_correct/with_correct_length_mean:336.000 - reflection_correct/without_correct_length_mean:381.817 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:378.953 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:4.000 - reflection_adjust/with_adjust_length_mean:880.000 - reflection_adjust/without_adjust_length_mean:362.790 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:378.953 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:378.953 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:378.953 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 54%|█████▍ | 108/200 [4:36:54<3:13:31, 126.21s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 55%|█████▍ | 109/200 [4:41:33<4:20:45, 171.92s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Pipelined 2-stage adder. Stage1: sum_ab = A+B. Stage2: Sum = sum_ab + C. Register the stage1 result and use it in stage2. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.s1 = 0 #_stage1 register (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) if inputs['clk']: (TaskRunner pid=185828) self.s1 = (inputs['A'] + inputs['B']) & 0xFF (TaskRunner pid=185828) out = (self.s1 + inputs['C']) & 0xFF if self.s1 else 0 (TaskRunner pid=185828) return {'Sum': out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:109 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5946.000 - global_seqlen/max:12401.000 - global_seqlen/minmax_diff:6455.000 - global_seqlen/balanced_min:7475.000 - global_seqlen/balanced_max:10719.000 - global_seqlen/mean:7922.500 - actor/entropy:0.000 - actor/pg_loss:0.309 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.459 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.281 - actor/lr:0.000 - critic/score/mean:-0.016 - critic/score/max:0.000 - critic/score/min:-1.000 - critic/rewards/mean:-0.016 - critic/rewards/max:0.000 - critic/rewards/min:-1.000 - critic/advantages/mean:-0.428 - critic/advantages/max:0.354 - critic/advantages/min:-2.475 - critic/returns/mean:-0.428 - critic/returns/max:0.354 - critic/returns/min:-2.475 - response_length/mean:333.938 - response_length/max:4096.000 - response_length/min:122.000 - response_length/clip_ratio:0.016 - prompt_length/mean:656.375 - prompt_length/max:969.000 - prompt_length/min:544.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:205.763 - timing_s/reward:1.272 - timing_s/old_log_prob:8.953 - timing_s/adv:0.004 - timing_s/update_actor:62.514 - timing_s/step:278.514 - timing_per_token_ms/gen:9.628 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.986 - perf/total_num_tokens:63380.000 - perf/time_per_step:278.514 - perf/throughput:28.446 - reflection/any_word_frequency:32.000 - reflection/with_length_mean:1089.000 - reflection/without_length_mean:269.949 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.200 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:333.938 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:-0.016 - reflection_check/word_check_frequency:4.000 - reflection_check/with_check_length_mean:2280.000 - reflection_check/without_check_length_mean:271.161 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:-0.500 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:2.000 - reflection_confirm/with_confirm_length_mean:4096.000 - reflection_confirm/without_confirm_length_mean:274.222 - reflection_confirm/with_confirm_correct_ratio:0.000 - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:-1.000 - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:4096.000 - reflection_however/without_however_length_mean:274.222 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:-1.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:333.938 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:-0.016 - reflection_wait/word_wait_frequency:20.000 - reflection_wait/with_wait_length_mean:4096.000 - reflection_wait/without_wait_length_mean:274.222 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:-1.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:2196.000 - reflection_correct/without_correct_length_mean:273.871 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:-0.500 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:333.938 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.016 - reflection_adjust/word_adjust_frequency:2.000 - reflection_adjust/with_adjust_length_mean:294.500 - reflection_adjust/without_adjust_length_mean:335.210 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:-0.016 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:333.938 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.016 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:333.938 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.016 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:333.938 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.016 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple priority encoder: find highest-index bit set in parking_capacity and clear it when entry=1. No state needed. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) pc = inputs['parking_capacity'] & 0xFF (TaskRunner pid=185828) if inputs['entry'] and pc != 0:(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 55%|█████▌ | 110/200 [4:43:34<3:55:04, 156.72s/it] (TaskRunner pid=185828) for i in range(7, -1, -1): (TaskRunner pid=185828) if (pc >> i) & 1: (TaskRunner pid=185828) pc &= ~(1 << i) (TaskRunner pid=185828) break (TaskRunner pid=185828) cap = i (TaskRunner pid=185828) else: (TaskRunner pid=185828) cap = 0 (TaskRunner pid=185828) return {'parking_capacity_new': pc & 0xFF, 'cap': cap & 0xFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:110 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5133.000 - global_seqlen/max:9641.000 - global_seqlen/minmax_diff:4508.000 - global_seqlen/balanced_min:7352.000 - global_seqlen/balanced_max:7473.000 - global_seqlen/mean:7383.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.269 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:279.922 - response_length/max:975.000 - response_length/min:104.000 - response_length/clip_ratio:0.000 - prompt_length/mean:643.000 - prompt_length/max:788.000 - prompt_length/min:510.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:51.342 - timing_s/reward:1.200 - timing_s/old_log_prob:8.555 - timing_s/adv:0.003 - timing_s/update_actor:60.068 - timing_s/step:121.176 - timing_per_token_ms/gen:2.866 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.017 - perf/total_num_tokens:59067.000 - perf/time_per_step:121.176 - perf/throughput:60.931 - reflection/any_word_frequency:8.000 - reflection/with_length_mean:481.333 - reflection/without_length_mean:259.086 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:279.922 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:975.000 - reflection_check/without_check_length_mean:268.889 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:279.922 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:279.922 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:975.000 - reflection_reflect/without_reflect_length_mean:268.889 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:4.000 - reflection_wait/with_wait_length_mean:393.000 - reflection_wait/without_wait_length_mean:272.383 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:279.922 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:279.922 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:341.000 - reflection_adjust/without_adjust_length_mean:278.952 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:279.922 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:279.922 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:1.000 - reflection_yet/with_yet_length_mean:975.000 - reflection_yet/without_yet_length_mean:268.889 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:0.000 - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) AES MixColumns step: replace each row [a0,a1,a2,a3] with [b0,b1,b2,b3]. b0=(a0⊕a1)·{3'b1,0,}, b1=(a1⊕a2)·{3'b1,0,}, b2=(a2⊕a3)·{3'b1,0,}, b3=(a3⊕a0)·{3'b1,0,}. where ·{3'b1,0=} means multiply by x+{3'b1,0=}=x+3 in GF(2^8)_{x^8+x^4+x^3+x^1+1}, i.e., if high bit set: rotate_left XOR 0x1b. 4x8=32 bit. Output computed as b[3:0],b[7:4],b[11:8],b[15:12]. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) v = inputs['in'] & 0xFFFFFFFF (TaskRunner pid=185828) def gf_mul(a, b): (TaskRunner pid=185828) result = 0 (TaskRunner pid=185828) a = a & 0xFF; b = b & 0xFF (TaskRunner pid=185828) for _ in range(8): (TaskRunner pid=185828) if b & 1: (TaskRunner pid=185828) result ^= a(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 56%|█████▌ | 111/200 [4:46:12<3:53:10, 157.19s/it] (TaskRunner pid=185828) hi = (a >> 7) & 1 (TaskRunner pid=185828) a = (a << 1) & 0xFF (TaskRunner pid=185828) if hi: (TaskRunner pid=185828) a ^= 0x1B (TaskRunner pid=185828) return result & 0xFF (TaskRunner pid=185828) (TaskRunner pid=185828) a0 = (v >> 24) & 0xFF (TaskRunner pid=185828) a1 = (v >> 16) & 0xFF (TaskRunner pid=185828) a2 = (v >> 8) & 0xFF (TaskRunner pid=185828) a3 = v & 0xFF (TaskRunner pid=185828) (TaskRunner pid=185828) b0 = gf_mul(a0 ^ a1, 0x0E) (TaskRunner pid=185828) b1 = gf_mul(a1 ^ a2, 0x0E) (TaskRunner pid=185828) b2 = gf_mul(a2 ^ a3, 0x0E) (TaskRunner pid=185828) b3 = gf_mul(a3 ^ a0, 0x0E) (TaskRunner pid=185828) (TaskRunner pid=185828) out = (b0 << 24) | (b1 << 16) | (b2 << 8) | b3 (TaskRunner pid=185828) return {'out': out & 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:111 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6240.000 - global_seqlen/max:10683.000 - global_seqlen/minmax_diff:4443.000 - global_seqlen/balanced_min:8288.000 - global_seqlen/balanced_max:8928.000 - global_seqlen/mean:8372.875 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.282 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:346.984 - response_length/max:1743.000 - response_length/min:144.000 - response_length/clip_ratio:0.000 - prompt_length/mean:699.625 - prompt_length/max:1068.000 - prompt_length/min:534.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:87.348 - timing_s/reward:1.302 - timing_s/old_log_prob:8.603 - timing_s/adv:0.003 - timing_s/update_actor:60.957 - timing_s/step:158.222 - timing_per_token_ms/gen:3.933 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.910 - perf/total_num_tokens:66983.000 - perf/time_per_step:158.222 - perf/throughput:52.918 - reflection/any_word_frequency:6.000 - reflection/with_length_mean:661.500 - reflection/without_length_mean:336.839 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:346.984 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:384.000 - reflection_check/without_check_length_mean:346.397 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:346.984 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:346.984 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:4.000 - reflection_reflect/with_reflect_length_mean:939.000 - reflection_reflect/without_reflect_length_mean:337.587 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:346.984 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:939.000 - reflection_correct/without_correct_length_mean:337.587 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:346.984 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:346.984 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:346.984 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:346.984 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:346.984 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 4×4 multiplier: partial products (A[i] * B[j]) form a 4×4 grid, summed with a ripple-carry array of full adders to give an 8-bit result. In Python just compute (A * B) and mask to 8 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict:(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 56%|█████▌ | 112/200 [4:48:51<3:51:07, 157.59s/it] (TaskRunner pid=185828) a = inputs['A'] & 0xF (TaskRunner pid=185828) b = inputs['B'] & 0xF (TaskRunner pid=185828) y = (a * b) & 0xFF (TaskRunner pid=185828) return {'Y': y} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:112 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5358.000 - global_seqlen/max:10058.000 - global_seqlen/minmax_diff:4700.000 - global_seqlen/balanced_min:6457.000 - global_seqlen/balanced_max:7528.000 - global_seqlen/mean:6675.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.279 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:240.594 - response_length/max:1755.000 - response_length/min:111.000 - response_length/clip_ratio:0.000 - prompt_length/mean:593.875 - prompt_length/max:738.000 - prompt_length/min:539.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:86.286 - timing_s/reward:1.181 - timing_s/old_log_prob:8.939 - timing_s/adv:0.003 - timing_s/update_actor:62.024 - timing_s/step:158.442 - timing_per_token_ms/gen:5.604 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.161 - perf/total_num_tokens:53406.000 - perf/time_per_step:158.442 - perf/throughput:42.134 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:292.750 - reflection/without_length_mean:237.117 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:240.594 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:210.500 - reflection_check/without_check_length_mean:241.565 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:240.594 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:240.594 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:240.594 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:622.000 - reflection_wait/without_wait_length_mean:234.540 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:128.000 - reflection_correct/without_correct_length_mean:242.381 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:240.594 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:240.594 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:240.594 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:240.594 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:240.594 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple counter that toggles output Q on each rising clock edge. D input is ignored; this is a free-running T flip-flop. (TaskRunner pid=185828) Output is a 2-bit value (q[1:0]). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) self.q = (~self.q) & 0x3 (TaskRunner pid=185828) return {'q': self.q} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:113 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5542.000 - global_seqlen/max:10295.000 - global_seqlen/minmax_diff:4753.000 - global_seqlen/balanced_min:8117.000 - global_seqlen/balanced_max:8146.000 - global_seqlen/mean:8134.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.282 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:299.016 - response_length/max:1104.000 - response_length/min:115.000 - response_length/clip_ratio:0.000 - prompt_length/mean:717.750 - prompt_length/max:972.000 - prompt_length/min:531.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:58.861 - timing_s/reward:1.171 - timing_s/old_log_prob:8.971 - timing_s/adv:0.003 - timing_s/update_actor:63.470 - timing_s/step:132.485 - timing_per_token_ms/gen:3.076 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.975 - perf/total_num_tokens:65073.000 - perf/time_per_step:132.485 - perf/throughput:61.397 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:254.857 - reflection/without_length_mean:304.439 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:398.000 - reflection_verify/without_verify_length_mean:297.444 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:5.000 - reflection_check/with_check_length_mean:203.400 - reflection_check/without_check_length_mean:307.119 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:299.016 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:299.016 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:299.016 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:299.016 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:340.000 - reflection_correct/without_correct_length_mean:297.694 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:299.016 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:398.000 - reflection_adjust/without_adjust_length_mean:297.444 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:299.016 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:299.016 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:299.016 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:372.000 - language_mix/without_length_mean:296.661 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 56%|█████▋ | 113/200 [4:51:04<3:37:36, 150.08s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 57%|█████▋ | 114/200 [4:52:39<3:11:42, 133.75s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) IDELAY: IOBDELAY_VALUE=3 → delay=0.234ns. Since all simulation ticks are 1ns, O=I only (Δt < 1ns means no gap). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) return {'O': inputs['I'] & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:114 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5371.000 - global_seqlen/max:8350.000 - global_seqlen/minmax_diff:2979.000 - global_seqlen/balanced_min:6819.000 - global_seqlen/balanced_max:6828.000 - global_seqlen/mean:6821.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.275 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:212.094 - response_length/max:381.000 - response_length/min:83.000 - response_length/clip_ratio:0.000 - prompt_length/mean:640.625 - prompt_length/max:755.000 - prompt_length/min:505.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:22.443 - timing_s/reward:1.161 - timing_s/old_log_prob:8.580 - timing_s/adv:0.003 - timing_s/update_actor:63.386 - timing_s/step:95.581 - timing_per_token_ms/gen:1.653 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.161 - perf/total_num_tokens:54574.000 - perf/time_per_step:95.581 - perf/throughput:71.372 - reflection/any_word_frequency:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:212.094 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:212.094 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:212.094 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:212.094 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:212.094 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:212.094 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:212.094 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:212.094 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:212.094 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:212.094 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:212.094 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:212.094 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:324.000 - language_mix/without_length_mean:210.317 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Pipeline register for EX->MEM stage. Pack aligned inputs into a 38-bit output using bit slices. Each input maps to a fixed bit range in the register. Output the accumulated register on each cycle. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.reg = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs['reset']: (TaskRunner pid=185828) self.reg = 0 (TaskRunner pid=185828) return {'RegExToMemOut': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) v = 0 (TaskRunner pid=185828) v |= (inputs['ex_alu_result'] & 0xFFFF) << 0(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 57%|█████▊ | 115/200 [4:55:07<3:15:23, 137.92s/it] (TaskRunner pid=185828) v |= (inputs['mem_write_en'] & 1) << 16 (TaskRunner pid=185828) v |= (inputs['mem_write_data'] & 0xFFFF) << 17 (TaskRunner pid=185828) v |= (inputs['write_back_en'] & 1) << 33 (TaskRunner pid=185828) v |= (inputs['write_back_dest'] & 0x7) << 34 (TaskRunner pid=185828) v |= (inputs['write_back_result_mux'] & 1) << 37 (TaskRunner pid=185828) self.reg = v & 0x1FFFFFFFFFFF (TaskRunner pid=185828) return {'RegExToMemOut': self.reg & 0x1FFFFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:115 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:7564.000 - global_seqlen/max:12075.000 - global_seqlen/minmax_diff:4511.000 - global_seqlen/balanced_min:9096.000 - global_seqlen/balanced_max:9275.000 - global_seqlen/mean:9128.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.280 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:402.953 - response_length/max:1408.000 - response_length/min:168.000 - response_length/clip_ratio:0.000 - prompt_length/mean:738.125 - prompt_length/max:955.000 - prompt_length/min:567.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:72.339 - timing_s/reward:1.169 - timing_s/old_log_prob:8.798 - timing_s/adv:0.003 - timing_s/update_actor:65.269 - timing_s/step:147.587 - timing_per_token_ms/gen:2.805 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.894 - perf/total_num_tokens:73029.000 - perf/time_per_step:147.587 - perf/throughput:61.852 - reflection/any_word_frequency:14.000 - reflection/with_length_mean:602.500 - reflection/without_length_mean:382.310 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:315.000 - reflection_verify/without_verify_length_mean:404.349 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:7.000 - reflection_check/with_check_length_mean:838.500 - reflection_check/without_check_length_mean:388.903 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:402.953 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:402.953 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:1408.000 - reflection_reflect/without_reflect_length_mean:387.000 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:569.000 - reflection_wait/without_wait_length_mean:400.317 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:4.000 - reflection_correct/with_correct_length_mean:694.250 - reflection_correct/without_correct_length_mean:383.533 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:402.953 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:402.953 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:402.953 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:402.953 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:402.953 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:664.000 - language_mix/without_length_mean:398.810 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) VGA 640x480@25MHz timing: H_FRONT_PORCH=16, H_SYNC=96, H_BACK_PORCH=48 -> total 800. V_FRONT_PORCH=10, V_SYNC=2, V_BACK_PORCH=33 -> total 525. Visible: H 0..639, V 0..479. TimeSpan H: 25M/800=31250, V: 25M/525=47619. px_x = (hC-144) when 144<=hC<792, px_y = (vC-35) when 35<=vC<515. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.hc = 0 (TaskRunner pid=185828) self.vc = 0 (TaskRunner pid=185828) self.H_TOTAL = 800 (TaskRunner pid=185828) self.V_TOTAL = 525 (TaskRunner pid=185828) self.H_FP = 16; self.H_SP = 96; self.H_BP = 48(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 58%|█████▊ | 116/200 [4:57:15<3:09:03, 135.05s/it] (TaskRunner pid=185828) self.V_FP = 10; self.V_SP = 2; self.V_BP = 33 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) H = self.H_TOTAL; V = self.V_TOTAL (TaskRunner pid=185828) HS = 1 if 0 <= self.hc < self.H_SP else 0 (TaskRunner pid=185828) VS = 1 if 0 <= self.vc < self.V_SP else 0 (TaskRunner pid=185828) vidSel = 1 if self.hc >= self.H_FP and self.hc < H - self.H_BP and self.vc >= self.V_FP and self.vc < V - self.V_BP else 0 (TaskRunner pid=185828) px_x = (0 if self.hc < 144 else self.hc - 144) if self.hc < 792 else 0 (TaskRunner pid=185828) px_y = (0 if self.vc < 35 else self.vc - 35) if self.vc < 515 else 0 (TaskRunner pid=185828) self.hc = (self.hc + 1) % H (TaskRunner pid=185828) if self.hc == 0: self.vc = (self.vc + 1) % V (TaskRunner pid=185828) return {'HS': HS, 'VS': VS, 'px_x': px_x & 0x3FF, 'px_y': px_y & 0x3FF, 'vidSel': vidSel} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:116 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5349.000 - global_seqlen/max:11761.000 - global_seqlen/minmax_diff:6412.000 - global_seqlen/balanced_min:7792.000 - global_seqlen/balanced_max:7803.000 - global_seqlen/mean:7796.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.290 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:338.391 - response_length/max:1003.000 - response_length/min:83.000 - response_length/clip_ratio:0.000 - prompt_length/mean:636.125 - prompt_length/max:787.000 - prompt_length/min:521.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:52.518 - timing_s/reward:1.235 - timing_s/old_log_prob:8.925 - timing_s/adv:0.003 - timing_s/update_actor:65.571 - timing_s/step:128.261 - timing_per_token_ms/gen:2.425 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.051 - perf/total_num_tokens:62369.000 - perf/time_per_step:128.261 - perf/throughput:60.783 - reflection/any_word_frequency:2.000 - reflection/with_length_mean:666.500 - reflection/without_length_mean:327.806 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:338.391 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:338.391 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:338.391 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:338.391 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:338.391 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:722.000 - reflection_wait/without_wait_length_mean:332.302 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:611.000 - reflection_correct/without_correct_length_mean:334.064 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:338.391 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:338.391 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:338.391 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:338.391 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:338.391 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:574.000 - language_mix/without_length_mean:330.790 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Pipeline register EX->MEM. Simple latch bank with synchronous reset. All outputs mirror registered inputs. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.rd2M = 0 (TaskRunner pid=185828) self.aluoutM = 0 (TaskRunner pid=185828) self.memaddrM = 0 (TaskRunner pid=185828) self.pc8M = 0 (TaskRunner pid=185828) self.instrM = 0 (TaskRunner pid=185828) self.waM = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs['rst'] == 1: (TaskRunner pid=185828) self.rd2M = 0 (TaskRunner pid=185828) self.aluoutM = 0 (TaskRunner pid=185828) self.memaddrM = 0 (TaskRunner pid=185828) self.pc8M = 0 (TaskRunner pid=185828) self.instrM = 0 (TaskRunner pid=185828) self.waM = 0 (TaskRunner pid=185828) return {'rd2M': 0, 'aluoutM': 0, 'memaddrM': 0, 'pc8M': 0, 'instrM': 0, 'waM': 0} (TaskRunner pid=185828) self.rd2M = inputs['rd2E'] & 0xFFFFFFFF (TaskRunner pid=185828) self.aluoutM = inputs['aluout'] & 0xFFFFFFFF (TaskRunner pid=185828) self.memaddrM = inputs['memaddr'] & 0xFFFFFFFF (TaskRunner pid=185828) self.pc8M = inputs['pc8E'] & 0xFFFFFFFF (TaskRunner pid=185828) self.instrM = inputs['instrE'] & 0xFFFFFFFF (TaskRunner pid=185828) self.waM = inputs['waE'] & 0x1F (TaskRunner pid=185828) return {'rd2M': self.rd2M, 'aluoutM': self.aluoutM, 'memaddrM': self.memaddrM, (TaskRunner pid=185828) 'pc8M': self.pc8M, 'instrM': self.instrM, 'waM': self.waM} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:117 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5738.000 - global_seqlen/max:12266.000 - global_seqlen/minmax_diff:6528.000 - global_seqlen/balanced_min:8232.000 - global_seqlen/balanced_max:8277.000 - global_seqlen/mean:8245.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.296 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:285.547 - response_length/max:515.000 - response_length/min:127.000 - response_length/clip_ratio:0.000 - prompt_length/mean:745.125 - prompt_length/max:1149.000 - prompt_length/min:554.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:29.101 - timing_s/reward:1.170 - timing_s/old_log_prob:8.954 - timing_s/adv:0.003 - timing_s/update_actor:66.622 - timing_s/step:105.859 - timing_per_token_ms/gen:1.592 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.010 - perf/total_num_tokens:65963.000 - perf/time_per_step:105.859 - perf/throughput:77.890 - reflection/any_word_frequency:23.000 - reflection/with_length_mean:406.667 - reflection/without_length_mean:265.727 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:285.547 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:285.547 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:6.000 - reflection_confirm/with_confirm_length_mean:439.200 - reflection_confirm/without_confirm_length_mean:272.525 - reflection_confirm/with_confirm_correct_ratio:0.000 - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:0.000 - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:285.547 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:285.547 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:16.000 - reflection_wait/with_wait_length_mean:427.125 - reflection_wait/without_wait_length_mean:265.321 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:243.000 - reflection_correct/without_correct_length_mean:286.222 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:285.547 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:285.547 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:285.547 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:285.547 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:285.547 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:342.500 - language_mix/without_length_mean:283.710 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 58%|█████▊ | 117/200 [4:59:01<2:54:43, 126.31s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) ProcessingElementControl FSM: IDLE->LOAD on top_do_load_en; LOAD->CAL on top_write_fin; CAL->IDLE on from_top_cal_fin. Outputs: mac_en=state==CAL. top_cal_fin=state==CAL&&from_top_cal_fin. Pass-through outputs for psum_enq_en and do_load_en. Simple 3-state Moore+Mealy machine. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.state = 0 # 0=IDLE, 1=LOAD, 2=CAL (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) reset = inputs['reset'] & 1 (TaskRunner pid=185828) if reset: (TaskRunner pid=185828) self.state = 0 (TaskRunner pid=185828) return {'mac_en': 0, 'from_top_psum_enq_en': 0, 'from_top_do_load_en': 0, (TaskRunner pid=185828) 'top_cal_fin': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) s = self.state (TaskRunner pid=185828) macro = 1 if s == 2 else 0 (TaskRunner pid=185828) cal_fin = (s == 2) & (inputs['from_top_cal_fin'] & 1) (TaskRunner pid=185828) (TaskRunner pid=185828) ns = s (TaskRunner pid=185828) if s == 0 and (inputs['top_do_load_en'] & 1): (TaskRunner pid=185828) ns = 1 (TaskRunner pid=185828) elif s == 1 and (inputs['top_write_fin'] & 1): (TaskRunner pid=185828) ns = 2 (TaskRunner pid=185828) elif s == 2 and (inputs['from_top_cal_fin'] & 1): (TaskRunner pid=185828) ns = 0 (TaskRunner pid=185828) self.state = ns (TaskRunner pid=185828) (TaskRunner pid=185828) return { (TaskRunner pid=185828) 'mac_en': macro, (TaskRunner pid=185828) 'from_top_psum_enq_en': inputs['top_psum_enq_en'] & 1, (TaskRunner pid=185828) 'from_top_do_load_en': inputs['top_do_load_en'] & 1, (TaskRunner pid=185828) 'top_cal_fin': cal_fin (TaskRunner pid=185828) } (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:118 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5329.000 - global_seqlen/max:10657.000 - global_seqlen/minmax_diff:5328.000 - global_seqlen/balanced_min:7708.000 - global_seqlen/balanced_max:7722.000 - global_seqlen/mean:7713.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.293 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:277.094 - response_length/max:447.000 - response_length/min:125.000 - response_length/clip_ratio:0.000 - prompt_length/mean:687.125 - prompt_length/max:941.000 - prompt_length/min:509.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:25.543 - timing_s/reward:1.158 - timing_s/old_log_prob:8.547 - timing_s/adv:0.003 - timing_s/update_actor:63.549 - timing_s/step:98.809 - timing_per_token_ms/gen:1.440 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.030 - perf/total_num_tokens:61710.000 - perf/time_per_step:98.809 - perf/throughput:78.067 - reflection/any_word_frequency:16.000 - reflection/with_length_mean:270.286 - reflection/without_length_mean:277.930 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:277.094 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:374.000 - reflection_check/without_check_length_mean:275.556 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:277.094 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:277.094 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:277.094 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:15.000 - reflection_wait/with_wait_length_mean:253.000 - reflection_wait/without_wait_length_mean:279.586 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:277.094 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:277.094 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:277.094 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:277.094 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:277.094 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:277.094 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 59%|█████▉ | 118/200 [5:00:40<2:41:22, 118.08s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 60%|█████▉ | 119/200 [5:02:24<2:33:49, 113.95s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Program counter: always update PC = (PC+4) except when branch/uncondbranch taken. Uncondbranch overrides Zero check. Branch address is 26-bit sign-extended to 32 then shifted left 2, then added to current PC. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.pc = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs['rst'] & 1: (TaskRunner pid=185828) self.pc = 0 (TaskRunner pid=185828) return {'PC': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) taken = (inputs['Branch'] & 1) & (inputs['Zero'] & 1) (TaskRunner pid=185828) next_pc = (self.pc + 4) & 0xFFFFFFFFFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) if (inputs['Uncondbranch'] & 1) or taken: (TaskRunner pid=185828) add = (inputs['BR_address'] & 0x3FFFFFF) << 2 (TaskRunner pid=185828) next_pc = (self.pc + add) & 0xFFFFFFFFFFFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) self.pc = next_pc (TaskRunner pid=185828) return {'PC': next_pc} (TaskRunner pid=185828) (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:119 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5665.000 - global_seqlen/max:9310.000 - global_seqlen/minmax_diff:3645.000 - global_seqlen/balanced_min:7314.000 - global_seqlen/balanced_max:7319.000 - global_seqlen/mean:7316.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.311 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:239.938 - response_length/max:568.000 - response_length/min:88.000 - response_length/clip_ratio:0.000 - prompt_length/mean:674.625 - prompt_length/max:775.000 - prompt_length/min:520.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:30.542 - timing_s/reward:1.169 - timing_s/old_log_prob:8.626 - timing_s/adv:0.003 - timing_s/update_actor:63.902 - timing_s/step:104.250 - timing_per_token_ms/gen:1.989 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.092 - perf/total_num_tokens:58532.000 - perf/time_per_step:104.250 - perf/throughput:70.182 - reflection/any_word_frequency:16.000 - reflection/with_length_mean:206.692 - reflection/without_length_mean:248.412 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:194.000 - reflection_verify/without_verify_length_mean:240.667 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:8.000 - reflection_check/with_check_length_mean:158.750 - reflection_check/without_check_length_mean:251.536 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:239.938 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:239.938 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:239.938 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:239.938 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:6.000 - reflection_correct/with_correct_length_mean:283.400 - reflection_correct/without_correct_length_mean:236.254 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:239.938 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:422.000 - reflection_adjust/without_adjust_length_mean:237.048 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:239.938 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:239.938 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:239.938 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 4-to-1 Mux: route one of four 4-bit inputs based on 2-bit select. Straightforward case statement on sel.(WorkerDict pid=187143) /usr/local/lib/python3.12/dist-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. (WorkerDict pid=187143) return func(*args, **kwargs) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) sel = inputs['i_sel'] & 0x3 (TaskRunner pid=185828) if sel == 0: return {'o_y': inputs['i_a'] & 0xF} (TaskRunner pid=185828) elif sel == 1: return {'o_y': inputs['i_b'] & 0xF} (TaskRunner pid=185828) elif sel == 2: return {'o_y': inputs['i_c'] & 0xF} (TaskRunner pid=185828) else: return {'o_y': inputs['i_d'] & 0xF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) local_global_step_folder: /data/save/python/global_step_120 (WorkerDict pid=187143) [rank-0]: Saving model to /data/save/python/global_step_120/actor/model_world_size_8_rank_0.pt (WorkerDict pid=187143) [rank-0]: Saving checkpoint to /data/save/python/global_step_120/actor/model_world_size_8_rank_0.pt (WorkerDict pid=187143) [rank-0]: Saving extra_state to /data/save/python/global_step_120/actor/extra_state_world_size_8_rank_0.pt (TaskRunner pid=185828) step:120 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5871.000 - global_seqlen/max:11278.000 - global_seqlen/minmax_diff:5407.000 - global_seqlen/balanced_min:7698.000 - global_seqlen/balanced_max:7704.000 - global_seqlen/mean:7700.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.292 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:322.891 - response_length/max:836.000 - response_length/min:100.000 - response_length/clip_ratio:0.000 - prompt_length/mean:639.625 - prompt_length/max:789.000 - prompt_length/min:534.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:44.930 - timing_s/reward:1.281 - timing_s/old_log_prob:8.694 - timing_s/adv:0.003 - timing_s/update_actor:65.054 - timing_s/save_checkpoint:14.907 - timing_s/step:134.879 - timing_per_token_ms/gen:2.174 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.056 - perf/total_num_tokens:61601.000 - perf/time_per_step:134.879 - perf/throughput:57.089 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:534.500 - reflection/without_length_mean:301.000 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:322.891 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:7.000 - reflection_check/with_check_length_mean:637.000 - reflection_check/without_check_length_mean:301.950 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:322.891 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:322.891 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:322.891 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:322.891 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:329.500 - reflection_correct/without_correct_length_mean:322.677 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:322.891 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:322.891 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:322.891 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:322.891 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:322.891 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:221.000 - language_mix/without_length_mean:324.508 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (WorkerDict pid=187470) [rank-5]: Saving model to /data/save/python/global_step_120/actor/model_world_size_8_rank_5.pt [repeated 7x across cluster](TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 60%|██████ | 120/200 [5:04:39<2:40:19, 120.25s/it] (WorkerDict pid=187470) [rank-5]: Saving checkpoint to /data/save/python/global_step_120/actor/model_world_size_8_rank_5.pt [repeated 7x across cluster] (WorkerDict pid=187470) [rank-5]: Saving extra_state to /data/save/python/global_step_120/actor/extra_state_world_size_8_rank_5.pt [repeated 7x across cluster] (TaskRunner pid=185828) Simple conditional pipeline register: store all inputs on negative clock edge when hit==1. Outputs are always the stored values. No multiplexing here — just a register gate. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.reg_write = 0 (TaskRunner pid=185828) self.mem_to_reg = 0 (TaskRunner pid=185828) self.mem_data = 0 (TaskRunner pid=185828) self.alu_res = 0 (TaskRunner pid=185828) self.wri = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if not inputs['clock']: (TaskRunner pid=185828) if inputs['hit']: (TaskRunner pid=185828) self.reg_write = inputs['RegWrite'] & 1 (TaskRunner pid=185828) self.mem_to_reg = inputs['MemToReg'] & 1 (TaskRunner pid=185828) self.mem_data = inputs['data_memory_read_data'] & 0xFFFFFFFF (TaskRunner pid=185828) self.alu_res = inputs['ALU_result'] & 0xFFFFFFFF (TaskRunner pid=185828) self.wri = inputs['write_register_index'] & 0x1F (TaskRunner pid=185828) return {'RegWrite_output': self.reg_write, 'MemtoReg_output': self.mem_to_reg, (TaskRunner pid=185828) 'data_memory_read_data_output': self.mem_data, 'ALU_result_output': self.alu_res, (TaskRunner pid=185828) 'write_register_index_output': self.wri} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:121 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5487.000 - global_seqlen/max:12922.000 - global_seqlen/minmax_diff:7435.000 - global_seqlen/balanced_min:8063.000 - global_seqlen/balanced_max:9551.000 - global_seqlen/mean:8323.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:233.714 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:410.594 - response_length/max:2745.000 - response_length/min:95.000 - response_length/clip_ratio:0.000 - prompt_length/mean:629.875 - prompt_length/max:812.000 - prompt_length/min:506.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:136.512 - timing_s/reward:1.191 - timing_s/old_log_prob:8.665 - timing_s/adv:0.003 - timing_s/update_actor:64.340 - timing_s/step:210.720 - timing_per_token_ms/gen:5.195 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.966 - perf/total_num_tokens:66590.000 - perf/time_per_step:210.720 - perf/throughput:39.501 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:519.000 - reflection/without_length_mean:405.262 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:410.594 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:410.594 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:410.594 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:410.594 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:410.594 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:509.000 - reflection_wait/without_wait_length_mean:407.419 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:410.594 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:410.594 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:539.000 - reflection_adjust/without_adjust_length_mean:408.556 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:410.594 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:410.594 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:410.594 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:421.000 - language_mix/without_length_mean:410.429 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 60%|██████ | 121/200 [5:08:10<3:14:05, 147.41s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Pipeline register ID/EX: forward all inputs through flip-flops. Split 9-bit control into [6:7]=WB(2), [3:5]=M(3), [8]=EX(4). On reset clear all. On enable capture all inputs. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.q = {'PC':0,'RD1':0,'RD2':0,'extend':0,'rt':0,'rd':0, (TaskRunner pid=185828) 'WB':0,'M':0,'EX':0} (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) rst = inputs['rst'] & 1 (TaskRunner pid=185828) en = inputs['en_reg'] & 1 (TaskRunner pid=185828) if rst: (TaskRunner pid=185828) self.q = {'PC':0,'RD1':0,'RD2':0,'extend':0,'rt':0,'rd':0, (TaskRunner pid=185828) 'WB':0,'M':0,'EX':0} (TaskRunner pid=185828) return {k:0 for k in self.q} (TaskRunner pid=185828) if en: (TaskRunner pid=185828) cs = inputs['Control_signal'] & 0x1FF (TaskRunner pid=185828) self.q = { (TaskRunner pid=185828) 'PC': inputs['PC'] & 0xFFFFFFFF, (TaskRunner pid=185828) 'RD1': inputs['RD1'] & 0xFFFFFFFF, (TaskRunner pid=185828) 'RD2': inputs['RD2'] & 0xFFFFFFFF, (TaskRunner pid=185828) 'extend':inputs['extend'] & 0xFFFFFFFF, (TaskRunner pid=185828) 'rt': inputs['rt'] & 0x1F, (TaskRunner pid=185828) 'rd': inputs['rd'] & 0x1F, (TaskRunner pid=185828) 'WB': (cs >> 6) & 0x3, # bits [6:7] (TaskRunner pid=185828) 'M': (cs >> 3) & 0x7, # bits [3:5] (TaskRunner pid=185828) 'EX': (cs >> 8) & 0xF # bit 8 (TaskRunner pid=185828) } (TaskRunner pid=185828) return {k:self.q[k] for k in self.q} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:122 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5263.000 - global_seqlen/max:13219.000 - global_seqlen/minmax_diff:7956.000 - global_seqlen/balanced_min:8829.000 - global_seqlen/balanced_max:8832.000 - global_seqlen/mean:8830.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.279 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:374.797 - response_length/max:813.000 - response_length/min:134.000 - response_length/clip_ratio:0.000 - prompt_length/mean:729.000 - prompt_length/max:997.000 - prompt_length/min:499.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:43.479 - timing_s/reward:1.203 - timing_s/old_log_prob:8.810 - timing_s/adv:0.003 - timing_s/update_actor:65.641 - timing_s/step:119.146 - timing_per_token_ms/gen:1.813 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.929 - perf/total_num_tokens:70643.000 - perf/time_per_step:119.146 - perf/throughput:74.114 - reflection/any_word_frequency:5.000 - reflection/with_length_mean:697.500 - reflection/without_length_mean:353.283 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:374.797 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:738.333 - reflection_check/without_check_length_mean:356.918 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:374.797 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:374.797 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:374.797 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:591.000 - reflection_wait/without_wait_length_mean:371.365 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:575.000 - reflection_correct/without_correct_length_mean:371.619 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:374.797 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:374.797 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:374.797 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:374.797 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:374.797 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:427.000 - language_mix/without_length_mean:373.968 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 61%|██████ | 122/200 [5:10:09<3:00:38, 138.96s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Shift counter: left until MSB=1, then right until LSB=1 again. Track direction. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.reg = 1 (TaskRunner pid=185828) self.dir = 1 # 1=left, 0=right (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) if inputs['reset']: (TaskRunner pid=185828) self.reg = 1 (TaskRunner pid=185828) self.dir = 1 (TaskRunner pid=185828) return {'count': 1} (TaskRunner pid=185828) if self.dir == 1: (TaskRunner pid=185828) self.reg = (self.reg << 1) & 0xFF (TaskRunner pid=185828) if self.reg & 0x80: (TaskRunner pid=185828) self.dir = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.reg = (self.reg >> 1) & 0xFF (TaskRunner pid=185828) if self.reg == 1: (TaskRunner pid=185828) self.dir = 1 (TaskRunner pid=185828) return {'count': self.reg & 0xFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:123 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5218.000 - global_seqlen/max:12146.000 - global_seqlen/minmax_diff:6928.000 - global_seqlen/balanced_min:7509.000 - global_seqlen/balanced_max:9425.000 - global_seqlen/mean:7755.125 - actor/entropy:0.000 - actor/pg_loss:0.308 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.364 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.292 - actor/lr:0.000 - critic/score/mean:-0.000 - critic/score/max:0.000 - critic/score/min:-0.001 - critic/rewards/mean:-0.000 - critic/rewards/max:0.000 - critic/rewards/min:-0.001 - critic/advantages/mean:-0.258 - critic/advantages/max:0.353 - critic/advantages/min:-2.468 - critic/returns/mean:-0.258 - critic/returns/max:0.353 - critic/returns/min:-2.468 - response_length/mean:352.891 - response_length/max:3073.000 - response_length/min:96.000 - response_length/clip_ratio:0.000 - prompt_length/mean:616.500 - prompt_length/max:806.000 - prompt_length/min:511.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:154.748 - timing_s/reward:1.220 - timing_s/old_log_prob:8.812 - timing_s/adv:0.003 - timing_s/update_actor:65.375 - timing_s/step:230.167 - timing_per_token_ms/gen:6.852 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.054 - perf/total_num_tokens:62041.000 - perf/time_per_step:230.167 - perf/throughput:33.693 - reflection/any_word_frequency:6.000 - reflection/with_length_mean:1005.000 - reflection/without_length_mean:297.627 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:352.891 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:-0.000 - reflection_check/word_check_frequency:4.000 - reflection_check/with_check_length_mean:1034.750 - reflection_check/without_check_length_mean:307.433 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:-0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:352.891 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:352.891 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:-0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:352.891 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:-0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:352.891 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:-0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:3073.000 - reflection_correct/without_correct_length_mean:309.714 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:-0.001 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:352.891 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:886.000 - reflection_adjust/without_adjust_length_mean:344.429 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:-0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:352.891 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:352.891 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:352.891 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:413.500 - language_mix/without_length_mean:350.935 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:-0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 62%|██████▏ | 123/200 [5:14:00<3:33:28, 166.34s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 62%|██████▏ | 124/200 [5:15:48<3:08:48, 149.05s/it] (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple fixed-point conversion: interpret IEEE754 float, compute sign + (mantissa + bias) * 2^(EXP_BIAS - fixpointpos). Clamp to 32-bit. Special case: zero gives zero. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) f = inputs['float'] & 0xFFFFFFFF (TaskRunner pid=185828) s = (f >> 31) & 1 (TaskRunner pid=185828) e = (f >> 23) & 0x7F (TaskRunner pid=185828) m = f & 0x7FFFFF (TaskRunner pid=185828) if e == 0: (TaskRunner pid=185828) result = 0 (TaskRunner pid=185828) elif e == 0x7F: (TaskRunner pid=185828) result = 0x80000000 if s else 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) frac = (1.0 + m / 67108864.0) * (2.0 ** (e - 127)) (TaskRunner pid=185828) result = (-frac if s else frac) * (2.0 ** (127 - inputs['fixpointpos'])) (TaskRunner pid=185828) return {'result': result & 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:124 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6506.000 - global_seqlen/max:10123.000 - global_seqlen/minmax_diff:3617.000 - global_seqlen/balanced_min:8477.000 - global_seqlen/balanced_max:8489.000 - global_seqlen/mean:8484.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.284 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:378.047 - response_length/max:673.000 - response_length/min:176.000 - response_length/clip_ratio:0.000 - prompt_length/mean:682.500 - prompt_length/max:886.000 - prompt_length/min:576.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:36.063 - timing_s/reward:1.162 - timing_s/old_log_prob:8.822 - timing_s/adv:0.003 - timing_s/update_actor:62.575 - timing_s/step:108.635 - timing_per_token_ms/gen:1.491 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.922 - perf/total_num_tokens:67875.000 - perf/time_per_step:108.635 - perf/throughput:78.100 - reflection/any_word_frequency:13.000 - reflection/with_length_mean:426.000 - reflection/without_length_mean:369.167 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:401.000 - reflection_verify/without_verify_length_mean:377.683 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:11.000 - reflection_check/with_check_length_mean:428.778 - reflection_check/without_check_length_mean:369.745 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:378.047 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:378.047 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:378.047 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:378.047 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:401.000 - reflection_correct/without_correct_length_mean:377.683 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:378.047 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:378.047 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:378.047 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:378.047 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:378.047 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple sequential circuit: D flip-flop with synchronous reset. When reset=1, q=0. Otherwise q=d. One register, one clocked update. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 62%|██████▎ | 125/200 [5:19:02<3:23:15, 162.61s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) d = inputs['d'] & 1 (TaskRunner pid=185828) if inputs['reset']: (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.q = d (TaskRunner pid=185828) return {'q': self.q} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:125 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5818.000 - global_seqlen/max:14268.000 - global_seqlen/minmax_diff:8450.000 - global_seqlen/balanced_min:8927.000 - global_seqlen/balanced_max:10115.000 - global_seqlen/mean:9121.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.303 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:392.547 - response_length/max:2311.000 - response_length/min:126.000 - response_length/clip_ratio:0.000 - prompt_length/mean:747.625 - prompt_length/max:995.000 - prompt_length/min:552.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:118.024 - timing_s/reward:1.200 - timing_s/old_log_prob:8.988 - timing_s/adv:0.003 - timing_s/update_actor:65.938 - timing_s/step:194.164 - timing_per_token_ms/gen:4.698 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.904 - perf/total_num_tokens:72971.000 - perf/time_per_step:194.164 - perf/throughput:46.978 - reflection/any_word_frequency:1.000 - reflection/with_length_mean:653.000 - reflection/without_length_mean:388.413 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:653.000 - reflection_verify/without_verify_length_mean:388.413 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:392.547 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:392.547 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:392.547 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:392.547 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:392.547 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:392.547 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:392.547 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:392.547 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:392.547 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:392.547 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:392.547 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple pipelined RGB mux driver. Each cycle: if go, capture pixel[select:0] into the head of pipeline (shift_reg[0]). Each non-reset cycle shift pipeline right by 1 stage. Output = shift_reg[pipe_length-1] (delayed by pipe_length cycles). segments just multiplies width to collect 3*segments raw bits then split into RGB chunks. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self, params=None): (TaskRunner pid=185828) if not params: params = {} (TaskRunner pid=185828) self.PL = params.get('pipe_length', 2) (TaskRunner pid=185828) self.SEG = params.get('segments', 1) (TaskRunner pid=185828) self.BW = params.get('bitwidth', 8) (TaskRunner pid=185828) self.W = self.SEG * 3 * self.BW (TaskRunner pid=185828) self.out_w = 3 * self.SEG(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) self.shift = [0] * self.PL (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) clk = inputs['clk'] & 1 (TaskRunner pid=185828) rst = inputs['rst'] & 1 (TaskRunner pid=185828) go = inputs['go'] & 1 (TaskRunner pid=185828) sel = inputs['select'] & ((1 << __import__('math').log2(self.BW)) - 1) (TaskRunner pid=185828) (TaskRunner pid=185828) if rst: (TaskRunner pid=185828) self.shift = [0] * self.PL (TaskRunner pid=185828) return {'rgb': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) if clk: (TaskRunner pid=185828) pixel = inputs['pixel'] & ((1 << self.W) - 1) (TaskRunner pid=185828) if go: (TaskRunner pid=185828) ch = (pixel >> sel) & ((1 << self.BW) - 1) (TaskRunner pid=185828) self.shift.insert(0, ch) (TaskRunner pid=185828) if len(self.shift) > self.PL: (TaskRunner pid=185828) self.shift.pop() (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.shift.insert(0, 0) (TaskRunner pid=185828) if len(self.shift) > self.PL: (TaskRunner pid=185828) self.shift.pop() (TaskRunner pid=185828) (TaskRunner pid=185828) result = 0 (TaskRunner pid=185828) for i in range(self.SEG): (TaskRunner pid=185828) ch = self.shift[self.PL - 1] if self.PL > 0 else 0 (TaskRunner pid=185828) result |= ((ch >> ((i % 3) * self.BW)) & ((1 << self.BW) - 1)) << (i * 3 * self.BW) (TaskRunner pid=185828) return {'rgb': result & ((1 << self.out_w) - 1)} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:126 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6246.000 - global_seqlen/max:9986.000 - global_seqlen/minmax_diff:3740.000 - global_seqlen/balanced_min:8445.000 - global_seqlen/balanced_max:8766.000 - global_seqlen/mean:8529.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.294 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:369.188 - response_length/max:1304.000 - response_length/min:121.000 - response_length/clip_ratio:0.000 - prompt_length/mean:697.000 - prompt_length/max:876.000 - prompt_length/min:508.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:67.763 - timing_s/reward:1.226 - timing_s/old_log_prob:8.710 - timing_s/adv:0.003 - timing_s/update_actor:65.417 - timing_s/step:143.129 - timing_per_token_ms/gen:2.868 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.959 - perf/total_num_tokens:68236.000 - perf/time_per_step:143.129 - perf/throughput:59.593 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:372.000 - reflection/without_length_mean:369.097 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:369.188 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:4.000 - reflection_check/with_check_length_mean:372.000 - reflection_check/without_check_length_mean:369.097 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:369.188 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:369.188 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:369.188 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:369.188 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:369.188 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:369.188 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:369.188 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:369.188 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:369.188 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:369.188 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:460.500 - language_mix/without_length_mean:366.242 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 63%|██████▎ | 126/200 [5:21:26<3:13:22, 156.79s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 1-bit adder/subtractor. When sinal=0: sum = a XOR b XOR cin, cout = (a&b) | (cin&(a^b)). When sinal=1: we compute a - b - cin using two's complement idea: b' = b XOR 1 = NOT b, and add an extra 1 at cin. So effective cin_for_add = sinal | cin (i.e., cin if sinal=0, 1 if sinal=1). Then sum = a XOR b XOR cin_for_add, cout = (a&~b) | (cin_for_add&(a^b)). But easier: we can just compute both add_half = a^b and carry_bits for add and sub and combine. Let's derive: (TaskRunner pid=185828) (TaskRunner pid=185828) Let k = sinal XOR cin. For addition (sinal=0): k = cin. For subtraction (sinal=1): k = NOT cin. Hmm not right. (TaskRunner pid=185828) (TaskRunner pid=185828) Alternative: Two's complement subtraction a - b - cin = a + (~b + 1) - cin = a + ~b + (1 - cin). So effective carry-in to the adder is (1 - cin) XOR sinal? Actually when sinal=1, the extra 1 from two's complement of b adds to cin subtraction. (TaskRunner pid=185828) (TaskRunner pid=185828) Simplify: if sinal=0 -> add: s = a^b^cin, cout = (a&b)|(cin&(a^b)). (TaskRunner pid=185828) if sinal=1 -> subtract: we compute a - b - cin. Let b_neg = ~b & 1, and we add 1 (two's complement). So total addition: a + b_neg + (1 - cin). So we define cin2 = (1 - cin) when sinal=1 else cin. Then s = a^b^cin2, cout = (a&b)|(cin2&(a^b)). But b is b_neg = ~b. So s = a ^ (~b) ^ cin2, cout = (a&~b) | (cin2&(a^~b)). Let's code both paths. (TaskRunner pid=185828) (TaskRunner pid=185828) Check: a=1,b=1,cin=0,sinal=1 -> a - b - cin = 1-1-0=0, no borrow. ~b=0,cin2=1, s=1^0^1=0, cout=(1&0)|(1&(1^0))=0|1=1 -> cout=1 borrow? Actually for subtract, cout is borrow out, so 1 means borrow taken. Fine. (TaskRunner pid=185828) (TaskRunner pid=185828) Proceed with that. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['a'] & 1 (TaskRunner pid=185828) b = inputs['b'] & 1 (TaskRunner pid=185828) cin = inputs['cin'] & 1 (TaskRunner pid=185828) sinal = inputs['sinal'] & 1 (TaskRunner pid=185828) if sinal == 0: (TaskRunner pid=185828) b_eff = b (TaskRunner pid=185828) k = cin (TaskRunner pid=185828) s0 = a ^ b_eff ^ k (TaskRunner pid=185828) cout = (a & b_eff) | (k & (a ^ b_eff)) (TaskRunner pid=185828) else: (TaskRunner pid=185828) b_eff = (~b) & 1 (TaskRunner pid=185828) k = (1 - cin) & 1 (TaskRunner pid=185828) s0 = a ^ b_eff ^ k (TaskRunner pid=185828) cout = (a & b_eff) | (k & (a ^ b_eff)) (TaskRunner pid=185828) return {'s0': s0 & 1, 'cout': cout & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:127 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6002.000 - global_seqlen/max:14063.000 - global_seqlen/minmax_diff:8061.000 - global_seqlen/balanced_min:9339.000 - global_seqlen/balanced_max:9354.000 - global_seqlen/mean:9345.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.287 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:375.156 - response_length/max:813.000 - response_length/min:179.000 - response_length/clip_ratio:0.000 - prompt_length/mean:793.000 - prompt_length/max:1219.000 - prompt_length/min:540.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:43.535 - timing_s/reward:1.146 - timing_s/old_log_prob:8.717 - timing_s/adv:0.003 - timing_s/update_actor:66.174 - timing_s/step:119.582 - timing_per_token_ms/gen:1.813 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.885 - perf/total_num_tokens:74762.000 - perf/time_per_step:119.582 - perf/throughput:78.149 - reflection/any_word_frequency:6.000 - reflection/with_length_mean:384.500 - reflection/without_length_mean:374.190 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:375.156 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:762.000 - reflection_check/without_check_length_mean:369.016 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:375.156 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:375.156 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:3.000 - reflection_reflect/with_reflect_length_mean:320.667 - reflection_reflect/without_reflect_length_mean:377.836 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:375.156 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:375.156 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:375.156 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:2.000 - reflection_adjust/with_adjust_length_mean:291.500 - reflection_adjust/without_adjust_length_mean:377.855 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:375.156 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:375.156 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:375.156 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:778.000 - language_mix/without_length_mean:368.762 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 64%|██████▎ | 127/200 [5:23:25<2:57:12, 145.65s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Kogge-Stone adder: parallel prefix tree. P[i]=a[i]^b[i], G[i]=a[i]&b[i]. Each tree level blits carries leftward. Sum[i]=P[i] ^ carry-in-at-i. For 8-bit: 3 tree levels (log2(8)=3). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['a'] & 0xFF (TaskRunner pid=185828) b = inputs['b'] & 0xFF (TaskRunner pid=185828) cin = inputs['cin'] & 1 (TaskRunner pid=185828) c = [0]*9 (TaskRunner pid=185828) c[0] = cin (TaskRunner pid=185828) for i in range(8): (TaskRunner pid=185828) ai = (a>>i)&1 (TaskRunner pid=185828) bi = (b>>i)&1 (TaskRunner pid=185828) g = ai & bi (TaskRunner pid=185828) p = ai ^ bi (TaskRunner pid=185828) c[i+1] = g | (p & c[i]) (TaskRunner pid=185828) s = 0 (TaskRunner pid=185828) for i in range(8): (TaskRunner pid=185828) ai = (a>>i)&1 (TaskRunner pid=185828) bi = (b>>i)&1 (TaskRunner pid=185828) p = ai ^ bi (TaskRunner pid=185828) if i == 0: (TaskRunner pid=185828) carry_in = cin (TaskRunner pid=185828) else: (TaskRunner pid=185828) carry_in = c[i] (TaskRunner pid=185828) si = p ^ carry_in (TaskRunner pid=185828) s |= (si << i) (TaskRunner pid=185828) cout = c[8] & 1 (TaskRunner pid=185828) return {'sum': s & 0xFF, 'cout': cout} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:128 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5031.000 - global_seqlen/max:9039.000 - global_seqlen/minmax_diff:4008.000 - global_seqlen/balanced_min:6616.000 - global_seqlen/balanced_max:6622.000 - global_seqlen/mean:6619.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.272 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:234.031 - response_length/max:523.000 - response_length/min:111.000 - response_length/clip_ratio:0.000 - prompt_length/mean:593.375 - prompt_length/max:718.000 - prompt_length/min:502.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:28.487 - timing_s/reward:1.148 - timing_s/old_log_prob:8.784 - timing_s/adv:0.003 - timing_s/update_actor:65.523 - timing_s/step:103.953 - timing_per_token_ms/gen:1.902 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.237 - perf/total_num_tokens:52954.000 - perf/time_per_step:103.953 - perf/throughput:63.675 - reflection/any_word_frequency:1.000 - reflection/with_length_mean:323.000 - reflection/without_length_mean:232.619 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:234.031 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:234.031 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:234.031 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:234.031 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:234.031 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:234.031 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:323.000 - reflection_correct/without_correct_length_mean:232.619 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:234.031 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:234.031 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:234.031 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:234.031 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:234.031 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 64%|██████▍ | 128/200 [5:25:09<2:39:47, 133.16s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Pipeline register from IF to ID. Three cases: resetn==0 -> all zeros. flush==1 -> pc/pc+4 pass through, instruction replaced with andi x0,0 (0x00101083). Normal -> store and forward all. 32-bit masks. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) resetn = inputs['resetn'] & 1 (TaskRunner pid=185828) flush = inputs['flush'] & 1 (TaskRunner pid=185828) instr = inputs['i_if_instr'] & 0xFFFFFFFF (TaskRunner pid=185828) pc4 = inputs['i_if_pc4'] & 0xFFFFFFFF (TaskRunner pid=185828) pc = inputs['i_if_pc'] & 0xFFFFFFFF (TaskRunner pid=185828) if resetn == 0: (TaskRunner pid=185828) return {'o_id_instr': 0, 'o_id_pc4': 0, 'o_id_pc': 0} (TaskRunner pid=185828) onflush = (flush == 1) (TaskRunner pid=185828) if onflush: (TaskRunner pid=185828) new_instr = 0x00101083 # andi x0, x0, 0 (TaskRunner pid=185828) new_pc4 = pc4 (TaskRunner pid=185828) new_pc = pc (TaskRunner pid=185828) else: (TaskRunner pid=185828) new_instr = instr (TaskRunner pid=185828) new_pc4 = pc4 (TaskRunner pid=185828) new_pc = pc (TaskRunner pid=185828) return {'o_id_instr': new_instr & 0xFFFFFFFF, 'o_id_pc4': new_pc4 & 0xFFFFFFFF, 'o_id_pc': new_pc & 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:129 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4887.000 - global_seqlen/max:8675.000 - global_seqlen/minmax_diff:3788.000 - global_seqlen/balanced_min:7586.000 - global_seqlen/balanced_max:7797.000 - global_seqlen/mean:7613.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.281 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:286.062 - response_length/max:931.000 - response_length/min:116.000 - response_length/clip_ratio:0.000 - prompt_length/mean:665.625 - prompt_length/max:760.000 - prompt_length/min:481.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:49.179 - timing_s/reward:1.191 - timing_s/old_log_prob:8.972 - timing_s/adv:0.003 - timing_s/update_actor:65.726 - timing_s/step:125.081 - timing_per_token_ms/gen:2.686 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.079 - perf/total_num_tokens:60908.000 - perf/time_per_step:125.081 - perf/throughput:60.869 - reflection/any_word_frequency:7.000 - reflection/with_length_mean:342.600 - reflection/without_length_mean:281.271 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:286.062 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:286.062 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:286.062 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:286.062 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:286.062 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:286.062 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:4.000 - reflection_correct/with_correct_length_mean:359.333 - reflection_correct/without_correct_length_mean:282.459 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:286.062 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:3.000 - reflection_adjust/with_adjust_length_mean:340.000 - reflection_adjust/without_adjust_length_mean:283.410 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:286.062 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:286.062 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:286.062 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 64%|██████▍ | 129/200 [5:27:14<2:34:43, 130.76s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 65%|██████▌ | 130/200 [5:29:15<2:29:01, 127.74s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Single-port RAM: 1024x16. Synchronous write on clock edge when wren=1. Read is asynchronous - dout always reflects mem[addr] (zero if not written). Mask addr to 10 bits, data to 16 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.mem = [0] * 1024 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) clk = inputs['clk'] & 1 (TaskRunner pid=185828) wren = inputs['wren'] & 1 (TaskRunner pid=185828) rden = inputs['rden'] & 1 (TaskRunner pid=185828) addr = inputs['addr'] & 0x3FF (TaskRunner pid=185828) din = inputs['din'] & 0xFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) if clk: (TaskRunner pid=185828) if wren: (TaskRunner pid=185828) self.mem[addr] = din (TaskRunner pid=185828) dout = self.mem[addr] if rden else 0 (TaskRunner pid=185828) return {'dout': dout & 0xFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:130 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6397.000 - global_seqlen/max:9864.000 - global_seqlen/minmax_diff:3467.000 - global_seqlen/balanced_min:7335.000 - global_seqlen/balanced_max:7692.000 - global_seqlen/mean:7480.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.286 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:292.516 - response_length/max:861.000 - response_length/min:171.000 - response_length/clip_ratio:0.000 - prompt_length/mean:642.500 - prompt_length/max:732.000 - prompt_length/min:561.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:44.816 - timing_s/reward:1.189 - timing_s/old_log_prob:8.895 - timing_s/adv:0.003 - timing_s/update_actor:65.705 - timing_s/step:120.618 - timing_per_token_ms/gen:2.394 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.098 - perf/total_num_tokens:59841.000 - perf/time_per_step:120.618 - perf/throughput:62.015 - reflection/any_word_frequency:17.000 - reflection/with_length_mean:326.111 - reflection/without_length_mean:287.018 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:2.000 - reflection_verify/with_verify_length_mean:470.500 - reflection_verify/without_verify_length_mean:286.774 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:341.000 - reflection_check/without_check_length_mean:290.131 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:292.516 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:292.516 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:3.000 - reflection_reflect/with_reflect_length_mean:223.667 - reflection_reflect/without_reflect_length_mean:295.902 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:456.000 - reflection_wait/without_wait_length_mean:287.242 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:7.000 - reflection_correct/with_correct_length_mean:423.500 - reflection_correct/without_correct_length_mean:283.783 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:292.516 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:292.516 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:292.516 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:292.516 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:292.516 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 4-bit ALU with arithmetic/logic mux. Arithmetic results masked to 4 bits, logical directly to 6-bit int. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) a = inputs['a'] & 0xF (TaskRunner pid=185828) b = inputs['b'] & 0xF (TaskRunner pid=185828) s = inputs['s'] & 0xF (TaskRunner pid=185828) if s == 0: z = (a + 1) & 0xF (TaskRunner pid=185828) elif s == 1: z = (a - 1) & 0xF (TaskRunner pid=185828) elif s == 2: z = (a << 1) & 0xF (TaskRunner pid=185828) elif s == 3: z = (b + 1) & 0xF (TaskRunner pid=185828) elif s == 4: z = (b - 1) & 0xF (TaskRunner pid=185828) elif s == 5: z = (b + b) & 0xF (TaskRunner pid=185828) elif s == 6: z = (a + b) & 0xF (TaskRunner pid=185828) elif s == 7: z = (a << 2) & 0xF (TaskRunner pid=185828) else: z = 0 (TaskRunner pid=185828) if s >= 8: (TaskRunner pid=185828) if s == 8: out = (~a) & 0xF (TaskRunner pid=185828) elif s == 9: out = (~b) & 0xF (TaskRunner pid=185828) elif s == 10: out = (a & b) & 0xF (TaskRunner pid=185828) elif s == 11: out = (a | b) & 0xF (TaskRunner pid=185828) elif s == 12: out = (a ^ b) & 0xF (TaskRunner pid=185828) elif s == 13: out = (~(a ^ b)) & 0xF (TaskRunner pid=185828) elif s == 14: out = (~(a & b)) & 0xF (TaskRunner pid=185828) elif s == 15: out = (~(a | b)) & 0xF (TaskRunner pid=185828) else: out = 0 (TaskRunner pid=185828) else: out = z (TaskRunner pid=185828) return {'y': out & 0x3F} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:131 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6493.000 - global_seqlen/max:11941.000 - global_seqlen/minmax_diff:5448.000 - global_seqlen/balanced_min:8391.000 - global_seqlen/balanced_max:8398.000 - global_seqlen/mean:8394.875 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.296 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:363.234 - response_length/max:738.000 - response_length/min:182.000 - response_length/clip_ratio:0.000 - prompt_length/mean:686.125 - prompt_length/max:976.000 - prompt_length/min:532.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:40.153 - timing_s/reward:1.160 - timing_s/old_log_prob:8.747 - timing_s/adv:0.003 - timing_s/update_actor:64.651 - timing_s/step:114.722 - timing_per_token_ms/gen:1.727 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.963 - perf/total_num_tokens:67159.000 - perf/time_per_step:114.722 - perf/throughput:73.176 - reflection/any_word_frequency:5.000 - reflection/with_length_mean:468.400 - reflection/without_length_mean:354.322 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:363.234 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:503.667 - reflection_check/without_check_length_mean:356.328 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:363.234 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:363.234 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:363.234 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:554.000 - reflection_wait/without_wait_length_mean:360.206 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:363.234 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:363.234 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:277.000 - reflection_adjust/without_adjust_length_mean:364.603 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:363.234 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:363.234 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:363.234 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:404.000 - language_mix/without_length_mean:362.587 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 66%|██████▌ | 131/200 [5:31:10<2:22:26, 123.86s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 66%|██████▌ | 132/200 [5:32:50<2:12:10, 116.62s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 2-bit counter, active-high reset, negative-edge clock, enable, and a 'done' (listo) flag when count==3. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) rst = inputs['rst'] & 1 (TaskRunner pid=185828) enable = inputs['enable'] & 1 (TaskRunner pid=185828) if rst: (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) return {'listo': 0} (TaskRunner pid=185828) if not (inputs['clk'] ^ self._prev_clk): (TaskRunner pid=185828) if enable: (TaskRunner pid=185828) self.q = (self.q + 1) & 0x3 (TaskRunner pid=185828) listo = 1 if self.q == 3 else 0 (TaskRunner pid=185828) return {'listo': listo} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:132 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5898.000 - global_seqlen/max:9703.000 - global_seqlen/minmax_diff:3805.000 - global_seqlen/balanced_min:6947.000 - global_seqlen/balanced_max:6953.000 - global_seqlen/mean:6951.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.280 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:241.281 - response_length/max:504.000 - response_length/min:103.000 - response_length/clip_ratio:0.000 - prompt_length/mean:627.625 - prompt_length/max:840.000 - prompt_length/min:534.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:27.680 - timing_s/reward:1.167 - timing_s/old_log_prob:8.824 - timing_s/adv:0.003 - timing_s/update_actor:61.994 - timing_s/step:99.677 - timing_per_token_ms/gen:1.792 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.115 - perf/total_num_tokens:55610.000 - perf/time_per_step:99.677 - perf/throughput:69.738 - reflection/any_word_frequency:7.000 - reflection/with_length_mean:335.143 - reflection/without_length_mean:229.754 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:241.281 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:7.000 - reflection_check/with_check_length_mean:335.143 - reflection_check/without_check_length_mean:229.754 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:241.281 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:241.281 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:241.281 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:241.281 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:241.281 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:241.281 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:241.281 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:241.281 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:241.281 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:241.281 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:163.000 - language_mix/without_length_mean:242.524 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Forwarding unit: check if source regs match a writes-enabled destination in later stages. Priority: EX/MEM > MEM/WB. (TaskRunner pid=185828) EqCS: 00=ID/EX reg file, 01=forward from ID/EX, 10=forward from EX/MEM, 11=forward from MEM/WB. (TaskRunner pid=185828) ALUAS same as EqCS1. ALUBS same as EqCS2. (TaskRunner pid=185828) (TaskRunner pid=185828) For each source (Rs, Rt): (TaskRunner pid=185828) - If stage writes and its dest != 0 and dest == source: use that stage (highest priority wins). (TaskRunner pid=185828) - Else use register file output. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) Rs = inputs['Rs'] & 0x1F (TaskRunner pid=185828) Rt = inputs['Rt'] & 0x1F (TaskRunner pid=185828) id_exRt = inputs['id_exRtOut'] & 0x1F (TaskRunner pid=185828) ex_memRd = inputs['ex_memRdOut'] & 0x1F (TaskRunner pid=185828) mem_wbRd = inputs['mem_wbRdOut'] & 0x1F (TaskRunner pid=185828) ex_RW = inputs['ex_memRegWriteOut'] & 1 (TaskRunner pid=185828) mem_RW = inputs['mem_wbRegWriteOut'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) def fwd(src): (TaskRunner pid=185828) cs = 0 (TaskRunner pid=185828) if ex_RW and ex_memRd != 0 and ex_memRd == src: (TaskRunner pid=185828) cs = 2 (TaskRunner pid=185828) elif mem_RW and mem_wbRd != 0 and mem_wbRd == src: (TaskRunner pid=185828) cs = 3 (TaskRunner pid=185828) return cs (TaskRunner pid=185828) (TaskRunner pid=185828) EqCS1 = fwd(Rs) (TaskRunner pid=185828) EqCS2 = fwd(Rt) (TaskRunner pid=185828) ALUAS = EqCS1 (TaskRunner pid=185828) ALUBS = EqCS2 (TaskRunner pid=185828) return {'EqCS1': EqCS1 & 3, 'EqCS2': EqCS2 & 3, (TaskRunner pid=185828) 'ALUAS': ALUAS & 3, 'ALUBS': ALUBS & 3} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:133 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5631.000 - global_seqlen/max:12299.000 - global_seqlen/minmax_diff:6668.000 - global_seqlen/balanced_min:8698.000 - global_seqlen/balanced_max:8703.000 - global_seqlen/mean:8700.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.262 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:417.422 - response_length/max:1072.000 - response_length/min:109.000 - response_length/clip_ratio:0.000 - prompt_length/mean:670.125 - prompt_length/max:885.000 - prompt_length/min:524.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:56.487 - timing_s/reward:1.231 - timing_s/old_log_prob:8.931 - timing_s/adv:0.003 - timing_s/update_actor:65.039 - timing_s/step:131.700 - timing_per_token_ms/gen:2.114 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.934 - perf/total_num_tokens:69603.000 - perf/time_per_step:131.700 - perf/throughput:66.062 - reflection/any_word_frequency:21.000 - reflection/with_length_mean:513.500 - reflection/without_length_mean:390.520 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:417.422 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:12.000 - reflection_check/with_check_length_mean:632.286 - reflection_check/without_check_length_mean:391.035 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:417.422 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:417.422 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:417.422 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:417.422 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:7.000 - reflection_correct/with_correct_length_mean:408.667 - reflection_correct/without_correct_length_mean:418.328 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:417.422 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:2.000 - reflection_adjust/with_adjust_length_mean:311.000 - reflection_adjust/without_adjust_length_mean:419.111 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:417.422 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:417.422 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:417.422 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:385.000 - language_mix/without_length_mean:418.468 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 66%|██████▋ | 133/200 [5:35:01<2:15:18, 121.17s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 67%|██████▋ | 134/200 [5:36:54<2:10:27, 118.60s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 10-MHz counter blinker. Each LED is identical; we just toggle a 1-bit flag every 10_000_000 cycles. Output = that flag repeated across 4 bits. Reset clears flag and counter. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.flag = 0 (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs['reset']: (TaskRunner pid=185828) self.flag = 0 (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) return {'led': 0} (TaskRunner pid=185828) self.cnt += 1 (TaskRunner pid=185828) if self.cnt >= 10_000_000: (TaskRunner pid=185828) self.flag ^= 1 (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) return {'led': (self.flag & 1) * 0xF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:134 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5338.000 - global_seqlen/max:11121.000 - global_seqlen/minmax_diff:5783.000 - global_seqlen/balanced_min:7136.000 - global_seqlen/balanced_max:7238.000 - global_seqlen/mean:7151.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.278 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:247.297 - response_length/max:720.000 - response_length/min:40.000 - response_length/clip_ratio:0.000 - prompt_length/mean:646.625 - prompt_length/max:972.000 - prompt_length/min:513.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:38.576 - timing_s/reward:1.181 - timing_s/old_log_prob:8.640 - timing_s/adv:0.003 - timing_s/update_actor:64.151 - timing_s/step:112.561 - timing_per_token_ms/gen:2.437 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.121 - perf/total_num_tokens:57211.000 - perf/time_per_step:112.561 - perf/throughput:63.533 - reflection/any_word_frequency:2.000 - reflection/with_length_mean:252.500 - reflection/without_length_mean:247.129 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:247.297 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:156.000 - reflection_check/without_check_length_mean:248.746 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:247.297 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:247.297 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:247.297 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:247.297 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:349.000 - reflection_correct/without_correct_length_mean:245.683 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:247.297 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:247.297 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:247.297 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:247.297 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:247.297 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Sync chain (in->out) uses 2x DFF. level2pulse: detect rising edge of level, then produce 2-cycle pulse. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.s1 = 0 (TaskRunner pid=185828) self.s2 = 0 (TaskRunner pid=185828) self.r1 = 0 (TaskRunner pid=185828) self.r2 = 0 (TaskRunner pid=185828) self.q_out = 0 (TaskRunner pid=185828) self.prev_level = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) clk = inputs['clk'] & 1 (TaskRunner pid=185828) in_sig = inputs['in'] & 1 (TaskRunner pid=185828) level = inputs['level'] & 1 (TaskRunner pid=185828) d = inputs['d'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) # sync chain (TaskRunner pid=185828) n_s1 = in_sig (TaskRunner pid=185828) n_s2 = self.s1 (TaskRunner pid=185828) out = self.s2 (TaskRunner pid=185828) (TaskRunner pid=185828) # level -> pulse (TaskRunner pid=185828) n_r1 = 1 if (level == 1 and self.prev_level == 0) else 0 (TaskRunner pid=185828) n_r2 = self.r1 (TaskRunner pid=185828) pulse = self.r2 if clk == 0 else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) # dff (TaskRunner pid=185828) n_q_out = d if clk == 0 else self.q_out (TaskRunner pid=185828) (TaskRunner pid=185828) self.prev_level = level (TaskRunner pid=185828) self.s1 = n_s1 (TaskRunner pid=185828) self.s2 = n_s2 (TaskRunner pid=185828) self.r1 = n_r1 (TaskRunner pid=185828) self.r2 = n_r2 (TaskRunner pid=185828) self.q_out = n_q_out (TaskRunner pid=185828) (TaskRunner pid=185828) return {'out': out, 'pulse': pulse, 'q': self.q_out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:135 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6269.000 - global_seqlen/max:10043.000 - global_seqlen/minmax_diff:3774.000 - global_seqlen/balanced_min:8132.000 - global_seqlen/balanced_max:8136.000 - global_seqlen/mean:8134.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.303 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:312.469 - response_length/max:589.000 - response_length/min:3.000 - response_length/clip_ratio:0.000 - prompt_length/mean:704.375 - prompt_length/max:954.000 - prompt_length/min:545.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:32.095 - timing_s/reward:1.205 - timing_s/old_log_prob:9.024 - timing_s/adv:0.003 - timing_s/update_actor:64.650 - timing_s/step:106.986 - timing_per_token_ms/gen:1.605 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.993 - perf/total_num_tokens:65078.000 - perf/time_per_step:106.986 - perf/throughput:76.036 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:409.000 - reflection/without_length_mean:300.614 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:312.469 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:6.000 - reflection_check/with_check_length_mean:387.333 - reflection_check/without_check_length_mean:304.724 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:312.469 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:312.469 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:539.000 - reflection_reflect/without_reflect_length_mean:308.873 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:312.469 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:439.500 - reflection_correct/without_correct_length_mean:308.371 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:312.469 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:312.469 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:312.469 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:312.469 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:312.469 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 68%|██████▊ | 135/200 [5:38:41<2:04:44, 115.14s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) BCD conversion via shift-and-add-3 algorithm over 8 clock cycles. Each cycle shifts binary input MSB-first into a 12-bit register and applies add-3 adjustments to all BCD digits (3 bits wide each) when any digit >= 5. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.shift_reg = 0 (TaskRunner pid=185828) self.bcd = 0 (TaskRunner pid=185828) self.count = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) b = inputs['binario_in'] & 0xFF (TaskRunner pid=185828) if self.count == 0: (TaskRunner pid=185828) self.shift_reg = b (TaskRunner pid=185828) self.bcd = 0 (TaskRunner pid=185828) self.count = 8 (TaskRunner pid=185828) (TaskRunner pid=185828) if self.count > 0: (TaskRunner pid=185828) reg = self.shift_reg (TaskRunner pid=185828) bcd = self.bcd (TaskRunner pid=185828) for _ in range(3): (TaskRunner pid=185828) if bcd >= 5: (TaskRunner pid=185828) bcd += 3 (TaskRunner pid=185828) bcd = (bcd << 1) & 0xF (TaskRunner pid=185828) reg = (reg << 1) & 0xF (TaskRunner pid=185828) self.bcd = bcd (TaskRunner pid=185828) self.shift_reg = reg (TaskRunner pid=185828) self.count -= 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if self.count == 0: (TaskRunner pid=185828) u = self.bcd & 0xF (TaskRunner pid=185828) self.bcd >>= 4 (TaskRunner pid=185828) d = self.bcd & 0xF (TaskRunner pid=185828) self.bcd >>= 4 (TaskRunner pid=185828) c = self.bcd & 0xF (TaskRunner pid=185828) self.bcd >>= 4 (TaskRunner pid=185828) mi = self.bcd & 0xF (TaskRunner pid=185828) return {'unidade': u, 'dezena': d, 'centena': c, 'milhar': mi} (TaskRunner pid=185828) return {'unidade': 0, 'dezena': 0, 'centena': 0, 'milhar': 0} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:136 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5819.000 - global_seqlen/max:9195.000 - global_seqlen/minmax_diff:3376.000 - global_seqlen/balanced_min:7716.000 - global_seqlen/balanced_max:8473.000 - global_seqlen/mean:7882.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.279 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:333.516 - response_length/max:1625.000 - response_length/min:117.000 - response_length/clip_ratio:0.000 - prompt_length/mean:651.750 - prompt_length/max:774.000 - prompt_length/min:559.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:83.479 - timing_s/reward:1.190 - timing_s/old_log_prob:8.903 - timing_s/adv:0.003 - timing_s/update_actor:61.620 - timing_s/step:155.203 - timing_per_token_ms/gen:3.911 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.977 - perf/total_num_tokens:63057.000 - perf/time_per_step:155.203 - perf/throughput:50.786 - reflection/any_word_frequency:7.000 - reflection/with_length_mean:535.833 - reflection/without_length_mean:312.586 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:333.516 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:498.000 - reflection_check/without_check_length_mean:330.905 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:333.516 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:333.516 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:333.516 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:1207.000 - reflection_wait/without_wait_length_mean:319.651 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:369.333 - reflection_correct/without_correct_length_mean:331.754 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:333.516 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:402.000 - reflection_adjust/without_adjust_length_mean:332.429 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:333.516 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:333.516 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:333.516 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 68%|██████▊ | 136/200 [5:41:16<2:15:39, 127.18s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 68%|██████▊ | 137/200 [5:42:50<2:02:59, 117.14s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 4-bit counter that counts 0..11 then wraps. Overflow = 1 when state==11. Reset to 0 synchronously. (TaskRunner pid=185828) Count only when reset==0; each eval() is one clock edge. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.state = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs['reset'] == 1: (TaskRunner pid=185828) self.state = 0 (TaskRunner pid=185828) return {'overflow': 0, 'out': 0} (TaskRunner pid=185828) overflow = 1 if self.state == 11 else 0 (TaskRunner pid=185828) self.state = 0 if self.state == 11 else self.state + 1 (TaskRunner pid=185828) return {'overflow': overflow, 'out': self.state & 0xF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:137 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6013.000 - global_seqlen/max:8653.000 - global_seqlen/minmax_diff:2640.000 - global_seqlen/balanced_min:6950.000 - global_seqlen/balanced_max:6953.000 - global_seqlen/mean:6951.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.289 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:236.938 - response_length/max:397.000 - response_length/min:148.000 - response_length/clip_ratio:0.000 - prompt_length/mean:632.000 - prompt_length/max:748.000 - prompt_length/min:558.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:22.414 - timing_s/reward:1.191 - timing_s/old_log_prob:9.043 - timing_s/adv:0.003 - timing_s/update_actor:60.985 - timing_s/step:93.645 - timing_per_token_ms/gen:1.478 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.097 - perf/total_num_tokens:55612.000 - perf/time_per_step:93.645 - perf/throughput:74.233 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:257.000 - reflection/without_length_mean:235.951 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:236.938 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:215.000 - reflection_check/without_check_length_mean:237.645 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:236.938 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:236.938 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:341.000 - reflection_reflect/without_reflect_length_mean:235.286 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:236.938 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:236.938 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:236.938 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:236.938 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:236.938 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:236.938 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:236.938 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple combinational hazard detector. No state, no clock. Just implement the logic described: (TaskRunner pid=185828) - forward=0: check src1/exe_dest and src1/mem_dest with respective wb_en signals; if two_src also check src2 vs both destinations. (TaskRunner pid=185828) - forward=1: only check src1/exe_dest with exe_mem_read; if two_src also check src2/exe_dest. (TaskRunner pid=185828) Output OR of all matched conditions. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) f = inputs['forward'] & 1 (TaskRunner pid=185828) exe_we = inputs['exe_wb_en'] & 1 (TaskRunner pid=185828) mem_we = inputs['mem_wb_en'] & 1 (TaskRunner pid=185828) ts = inputs['two_src'] & 1 (TaskRunner pid=185828) r1 = inputs['src1'] & 0xF (TaskRunner pid=185828) r2 = inputs['src2'] & 0xF (TaskRunner pid=185828) ed = inputs['exe_dest'] & 0xF (TaskRunner pid=185828) md = inputs['mem_dest'] & 0xF (TaskRunner pid=185828) emr = inputs['exe_mem_read'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) hazard = 0 (TaskRunner pid=185828) if f == 0: (TaskRunner pid=185828) if exe_we and r1 == ed: (TaskRunner pid=185828) hazard = 1 (TaskRunner pid=185828) if mem_we and r1 == md: (TaskRunner pid=185828) hazard = 1 (TaskRunner pid=185828) if ts: (TaskRunner pid=185828) if exe_we and r2 == ed: (TaskRunner pid=185828) hazard = 1 (TaskRunner pid=185828) if mem_we and r2 == md: (TaskRunner pid=185828) hazard = 1 (TaskRunner pid=185828) else: (TaskRunner pid=185828) if emr and r1 == ed: (TaskRunner pid=185828) hazard = 1 (TaskRunner pid=185828) if ts and emr and r2 == ed: (TaskRunner pid=185828) hazard = 1 (TaskRunner pid=185828) (TaskRunner pid=185828) return {'hazard_output': hazard} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:138 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5907.000 - global_seqlen/max:10605.000 - global_seqlen/minmax_diff:4698.000 - global_seqlen/balanced_min:8449.000 - global_seqlen/balanced_max:8455.000 - global_seqlen/mean:8451.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.306 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:356.594 - response_length/max:875.000 - response_length/min:130.000 - response_length/clip_ratio:0.000 - prompt_length/mean:699.875 - prompt_length/max:940.000 - prompt_length/min:586.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:45.329 - timing_s/reward:1.166 - timing_s/old_log_prob:8.524 - timing_s/adv:0.003 - timing_s/update_actor:60.454 - timing_s/step:115.485 - timing_per_token_ms/gen:1.986 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.894 - perf/total_num_tokens:67614.000 - perf/time_per_step:115.485 - perf/throughput:73.185 - reflection/any_word_frequency:19.000 - reflection/with_length_mean:463.778 - reflection/without_length_mean:339.055 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:356.594 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:15.000 - reflection_check/with_check_length_mean:377.429 - reflection_check/without_check_length_mean:354.035 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:356.594 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:356.594 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:3.000 - reflection_reflect/with_reflect_length_mean:657.000 - reflection_reflect/without_reflect_length_mean:351.825 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:356.594 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:875.000 - reflection_correct/without_correct_length_mean:348.365 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:356.594 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:356.594 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:356.594 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:356.594 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:356.594 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 69%|██████▉ | 138/200 [5:44:46<2:00:33, 116.67s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 70%|██████▉ | 139/200 [5:46:30<1:54:42, 112.83s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple left shifter by 1. If sign==1, preserve MSB: out = {sin[63], sin[62:0]}. If sign==0, logical shift: out = {1'b0, sin[63:1]}. Mask to 64 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) s = inputs['sign'] & 1 (TaskRunner pid=185828) v = inputs['sin'] & 0xFFFFFFFFFFFFFFFF (TaskRunner pid=185828) if s: (TaskRunner pid=185828) out = ((v << 1) | (v >> 63)) & 0xFFFFFFFFFFFFFFFF (TaskRunner pid=185828) else: (TaskRunner pid=185828) out = (v << 1) & 0xFFFFFFFFFFFFFFFF (TaskRunner pid=185828) return {'q': out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:139 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5225.000 - global_seqlen/max:9644.000 - global_seqlen/minmax_diff:4419.000 - global_seqlen/balanced_min:6913.000 - global_seqlen/balanced_max:6920.000 - global_seqlen/mean:6916.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.324 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:260.016 - response_length/max:623.000 - response_length/min:100.000 - response_length/clip_ratio:0.000 - prompt_length/mean:604.500 - prompt_length/max:865.000 - prompt_length/min:527.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:33.105 - timing_s/reward:1.186 - timing_s/old_log_prob:8.574 - timing_s/adv:0.003 - timing_s/update_actor:60.925 - timing_s/step:103.801 - timing_per_token_ms/gen:1.989 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.101 - perf/total_num_tokens:55329.000 - perf/time_per_step:103.801 - perf/throughput:66.629 - reflection/any_word_frequency:8.000 - reflection/with_length_mean:339.143 - reflection/without_length_mean:250.298 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:260.016 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:7.000 - reflection_check/with_check_length_mean:339.143 - reflection_check/without_check_length_mean:250.298 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:260.016 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:260.016 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:260.016 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:260.016 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:312.000 - reflection_correct/without_correct_length_mean:259.190 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:260.016 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:260.016 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:260.016 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:260.016 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:260.016 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple combinational BCD-to-7-segment decoder (active-high segments a~g plus blank bit). Map 0x0..0x9 to standard hex pattern. Invalid inputs >9 produce 0. No state needed, but interface has clk so we just ignore it in Python. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 70%|███████ | 140/200 [5:48:21<1:52:23, 112.39s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) n = inputs['BCD'] & 0xF (TaskRunner pid=185828) # active-high: segment 8=blank,7=g,6=f,5=e,4=d,3=c,2=b,1=a (TaskRunner pid=185828) table = [0x3F, 0x06, 0x5B, 0x4F, 0x66, 0x6D, 0x7D, 0x07, 0x7F, 0x6F, 0x00] # 0..9 (TaskRunner pid=185828) out = 0xFF & (table[n] if n <= 9 else 0) (TaskRunner pid=185828) return {'sseg_o': out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:140 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5667.000 - global_seqlen/max:14183.000 - global_seqlen/minmax_diff:8516.000 - global_seqlen/balanced_min:8376.000 - global_seqlen/balanced_max:8583.000 - global_seqlen/mean:8524.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.309 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:305.172 - response_length/max:756.000 - response_length/min:127.000 - response_length/clip_ratio:0.000 - prompt_length/mean:760.375 - prompt_length/max:1272.000 - prompt_length/min:548.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:39.740 - timing_s/reward:1.181 - timing_s/old_log_prob:8.594 - timing_s/adv:0.003 - timing_s/update_actor:61.779 - timing_s/step:111.305 - timing_per_token_ms/gen:2.035 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.906 - perf/total_num_tokens:68195.000 - perf/time_per_step:111.305 - perf/throughput:76.586 - reflection/any_word_frequency:1.000 - reflection/with_length_mean:608.000 - reflection/without_length_mean:300.365 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:305.172 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:608.000 - reflection_check/without_check_length_mean:300.365 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:305.172 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:305.172 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:305.172 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:305.172 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:305.172 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:305.172 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:305.172 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:305.172 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:305.172 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:305.172 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Pipeline exception registers: D_exc_reg -> E_exc_reg -> M_exc_reg. Each stage registers ExcCode, EXL, and the branch-delay bit. On reset, all output zeros. Otherwise capture inputs and forward stored values to outputs. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.d = {'exc':0,'exl':0,'bd':0} (TaskRunner pid=185828) self.e = {'exc':0,'exl':0,'bd':0} (TaskRunner pid=185828) self.m = {'exc':0,'exl':0,'bd':0} (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs.get('reset', 0): (TaskRunner pid=185828) self.d = {'exc':0,'exl':0,'bd':0} (TaskRunner pid=185828) self.e = {'exc':0,'exl':0,'bd':0} (TaskRunner pid=185828) self.m = {'exc':0,'exl':0,'bd':0} (TaskRunner pid=185828) return {'D_exc': 0, 'D_EXL': 0, 'D_BD': 0,(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 70%|███████ | 141/200 [5:50:10<1:49:40, 111.53s/it] (TaskRunner pid=185828) 'E_exc': 0, 'E_EXL': 0, 'E_BD': 0, (TaskRunner pid=185828) 'M_exc': 0, 'M_EXL': 0, 'M_BD': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) e_in = self.d.copy() (TaskRunner pid=185828) m_in = self.e.copy() (TaskRunner pid=185828) d_in = {'exc': inputs['ExcCodeIn']&0x1F, 'exl': inputs['EXLIn']&1, 'bd': inputs['Branch']&1} (TaskRunner pid=185828) (TaskRunner pid=185828) self.d = d_in (TaskRunner pid=185828) self.e = e_in (TaskRunner pid=185828) self.m = m_in (TaskRunner pid=185828) (TaskRunner pid=185828) return { (TaskRunner pid=185828) 'D_exc': self.d['exc'] & 0x1F, 'D_EXL': self.d['exl'] & 1, 'D_BD': self.d['bd'] & 1, (TaskRunner pid=185828) 'E_exc': self.e['exc'] & 0x1F, 'E_EXL': self.e['exl'] & 1, 'E_BD': self.e['bd'] & 1, (TaskRunner pid=185828) 'M_exc': self.m['exc'] & 0x1F, 'M_EXL': self.m['exl'] & 1, 'M_BD': self.m['bd'] & 1, (TaskRunner pid=185828) } (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:141 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5586.000 - global_seqlen/max:9672.000 - global_seqlen/minmax_diff:4086.000 - global_seqlen/balanced_min:7221.000 - global_seqlen/balanced_max:7225.000 - global_seqlen/mean:7222.875 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.287 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:307.484 - response_length/max:685.000 - response_length/min:130.000 - response_length/clip_ratio:0.000 - prompt_length/mean:595.375 - prompt_length/max:684.000 - prompt_length/min:545.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:36.899 - timing_s/reward:1.201 - timing_s/old_log_prob:8.796 - timing_s/adv:0.003 - timing_s/update_actor:62.537 - timing_s/step:109.446 - timing_per_token_ms/gen:1.875 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.082 - perf/total_num_tokens:57783.000 - perf/time_per_step:109.446 - perf/throughput:65.995 - reflection/any_word_frequency:14.000 - reflection/with_length_mean:345.000 - reflection/without_length_mean:303.603 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:307.484 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:13.000 - reflection_check/with_check_length_mean:342.600 - reflection_check/without_check_length_mean:304.508 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:307.484 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:307.484 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:307.484 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:307.484 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:357.000 - reflection_correct/without_correct_length_mean:306.698 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:307.484 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:307.484 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:307.484 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:307.484 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:307.484 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Pipeline stage register. Just a dipped register with enable and reset. On reset all outputs zero. When write==1 on clock edge, capture all inputs. Otherwise hold state. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.pc = 0 (TaskRunner pid=185828) self.func3 = 0 (TaskRunner pid=185828) self.zero = 0 (TaskRunner pid=185828) self.alu = 0 (TaskRunner pid=185828) self.reg2 = 0 (TaskRunner pid=185828) self.rd = 0 (TaskRunner pid=185828) self.regwrite = 0 (TaskRunner pid=185828) self.memtoreg = 0 (TaskRunner pid=185828) self.memread = 0 (TaskRunner pid=185828) self.memwrite = 0 (TaskRunner pid=185828) self.branch = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs.get('res', 0): (TaskRunner pid=185828) self.pc = 0; self.func3 = 0; self.zero = 0; self.alu = 0 (TaskRunner pid=185828) self.reg2 = 0; self.rd = 0; self.regwrite = 0; self.memtoreg = 0 (TaskRunner pid=185828) self.memread = 0; self.memwrite = 0; self.branch = 0 (TaskRunner pid=185828) return {'pc_out':0,'func3_out':0,'zero_out':0,'alu_out':0, (TaskRunner pid=185828) 'reg2_data_out':0,'rd_out':0,'RegWrite_MEM':0,'MemtoReg_MEM':0, (TaskRunner pid=185828) 'MemRead_MEM':0,'MemWrite_MEM':0,'Branch_MEM':0} (TaskRunner pid=185828) (TaskRunner pid=185828) if inputs.get('clk', 0) & 1 and inputs.get('write', 0): (TaskRunner pid=185828) self.pc = inputs['pc_in'] & 0xFFFFFFFF (TaskRunner pid=185828) self.func3 = inputs['func3_in'] & 0x7 (TaskRunner pid=185828) self.zero = inputs['zero_in'] & 1 (TaskRunner pid=185828) self.alu = inputs['ALU_in'] & 0xFFFFFFFF (TaskRunner pid=185828) self.reg2 = inputs['reg2_data_in'] & 0xFFFFFFFF (TaskRunner pid=185828) self.rd = inputs['rd_in'] & 0x1F (TaskRunner pid=185828) self.regwrite = inputs['RegWrite_EX'] & 1 (TaskRunner pid=185828) self.memtoreg = inputs['MemtoReg_EX'] & 1 (TaskRunner pid=185828) self.memread = inputs['MemRead_EX'] & 1 (TaskRunner pid=185828) self.memwrite = inputs['MemWrite_EX'] & 1 (TaskRunner pid=185828) self.branch = inputs['Branch_EX'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) return {'pc_out':self.pc,'func3_out':self.func3,'zero_out':self.zero, (TaskRunner pid=185828) 'alu_out':self.alu,'reg2_data_out':self.reg2,'rd_out':self.rd, (TaskRunner pid=185828) 'RegWrite_MEM':self.regwrite,'MemtoReg_MEM':self.memtoreg, (TaskRunner pid=185828) 'MemRead_MEM':self.memread,'MemWrite_MEM':self.memwrite, (TaskRunner pid=185828) 'Branch_MEM':self.branch} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:142 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5908.000 - global_seqlen/max:13487.000 - global_seqlen/minmax_diff:7579.000 - global_seqlen/balanced_min:8677.000 - global_seqlen/balanced_max:8693.000 - global_seqlen/mean:8682.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.289 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:385.672 - response_length/max:1293.000 - response_length/min:153.000 - response_length/clip_ratio:0.000 - prompt_length/mean:699.625 - prompt_length/max:1099.000 - prompt_length/min:549.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:66.631 - timing_s/reward:1.162 - timing_s/old_log_prob:8.788 - timing_s/adv:0.003 - timing_s/update_actor:63.732 - timing_s/step:140.323 - timing_per_token_ms/gen:2.699 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.918 - perf/total_num_tokens:69459.000 - perf/time_per_step:140.323 - perf/throughput:61.874 - reflection/any_word_frequency:28.000 - reflection/with_length_mean:616.875 - reflection/without_length_mean:352.643 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:2.000 - reflection_verify/with_verify_length_mean:590.500 - reflection_verify/without_verify_length_mean:379.065 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:9.000 - reflection_check/with_check_length_mean:1017.667 - reflection_check/without_check_length_mean:354.590 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:385.672 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:1293.000 - reflection_however/without_however_length_mean:371.270 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:385.672 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:1175.000 - reflection_wait/without_wait_length_mean:373.143 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:14.000 - reflection_correct/with_correct_length_mean:668.857 - reflection_correct/without_correct_length_mean:350.895 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:385.672 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:253.000 - reflection_adjust/without_adjust_length_mean:387.778 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:385.672 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:385.672 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:385.672 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 71%|███████ | 142/200 [5:52:31<1:56:10, 120.19s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 72%|███████▏ | 143/200 [5:54:38<1:56:14, 122.36s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 16-bit dual register transfer. On reset (rstn==0), both outputs forced to 0. Otherwise each clock edge: C<=X, W<=i. No arithmetic needed, just pass-through. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.C = 0 (TaskRunner pid=185828) self.W = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if not inputs['rstn']: (TaskRunner pid=185828) self.C = 0 (TaskRunner pid=185828) self.W = 0 (TaskRunner pid=185828) return {'C': 0, 'W': 0} (TaskRunner pid=185828) MASK = 0xFFFF (TaskRunner pid=185828) self.C = inputs['X'] & MASK (TaskRunner pid=185828) self.W = inputs['i'] & MASK (TaskRunner pid=185828) return {'C': self.C, 'W': self.W} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:143 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4632.000 - global_seqlen/max:10624.000 - global_seqlen/minmax_diff:5992.000 - global_seqlen/balanced_min:7070.000 - global_seqlen/balanced_max:7209.000 - global_seqlen/mean:7123.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.303 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:265.406 - response_length/max:1046.000 - response_length/min:81.000 - response_length/clip_ratio:0.000 - prompt_length/mean:625.000 - prompt_length/max:898.000 - prompt_length/min:483.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:54.686 - timing_s/reward:1.175 - timing_s/old_log_prob:8.800 - timing_s/adv:0.003 - timing_s/update_actor:62.696 - timing_s/step:127.369 - timing_per_token_ms/gen:3.219 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.100 - perf/total_num_tokens:56986.000 - perf/time_per_step:127.369 - perf/throughput:55.926 - reflection/any_word_frequency:18.000 - reflection/with_length_mean:409.417 - reflection/without_length_mean:232.173 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:265.406 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:10.000 - reflection_check/with_check_length_mean:445.857 - reflection_check/without_check_length_mean:243.246 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:265.406 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:2.000 - reflection_however/with_however_length_mean:936.500 - reflection_however/without_however_length_mean:243.758 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:433.000 - reflection_reflect/without_reflect_length_mean:262.746 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:265.406 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:4.000 - reflection_correct/with_correct_length_mean:521.750 - reflection_correct/without_correct_length_mean:248.317 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:265.406 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:318.000 - reflection_adjust/without_adjust_length_mean:264.571 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:265.406 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:265.406 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:265.406 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple finite-state keypad lock: right-press sequence 1-2-3-4 is the previous guess (1,2,3,0). New correct guess is 1-2-4-3 (1,2,4,3). Track both previous and current correct codes. Comparison is case-insensitive. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule:(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 72%|███████▏ | 144/200 [5:58:24<2:23:10, 153.40s/it] (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.prev_guess = (1,2,3,0) (TaskRunner pid=185828) self.cur_guess = (1,2,4,3) (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) code = inputs['code'].lower() (TaskRunner pid=185828) out = 'wrong' (TaskRunner pid=185828) if code == '1234': (TaskRunner pid=185828) out = 'open' (TaskRunner pid=185828) elif code == '4321': (TaskRunner pid=185828) out = 'close' (TaskRunner pid=185828) return {'previous' : 'match' if code == self.prev_guess[0:4] else 'no', (TaskRunner pid=185828) 'current' : 'match' if code == self.cur_guess[0:4] else 'no', (TaskRunner pid=185828) 'output' : out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:144 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6746.000 - global_seqlen/max:12755.000 - global_seqlen/minmax_diff:6009.000 - global_seqlen/balanced_min:8565.000 - global_seqlen/balanced_max:10264.000 - global_seqlen/mean:8949.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.295 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:411.547 - response_length/max:2946.000 - response_length/min:155.000 - response_length/clip_ratio:0.000 - prompt_length/mean:707.125 - prompt_length/max:953.000 - prompt_length/min:539.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:150.429 - timing_s/reward:1.172 - timing_s/old_log_prob:8.611 - timing_s/adv:0.003 - timing_s/update_actor:65.511 - timing_s/step:225.735 - timing_per_token_ms/gen:5.711 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.915 - perf/total_num_tokens:71595.000 - perf/time_per_step:225.735 - perf/throughput:39.645 - reflection/any_word_frequency:11.000 - reflection/with_length_mean:450.556 - reflection/without_length_mean:405.164 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:411.547 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:4.000 - reflection_check/with_check_length_mean:407.500 - reflection_check/without_check_length_mean:411.817 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:411.547 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:411.547 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:260.000 - reflection_reflect/without_reflect_length_mean:413.952 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:985.500 - reflection_wait/without_wait_length_mean:393.032 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:4.000 - reflection_correct/with_correct_length_mean:367.667 - reflection_correct/without_correct_length_mean:413.705 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:411.547 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:411.547 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:411.547 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:411.547 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:411.547 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Array of 8 x 16-bit registers. Multiplexed outputs. Write enabled by write/use LSB of wadd as enable. Reset sets fixed values. Track previous outputs for change detection. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.regs = [0, 1, 2, 0, 0, -3, 0, 0] (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) r = self.regs (TaskRunner pid=185828) if inputs['reset']: (TaskRunner pid=185828) self.regs = [0, 1, 2, 0, 0, -3, 0, 0](TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 72%|███████▎ | 145/200 [6:00:26<2:11:48, 143.79s/it] (TaskRunner pid=185828) return {'rega': 0, 'regb': 0} (TaskRunner pid=185828) if inputs['write'] & 1: (TaskRunner pid=185828) self.regs[inputs['wadd'] & 7] = inputs['wdata'] & 0xFFFF (TaskRunner pid=185828) rega = self.regs[inputs['regaSelect'] & 7] & 0xFFFF (TaskRunner pid=185828) regb = self.regs[inputs['regbSelect'] & 7] & 0xFFFF (TaskRunner pid=185828) return {'rega': rega, 'regb': regb} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:145 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6099.000 - global_seqlen/max:13987.000 - global_seqlen/minmax_diff:7888.000 - global_seqlen/balanced_min:8958.000 - global_seqlen/balanced_max:8976.000 - global_seqlen/mean:8966.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.275 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:348.312 - response_length/max:937.000 - response_length/min:134.000 - response_length/clip_ratio:0.000 - prompt_length/mean:772.500 - prompt_length/max:1171.000 - prompt_length/min:555.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:49.653 - timing_s/reward:1.129 - timing_s/old_log_prob:8.629 - timing_s/adv:0.003 - timing_s/update_actor:61.871 - timing_s/step:121.293 - timing_per_token_ms/gen:2.227 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.863 - perf/total_num_tokens:71732.000 - perf/time_per_step:121.293 - perf/throughput:73.924 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:522.333 - reflection/without_length_mean:339.754 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:348.312 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:664.500 - reflection_check/without_check_length_mean:338.113 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:348.312 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:348.312 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:348.312 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:348.312 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:238.000 - reflection_correct/without_correct_length_mean:350.064 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:348.312 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:348.312 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:348.312 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:348.312 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:348.312 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:172.000 - language_mix/without_length_mean:351.111 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 2-bit up-counter with period 4. Store count in self.count. On every posedge (every eval call) increment and mask to 2 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.count = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) self.count = (self.count + 1) & 0x3 (TaskRunner pid=185828) return {'o_cnt4': self.count} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:146 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5000.000 - global_seqlen/max:8454.000 - global_seqlen/minmax_diff:3454.000 - global_seqlen/balanced_min:6610.000 - global_seqlen/balanced_max:6617.000 - global_seqlen/mean:6613.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.299 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:254.016 - response_length/max:655.000 - response_length/min:99.000 - response_length/clip_ratio:0.000 - prompt_length/mean:572.625 - prompt_length/max:666.000 - prompt_length/min:502.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:35.308 - timing_s/reward:1.176 - timing_s/old_log_prob:8.647 - timing_s/adv:0.003 - timing_s/update_actor:61.817 - timing_s/step:106.959 - timing_per_token_ms/gen:2.172 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.168 - perf/total_num_tokens:52905.000 - perf/time_per_step:106.959 - perf/throughput:61.828 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:309.667 - reflection/without_length_mean:251.279 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:254.016 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:237.000 - reflection_check/without_check_length_mean:254.286 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:254.016 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:254.016 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:254.016 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:254.016 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:406.000 - reflection_correct/without_correct_length_mean:251.603 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:254.016 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:286.000 - reflection_adjust/without_adjust_length_mean:253.508 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:254.016 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:254.016 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:254.016 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 73%|███████▎ | 146/200 [6:02:13<1:59:29, 132.77s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 2-bit ripple-carry adder with carry-in. Sum = (a + b + cin) & 0x3; cout = (a + b + cin) >> 2. Synchronous: update registered outputs only on rising clock edge. Active-low reset: on Reset==0, force out_c=0, cout=0. Otherwise latch the new sum. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.out_c = 0 (TaskRunner pid=185828) self.cout = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if not inputs['Clock']: (TaskRunner pid=185828) return {'out_c': self.out_c, 'cout': self.cout} (TaskRunner pid=185828) (TaskRunner pid=185828) if inputs['Reset'] == 0: (TaskRunner pid=185828) self.out_c = 0 (TaskRunner pid=185828) self.cout = 0 (TaskRunner pid=185828) return {'out_c': 0, 'cout': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) a = inputs['in_a'] & 0x3 (TaskRunner pid=185828) b = inputs['in_b'] & 0x3 (TaskRunner pid=185828) s = a + b + (inputs['cin'] & 1) (TaskRunner pid=185828) self.out_c = s & 0x3 (TaskRunner pid=185828) self.cout = (s >> 2) & 1 (TaskRunner pid=185828) return {'out_c': self.out_c, 'cout': self.cout} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:147 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6037.000 - global_seqlen/max:9022.000 - global_seqlen/minmax_diff:2985.000 - global_seqlen/balanced_min:7551.000 - global_seqlen/balanced_max:7751.000 - global_seqlen/mean:7615.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.273 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:291.266 - response_length/max:946.000 - response_length/min:124.000 - response_length/clip_ratio:0.000 - prompt_length/mean:660.625 - prompt_length/max:789.000 - prompt_length/min:553.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:50.125 - timing_s/reward:1.199 - timing_s/old_log_prob:8.951 - timing_s/adv:0.003 - timing_s/update_actor:64.076 - timing_s/step:124.363 - timing_per_token_ms/gen:2.689 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.052 - perf/total_num_tokens:60921.000 - perf/time_per_step:124.363 - perf/throughput:61.233 - reflection/any_word_frequency:6.000 - reflection/with_length_mean:283.667 - reflection/without_length_mean:292.052 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:291.266 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:5.000 - reflection_check/with_check_length_mean:298.600 - reflection_check/without_check_length_mean:290.644 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:291.266 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:291.266 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:291.266 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:291.266 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:209.000 - reflection_correct/without_correct_length_mean:292.571 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:291.266 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:291.266 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:291.266 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:291.266 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:291.266 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 74%|███████▎ | 147/200 [6:04:17<1:55:04, 130.27s/it] (TaskRunner pid=185828) Simple separable 2D convolution: split 20-bit input into 10 horizontal 2-pixel chunks (bits [1:0]=col0, [2:1]=col1, ..., [19:18]=col9). Split 6-bit filter into 3 vertical 2-tap kernels (bits [1:0]=k0, [2:1]=k1, [3:2]=k2). For each output pixel (9 rows x 8 cols = 72 pixels, 2 bits each = 144 bits = 16*9), sum over the 3 vertical taps: out[r,c] = sum_{k=0..2} in[r+k , c] * filter[2k+1:2k]. Mask all intermediate products to 4 bits before summing to avoid Python big-int drift. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['in'] & 0xFFFFF # 20-bit (TaskRunner pid=185828) f = inputs['filter'] & 0x3F # 6-bit (TaskRunner pid=185828) M = 0xFFFFF (TaskRunner pid=185828) out_val = 0 (TaskRunner pid=185828) # 10 horizontal 2-bit chunks: bits [1:0]=0, [3:2]=1, ..., [19:18]=9 (TaskRunner pid=185828) ah = [(a >> (2*c)) & 0x3 for c in range(10)] (TaskRunner pid=185828) # 3 vertical 2-bit kernels (TaskRunner pid=185828) fk = [(f >> (2*k)) & 0x3 for k in range(3)] (TaskRunner pid=185828) for c in range(8): # output cols = 10 - 3 + 1 = 8 (TaskRunner pid=185828) for k0 in range(3): (TaskRunner pid=185828) for kr in range(9): # output rows = 10 - 3 + 1 = 9 (TaskRunner pid=185828) p = (ah[k0 + kr] * fk[k0]) & 0xF (TaskRunner pid=185828) s += p (TaskRunner pid=185828) out_val |= (s & 0x3) << (2 * (kr * 8 + c)) (TaskRunner pid=185828) return {'out': out_val & 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:148 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5426.000 - global_seqlen/max:17907.000 - global_seqlen/minmax_diff:12481.000 - global_seqlen/balanced_min:8558.000 - global_seqlen/balanced_max:9183.000 - global_seqlen/mean:8749.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.289 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:382.875 - response_length/max:1893.000 - response_length/min:131.000 - response_length/clip_ratio:0.000 - prompt_length/mean:710.750 - prompt_length/max:1016.000 - prompt_length/min:506.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:97.177 - timing_s/reward:1.244 - timing_s/old_log_prob:8.894 - timing_s/adv:0.003 - timing_s/update_actor:64.916 - timing_s/step:172.244 - timing_per_token_ms/gen:3.966 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.927 - perf/total_num_tokens:69992.000 - perf/time_per_step:172.244 - perf/throughput:50.794 - reflection/any_word_frequency:11.000 - reflection/with_length_mean:540.000 - reflection/without_length_mean:357.164 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:382.875 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:8.000 - reflection_check/with_check_length_mean:184.000 - reflection_check/without_check_length_mean:403.448 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:382.875 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:382.875 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:382.875 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:1726.500 - reflection_wait/without_wait_length_mean:339.532 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:382.875 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:382.875 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:303.000 - reflection_adjust/without_adjust_length_mean:384.143 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:382.875 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:382.875 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:382.875 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 74%|███████▍ | 148/200 [6:07:09<2:03:49, 142.88s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) NRZI rule: output toggles when input=0, holds when input=1. Track previous output state. Valid=1 only when start_txd=1 and reset_l=1. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.r = 1 # NRZI state: 0=-, 1=+ (TaskRunner pid=185828) self.prev_start = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) reset_l = inputs['reset_l'] & 1 (TaskRunner pid=185828) start = inputs['start_txd'] & 1 (TaskRunner pid=185828) d = inputs['tx_data_in'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if reset_l == 0: (TaskRunner pid=185828) self.r = 1 (TaskRunner pid=185828) return {'tx_data_out': 1, 'tx_data_valid': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) valid = 1 if (start == 1 and self.prev_start == 0) else 0 (TaskRunner pid=185828) out = (self.r ^ 1) if (d == 0 and valid) else self.r (TaskRunner pid=185828) (TaskRunner pid=185828) self.prev_start = start (TaskRunner pid=185828) if d == 0 and valid: (TaskRunner pid=185828) self.r ^= 1 (TaskRunner pid=185828) return {'tx_data_out': out & 1, 'tx_data_valid': valid} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:149 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6509.000 - global_seqlen/max:11469.000 - global_seqlen/minmax_diff:4960.000 - global_seqlen/balanced_min:8074.000 - global_seqlen/balanced_max:8085.000 - global_seqlen/mean:8079.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.297 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:319.125 - response_length/max:1123.000 - response_length/min:103.000 - response_length/clip_ratio:0.000 - prompt_length/mean:690.750 - prompt_length/max:925.000 - prompt_length/min:595.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:58.622 - timing_s/reward:1.163 - timing_s/old_log_prob:8.522 - timing_s/adv:0.003 - timing_s/update_actor:62.801 - timing_s/step:131.121 - timing_per_token_ms/gen:2.870 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.972 - perf/total_num_tokens:64632.000 - perf/time_per_step:131.121 - perf/throughput:61.615 - reflection/any_word_frequency:7.000 - reflection/with_length_mean:505.000 - reflection/without_length_mean:309.984 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:319.125 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:311.000 - reflection_check/without_check_length_mean:319.254 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:319.125 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:933.000 - reflection_however/without_however_length_mean:309.381 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:3.000 - reflection_reflect/with_reflect_length_mean:602.000 - reflection_reflect/without_reflect_length_mean:310.000 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:319.125 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:622.000 - reflection_correct/without_correct_length_mean:309.355 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:319.125 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:319.125 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:319.125 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:319.125 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:319.125 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:699.000 - language_mix/without_length_mean:306.871 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 74%|███████▍ | 149/200 [6:09:20<1:58:28, 139.38s/it] (WorkerDict pid=187143) /usr/local/lib/python3.12/dist-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. (WorkerDict pid=187143) return func(*args, **kwargs) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Comparison circuit for IEEE 754 binary32 (32-bit float). (TaskRunner pid=185828) Steps: (TaskRunner pid=185828) 1) Extract sign, exponent (8 bits), mantissa (23 bits) from both operands. (TaskRunner pid=185828) 2) Handle special cases first: (TaskRunner pid=185828) - NaN: if either operand is NaN, result is 00 (equal) per the reference rule. (TaskRunner pid=185828) - Zero: ±0 == ±0; compare signs only if both exponents and mantissas are zero. (TaskRunner pid=185828) - Infinity: if exponent == 255 and mantissa == 0, treat as ±inf. (TaskRunner pid=185828) 3) Normalize biased exponents and account for hidden MSB when mantissa != 0. (TaskRunner pid=185828) 4) Signless magnitude comparison: (TaskRunner pid=185828) - If signs same: compare magnitudes directly. (TaskRunner pid=185828) - If signs different: negative < positive, so if a<0,b>=0 -> a=0,b<0 -> a>b. (TaskRunner pid=185828) 5) Encode result as 2-bit: 00=equal, 01=a>b, 10=b>a. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inp: dict) -> dict: (TaskRunner pid=185828) a = inp['a_operand'] & 0xFFFFFFFF (TaskRunner pid=185828) b = inp['b_operand'] & 0xFFFFFFFF (TaskRunner pid=185828) a_sign = (a >> 31) & 1 (TaskRunner pid=185828) a_exp = (a >> 23) & 0xFF (TaskRunner pid=185828) a_man = a & 0x7FFFFF (TaskRunner pid=185828) b_sign = (b >> 31) & 1 (TaskRunner pid=185828) b_exp = (b >> 23) & 0xFF (TaskRunner pid=185828) b_man = b & 0x7FFFFF (TaskRunner pid=185828) if a_exp == 255 and a_man != 0 or b_exp == 255 and b_man != 0: (TaskRunner pid=185828) return {'result': 0} (TaskRunner pid=185828) if a_exp == 255 and a_man == 0 and b_exp == 255 and b_man == 0: (TaskRunner pid=185828) return {'result': 0 if a_sign == b_sign else 2} (TaskRunner pid=185828) if a_exp == 0 and a_man == 0 and b_exp == 0 and b_man == 0: (TaskRunner pid=185828) return {'result': 0 if a_sign == b_sign else 2} (TaskRunner pid=185828) a_exp_adj = a_exp + (1 if a_man != 0 else 0) (TaskRunner pid=185828) b_exp_adj = b_exp + (1 if b_man != 0 else 0) (TaskRunner pid=185828) if a_sign == b_sign: (TaskRunner pid=185828) a_mag = (a_exp_adj << 23) | (a_man << 1) (TaskRunner pid=185828) b_mag = (b_exp_adj << 23) | (b_man << 1) (TaskRunner pid=185828) a_val = -a_mag if a_sign else a_mag (TaskRunner pid=185828) b_val = -b_mag if b_sign else b_mag (TaskRunner pid=185828) if a_val == b_val: (TaskRunner pid=185828) r = 0 (TaskRunner pid=185828) elif a_val > b_val: (TaskRunner pid=185828) r = 1 (TaskRunner pid=185828) else: (TaskRunner pid=185828) r = 2 (TaskRunner pid=185828) else: (TaskRunner pid=185828) a_val = -a_mag if a_sign else a_mag (TaskRunner pid=185828) b_val = -b_mag if b_sign else b_mag (TaskRunner pid=185828) if a_val == b_val: (TaskRunner pid=185828) r = 0 (TaskRunner pid=185828) elif a_val > b_val: (TaskRunner pid=185828) r = 1 (TaskRunner pid=185828) else: (TaskRunner pid=185828) r = 2 (TaskRunner pid=185828) return {'result': r & 3} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) local_global_step_folder: /data/save/python/global_step_150 (WorkerDict pid=187468) [rank-3]: Saving model to /data/save/python/global_step_150/actor/model_world_size_8_rank_3.pt (WorkerDict pid=187468) [rank-3]: Saving checkpoint to /data/save/python/global_step_150/actor/model_world_size_8_rank_3.pt (WorkerDict pid=187468) [rank-3]: Saving extra_state to /data/save/python/global_step_150/actor/extra_state_world_size_8_rank_3.pt (TaskRunner pid=185828) step:150 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4843.000 - global_seqlen/max:15076.000 - global_seqlen/minmax_diff:10233.000 - global_seqlen/balanced_min:8557.000 - global_seqlen/balanced_max:9427.000 - global_seqlen/mean:8676.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.300 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:345.703 - response_length/max:1623.000 - response_length/min:104.000 - response_length/clip_ratio:0.000 - prompt_length/mean:738.875 - prompt_length/max:1230.000 - prompt_length/min:486.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:82.214 - timing_s/reward:1.168 - timing_s/old_log_prob:8.738 - timing_s/adv:0.003 - timing_s/update_actor:65.215 - timing_s/save_checkpoint:14.654 - timing_s/step:172.003 - timing_per_token_ms/gen:3.716 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.940 - perf/total_num_tokens:69413.000 - perf/time_per_step:172.003 - perf/throughput:50.445 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:379.500 - reflection/without_length_mean:343.450 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:345.703 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:421.000 - reflection_check/without_check_length_mean:344.508 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:345.703 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:345.703 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:345.703 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:345.703 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:365.667 - reflection_correct/without_correct_length_mean:344.721 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:345.703 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:345.703 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:345.703 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:345.703 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:345.703 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:301.000 - language_mix/without_length_mean:346.413 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 75%|███████▌ | 150/200 [6:12:13<2:04:19, 149.18s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (WorkerDict pid=187470) [rank-5]: Saving model to /data/save/python/global_step_150/actor/model_world_size_8_rank_5.pt [repeated 7x across cluster] (WorkerDict pid=187470) [rank-5]: Saving checkpoint to /data/save/python/global_step_150/actor/model_world_size_8_rank_5.pt [repeated 7x across cluster] (WorkerDict pid=187470) [rank-5]: Saving extra_state to /data/save/python/global_step_150/actor/extra_state_world_size_8_rank_5.pt [repeated 7x across cluster] (TaskRunner pid=185828) Simple declarative mapping: implement each output exactly as written, using bitwise operations on masked 4-bit input. No state, no optimization needed. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) v = inputs['I'] & 0xF (TaskRunner pid=185828) i0 = (v >> 0) & 1 (TaskRunner pid=185828) i1 = (v >> 1) & 1 (TaskRunner pid=185828) i2 = (v >> 2) & 1 (TaskRunner pid=185828) i3 = (v >> 3) & 1 (TaskRunner pid=185828) n = lambda x: 1 - x # single-bit NOT (TaskRunner pid=185828) a = n(i3) & n(i2) (TaskRunner pid=185828) b = i3 | (n(i1) & i0) | (i2 & n(i0)) (TaskRunner pid=185828) c = i3 | (i2 & i0) | (n(i2) & i1 & i0) (TaskRunner pid=185828) d = (n(i0) & n(i1) & i2 & i3) | (i2 & n(i1) & i0) | (n(i2) & i1 & i0) (TaskRunner pid=185828) e = i3 | (n(i2) & n(i1) & i0) | (i2 & n(i1) & i0) | (i2 & i1 & n(i0)) (TaskRunner pid=185828) f = i3 | (n(i1) & i0) | (i2 & i1 & i0) (TaskRunner pid=185828) g = i1 | i2 | (i0 & i3) (TaskRunner pid=185828) return {'A':a&1,'B':b&1,'C':c&1,'D':d&1,'E':e&1,'F':f&1,'G':g&1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:151 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4973.000 - global_seqlen/max:12200.000 - global_seqlen/minmax_diff:7227.000 - global_seqlen/balanced_min:8175.000 - global_seqlen/balanced_max:8184.000 - global_seqlen/mean:8178.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:233.563 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:300.922 - response_length/max:724.000 - response_length/min:94.000 - response_length/clip_ratio:0.000 - prompt_length/mean:721.375 - prompt_length/max:1119.000 - prompt_length/min:508.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:37.605 - timing_s/reward:1.212 - timing_s/old_log_prob:8.623 - timing_s/adv:0.003 - timing_s/update_actor:62.792 - timing_s/step:110.244 - timing_per_token_ms/gen:1.953 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.960 - perf/total_num_tokens:65427.000 - perf/time_per_step:110.244 - perf/throughput:74.185 - reflection/any_word_frequency:7.000 - reflection/with_length_mean:359.000 - reflection/without_length_mean:294.914 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:300.922 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:460.000 - reflection_check/without_check_length_mean:298.397 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:300.922 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:300.922 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:300.922 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:300.922 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:300.922 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:300.922 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:5.000 - reflection_adjust/with_adjust_length_mean:338.800 - reflection_adjust/without_adjust_length_mean:297.712 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:300.922 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:300.922 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:300.922 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 76%|███████▌ | 151/200 [6:14:03<1:52:18, 137.52s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 76%|███████▌ | 152/200 [6:16:33<1:53:06, 141.39s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Load/branch hazard detector. Extract opcode[5:0] from ifid_reg. Match against R-type/opcodes, beq/bne, slt/sltu. Set hazard flag for loads and branches. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) instr = inputs['ifid_reg'] & 0xFFFFFFFFFFFFFFFF (TaskRunner pid=185828) opcode = instr & 0x3F (TaskRunner pid=185828) hazard = 1 if opcode in (0b100011, 0b100000, 0b100100, # load/w Selatanc (TaskRunner pid=185828) 0b000100, 0b000101, # beq/bne (TaskRunner pid=185828) 0b000001, 0b000111, # slt/sltu (TaskRunner pid=185828) 0b000110) else 0 # addi (TaskRunner pid=185828) return {'HazardCtr': hazard & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:152 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6386.000 - global_seqlen/max:19460.000 - global_seqlen/minmax_diff:13074.000 - global_seqlen/balanced_min:9305.000 - global_seqlen/balanced_max:9702.000 - global_seqlen/mean:9441.875 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.943 - perf/cpu_memory_used_gb:232.287 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:382.734 - response_length/max:1522.000 - response_length/min:199.000 - response_length/clip_ratio:0.000 - prompt_length/mean:797.500 - prompt_length/max:1488.000 - prompt_length/min:529.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:76.632 - timing_s/reward:1.185 - timing_s/old_log_prob:8.935 - timing_s/adv:0.003 - timing_s/update_actor:63.580 - timing_s/step:150.345 - timing_per_token_ms/gen:3.128 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.842 - perf/total_num_tokens:75535.000 - perf/time_per_step:150.345 - perf/throughput:62.802 - reflection/any_word_frequency:10.000 - reflection/with_length_mean:500.500 - reflection/without_length_mean:365.911 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:382.734 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:5.000 - reflection_check/with_check_length_mean:327.000 - reflection_check/without_check_length_mean:386.450 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:382.734 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:382.734 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:3.000 - reflection_reflect/with_reflect_length_mean:574.000 - reflection_reflect/without_reflect_length_mean:376.565 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:382.734 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:1262.000 - reflection_correct/without_correct_length_mean:368.778 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:382.734 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:286.000 - reflection_adjust/without_adjust_length_mean:384.270 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:382.734 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:382.734 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:382.734 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:389.000 - language_mix/without_length_mean:382.635 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 2-to-1 mux: out = select ? true : false. Implement with NAND only. (TaskRunner pid=185828) Derive: out = NAND( NAND(true, NAND(select, false)), NAND(false, NAND(select, true)) ).(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 76%|███████▋ | 153/200 [6:18:21<1:42:48, 131.25s/it] (TaskRunner pid=185828) Verify: s=0 -> nand_s0=t, nand_s1=f, out=nand(nand(t,t), nand(f,f))=nand(f,f)=f. s=1 -> nand_s0=f, nand_s1=t, out=nand(nand(t,f),nand(f,t))=nand(t,f)=t. Correct. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) s = inputs['select'] & 1 (TaskRunner pid=185828) t = inputs['true'] & 1 (TaskRunner pid=185828) f = inputs['false'] & 1 (TaskRunner pid=185828) n1 = ~(s & f) & 1 (TaskRunner pid=185828) n2 = ~(s & t) & 1 (TaskRunner pid=185828) n3 = ~(t & n1) & 1 (TaskRunner pid=185828) n4 = ~(f & n2) & 1 (TaskRunner pid=185828) out = ~(n3 & n4) & 1 (TaskRunner pid=185828) return {'out': out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:153 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6569.000 - global_seqlen/max:10345.000 - global_seqlen/minmax_diff:3776.000 - global_seqlen/balanced_min:7615.000 - global_seqlen/balanced_max:7626.000 - global_seqlen/mean:7620.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.300 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:324.500 - response_length/max:635.000 - response_length/min:124.000 - response_length/clip_ratio:0.000 - prompt_length/mean:628.000 - prompt_length/max:879.000 - prompt_length/min:554.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:33.713 - timing_s/reward:1.152 - timing_s/old_log_prob:8.525 - timing_s/adv:0.003 - timing_s/update_actor:64.094 - timing_s/step:107.496 - timing_per_token_ms/gen:1.623 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.051 - perf/total_num_tokens:60960.000 - perf/time_per_step:107.496 - perf/throughput:70.886 - reflection/any_word_frequency:17.000 - reflection/with_length_mean:356.200 - reflection/without_length_mean:318.630 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:3.000 - reflection_verify/with_verify_length_mean:371.333 - reflection_verify/without_verify_length_mean:322.197 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:338.000 - reflection_check/without_check_length_mean:324.286 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:324.500 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:324.500 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:474.000 - reflection_reflect/without_reflect_length_mean:322.127 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:506.000 - reflection_wait/without_wait_length_mean:321.619 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:7.000 - reflection_correct/with_correct_length_mean:323.667 - reflection_correct/without_correct_length_mean:324.586 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:324.500 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:4.000 - reflection_adjust/with_adjust_length_mean:320.000 - reflection_adjust/without_adjust_length_mean:324.645 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:324.500 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:324.500 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:324.500 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Game timer: count seconds from 0 to 99 while go=1. Reset to 0 when resetn=0 or counter reaches 99. Output timeUp=1 when done. Use self.counter state, increment each clock edge when go high, cap at 99, assert timeUp. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.counter = 0(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 77%|███████▋ | 154/200 [6:20:47<1:44:00, 135.67s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) resetn = inputs['resetn'] & 1 (TaskRunner pid=185828) go = inputs['go'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if resetn == 0: (TaskRunner pid=185828) self.counter = 0 (TaskRunner pid=185828) return {'timeUp': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) timeUp = 0 (TaskRunner pid=185828) if go: (TaskRunner pid=185828) if self.counter < 99: (TaskRunner pid=185828) self.counter += 1 (TaskRunner pid=185828) else: (TaskRunner pid=185828) timeUp = 1 (TaskRunner pid=185828) (TaskRunner pid=185828) return {'timeUp': timeUp} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:154 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5681.000 - global_seqlen/max:10755.000 - global_seqlen/minmax_diff:5074.000 - global_seqlen/balanced_min:6807.000 - global_seqlen/balanced_max:7614.000 - global_seqlen/mean:7111.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.322 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:266.281 - response_length/max:1368.000 - response_length/min:103.000 - response_length/clip_ratio:0.000 - prompt_length/mean:622.625 - prompt_length/max:749.000 - prompt_length/min:547.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:70.540 - timing_s/reward:1.204 - timing_s/old_log_prob:9.006 - timing_s/adv:0.004 - timing_s/update_actor:65.134 - timing_s/step:145.897 - timing_per_token_ms/gen:4.139 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.145 - perf/total_num_tokens:56890.000 - perf/time_per_step:145.897 - perf/throughput:48.741 - reflection/any_word_frequency:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:266.281 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:266.281 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:266.281 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:266.281 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:266.281 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:266.281 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:266.281 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:266.281 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:266.281 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:266.281 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:266.281 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:266.281 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple free-running 32-bit counter with active-low reset. Target = 25_000_000 - 1 because we count from 0. Pulse (tc=1) exactly at that count. Reset_n=0 forces counter=0. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if not inputs['Reset_n']: (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) return {'tc': 0} (TaskRunner pid=185828) self.cnt = (self.cnt + 1) & 0xFFFFFFFF (TaskRunner pid=185828) tc = 1 if self.cnt == 25000000 - 1 else 0 (TaskRunner pid=185828) return {'tc': tc} (TaskRunner pid=185828) ```(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 78%|███████▊ | 155/200 [6:24:36<2:02:43, 163.64s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) (TaskRunner pid=185828) step:155 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5067.000 - global_seqlen/max:13678.000 - global_seqlen/minmax_diff:8611.000 - global_seqlen/balanced_min:8121.000 - global_seqlen/balanced_max:9783.000 - global_seqlen/mean:8352.750 - actor/entropy:0.000 - actor/pg_loss:0.265 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.539 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.294 - actor/lr:0.000 - critic/score/mean:-0.001 - critic/score/max:0.000 - critic/score/min:-0.085 - critic/rewards/mean:-0.001 - critic/rewards/max:0.000 - critic/rewards/min:-0.085 - critic/advantages/mean:-0.216 - critic/advantages/max:0.354 - critic/advantages/min:-2.475 - critic/returns/mean:-0.216 - critic/returns/max:0.354 - critic/returns/min:-2.475 - response_length/mean:403.969 - response_length/max:3159.000 - response_length/min:85.000 - response_length/clip_ratio:0.000 - prompt_length/mean:640.125 - prompt_length/max:832.000 - prompt_length/min:502.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:153.026 - timing_s/reward:1.251 - timing_s/old_log_prob:8.741 - timing_s/adv:0.003 - timing_s/update_actor:65.807 - timing_s/step:228.837 - timing_per_token_ms/gen:5.919 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.985 - perf/total_num_tokens:66822.000 - perf/time_per_step:228.837 - perf/throughput:36.501 - reflection/any_word_frequency:12.000 - reflection/with_length_mean:665.556 - reflection/without_length_mean:361.164 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:-0.009 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:703.000 - reflection_verify/without_verify_length_mean:399.222 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:-0.001 - reflection_check/word_check_frequency:5.000 - reflection_check/with_check_length_mean:1097.250 - reflection_check/without_check_length_mean:357.750 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:-0.021 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:403.969 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:-0.001 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:403.969 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:-0.001 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:288.000 - reflection_reflect/without_reflect_length_mean:405.810 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:-0.001 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:1931.000 - reflection_wait/without_wait_length_mean:354.710 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:-0.042 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:203.333 - reflection_correct/without_correct_length_mean:413.836 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:-0.001 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:403.969 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:-0.001 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:403.969 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:-0.001 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:403.969 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:-0.001 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:403.969 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:-0.001 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:403.969 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:-0.001 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple clock-gated 2-to-4 line decoder using a case statement. Only decode when CLK==1, else output 0. No state needed — purely combinational inside the clock gate. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['A'] & 0x3 (TaskRunner pid=185828) clk = inputs['CLK'] & 1 (TaskRunner pid=185828) if clk == 1: (TaskRunner pid=185828) if a == 0: (TaskRunner pid=185828) d = 1 (TaskRunner pid=185828) elif a == 1: (TaskRunner pid=185828) d = 2 (TaskRunner pid=185828) elif a == 2: (TaskRunner pid=185828) d = 4 (TaskRunner pid=185828) else: (TaskRunner pid=185828) d = 8 (TaskRunner pid=185828) else: (TaskRunner pid=185828) d = 0 (TaskRunner pid=185828) return {'D': d & 0xF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:156 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6484.000 - global_seqlen/max:19324.000 - global_seqlen/minmax_diff:12840.000 - global_seqlen/balanced_min:9147.000 - global_seqlen/balanced_max:10076.000 - global_seqlen/mean:9428.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.267 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:362.969 - response_length/max:1708.000 - response_length/min:134.000 - response_length/clip_ratio:0.000 - prompt_length/mean:815.625 - prompt_length/max:1612.000 - prompt_length/min:627.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:85.426 - timing_s/reward:1.275 - timing_s/old_log_prob:8.630 - timing_s/adv:0.003 - timing_s/update_actor:61.421 - timing_s/step:156.764 - timing_per_token_ms/gen:3.677 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.814 - perf/total_num_tokens:75430.000 - perf/time_per_step:156.764 - perf/throughput:60.146 - reflection/any_word_frequency:13.000 - reflection/with_length_mean:614.857 - reflection/without_length_mean:332.035 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:362.969 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:5.000 - reflection_check/with_check_length_mean:316.000 - reflection_check/without_check_length_mean:366.100 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:362.969 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:362.969 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:362.969 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:7.000 - reflection_wait/with_wait_length_mean:1239.500 - reflection_wait/without_wait_length_mean:334.694 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:561.000 - reflection_correct/without_correct_length_mean:359.825 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:362.969 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:362.969 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:362.969 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:362.969 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:362.969 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:371.000 - language_mix/without_length_mean:362.841 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 78%|███████▊ | 156/200 [6:27:13<1:58:30, 161.60s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple counter-based controller: c160 counts 0..159. When c160==159: next_lag=1, wsel=c11, and c160 resets to 0 while c11 increments (mod 2048). ready=c11==0. Outputs raddr=c160, lag=c11. Reset everything to 0. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.c160 = 0 (TaskRunner pid=185828) self.c11 = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs['reset']: (TaskRunner pid=185828) self.c160 = 0 (TaskRunner pid=185828) self.c11 = 0 (TaskRunner pid=185828) return {'ready':0,'next_lag':0,'raddr':0,'lag':0,'wsel':0} (TaskRunner pid=185828) (TaskRunner pid=185828) next_lag = 0 (TaskRunner pid=185828) wsel = 0 (TaskRunner pid=185828) if self.c160 == 159: (TaskRunner pid=185828) next_lag = 1 (TaskRunner pid=185828) wsel = self.c11 & 0x7FF (TaskRunner pid=185828) self.c160 = 0 (TaskRunner pid=185828) self.c11 = (self.c11 + 1) & 0x7FF (TaskRunner pid=185828) (TaskRunner pid=185828) ready = 1 if self.c11 == 0 else 0 (TaskRunner pid=185828) return {'ready':ready,'next_lag':next_lag,'raddr':self.c160&0xFF, (TaskRunner pid=185828) 'lag':self.c11&0x7FF,'wsel':wsel} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:157 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5806.000 - global_seqlen/max:12156.000 - global_seqlen/minmax_diff:6350.000 - global_seqlen/balanced_min:8010.000 - global_seqlen/balanced_max:8389.000 - global_seqlen/mean:8061.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.309 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:328.016 - response_length/max:1507.000 - response_length/min:131.000 - response_length/clip_ratio:0.000 - prompt_length/mean:679.625 - prompt_length/max:850.000 - prompt_length/min:557.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:76.539 - timing_s/reward:1.234 - timing_s/old_log_prob:8.911 - timing_s/adv:0.003 - timing_s/update_actor:63.585 - timing_s/step:150.281 - timing_per_token_ms/gen:3.646 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.986 - perf/total_num_tokens:64489.000 - perf/time_per_step:150.281 - perf/throughput:53.640 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:809.333 - reflection/without_length_mean:304.344 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:328.016 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:328.016 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:328.016 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:1507.000 - reflection_however/without_however_length_mean:309.302 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:1507.000 - reflection_reflect/without_reflect_length_mean:309.302 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:328.016 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:7.000 - reflection_correct/with_correct_length_mean:809.333 - reflection_correct/without_correct_length_mean:304.344 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:328.016 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:328.016 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:328.016 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:328.016 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:328.016 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 78%|███████▊ | 157/200 [6:29:43<1:53:23, 158.22s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Sequence FSM: S0->S1->S2->S3->S4->S2/ S0. Output F=1 only in S4. Encode states 0..4. Transition on input I. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.state = 0 # S0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) reset = inputs['reset'] & 1 (TaskRunner pid=185828) I = inputs['I'] & 1 (TaskRunner pid=185828) if reset == 1: (TaskRunner pid=185828) self.state = 0 (TaskRunner pid=185828) return {'F': 0} (TaskRunner pid=185828) s = self.state (TaskRunner pid=185828) if s == 0: (TaskRunner pid=185828) ns = 1 if I else 0 (TaskRunner pid=185828) elif s == 1: (TaskRunner pid=185828) ns = 2 if I == 0 else 1 (TaskRunner pid=185828) elif s == 2: (TaskRunner pid=185828) ns = 3 if I == 0 else 1 (TaskRunner pid=185828) elif s == 3: (TaskRunner pid=185828) ns = 4 if I else 0 (TaskRunner pid=185828) else: # S4 (TaskRunner pid=185828) ns = 2 if I == 0 else 0 (TaskRunner pid=185828) self.state = ns (TaskRunner pid=185828) f = 1 if ns == 4 else 0 (TaskRunner pid=185828) return {'F': f} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:158 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6126.000 - global_seqlen/max:15171.000 - global_seqlen/minmax_diff:9045.000 - global_seqlen/balanced_min:9301.000 - global_seqlen/balanced_max:9405.000 - global_seqlen/mean:9321.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.302 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:404.141 - response_length/max:1697.000 - response_length/min:116.000 - response_length/clip_ratio:0.000 - prompt_length/mean:761.000 - prompt_length/max:1436.000 - prompt_length/min:536.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:86.990 - timing_s/reward:1.206 - timing_s/old_log_prob:8.566 - timing_s/adv:0.003 - timing_s/update_actor:64.804 - timing_s/step:161.579 - timing_per_token_ms/gen:3.363 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.869 - perf/total_num_tokens:74569.000 - perf/time_per_step:161.579 - perf/throughput:57.688 - reflection/any_word_frequency:11.000 - reflection/with_length_mean:720.857 - reflection/without_length_mean:365.246 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:1221.000 - reflection_verify/without_verify_length_mean:391.175 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:8.000 - reflection_check/with_check_length_mean:637.500 - reflection_check/without_check_length_mean:380.000 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:404.141 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:1.000 - reflection_however/with_however_length_mean:1221.000 - reflection_however/without_however_length_mean:391.175 - reflection_however/with_however_correct_ratio:0.000 - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:0.000 - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:404.141 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:404.141 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:1221.000 - reflection_correct/without_correct_length_mean:391.175 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:404.141 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:404.141 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:404.141 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:404.141 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:404.141 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:417.500 - language_mix/without_length_mean:403.710 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 79%|███████▉ | 158/200 [6:32:25<1:51:28, 159.25s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Block RAM: param DW/AW. Memory array of size 2**AW, each entry DW bits. Read combinational (registered output): dout = mem[raddr] when rd, else 0. Write on clock edge: if wr, mem[waddr] = din. Mask addresses and data to bounds. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.DW = 8 (TaskRunner pid=185828) self.AW = 8 (TaskRunner pid=185828) self.mem = [0] << 8 (TaskRunner pid=185828) self.dout = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) clk = inputs['clk'] & 1 (TaskRunner pid=185828) rd = inputs['rd'] & 1 (TaskRunner pid=185828) raddr = inputs['raddr'] & ((1 << self.AW) - 1) (TaskRunner pid=185828) wr = inputs['wr'] & 1 (TaskRunner pid=185828) waddr = inputs['waddr'] & ((1 << self.AW) - 1) (TaskRunner pid=185828) din = inputs['din'] & ((1 << self.DW) - 1) (TaskRunner pid=185828) (TaskRunner pid=185828) if clk == 1: (TaskRunner pid=185828) if wr: (TaskRunner pid=185828) self.mem[waddr] = din (TaskRunner pid=185828) self.dout = self.mem[raddr] if rd else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) return {'dout': self.dout & ((1 << self.DW) - 1)} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:159 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5259.000 - global_seqlen/max:9052.000 - global_seqlen/minmax_diff:3793.000 - global_seqlen/balanced_min:6907.000 - global_seqlen/balanced_max:6910.000 - global_seqlen/mean:6909.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.299 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:245.766 - response_length/max:478.000 - response_length/min:119.000 - response_length/clip_ratio:0.000 - prompt_length/mean:617.875 - prompt_length/max:795.000 - prompt_length/min:490.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:26.516 - timing_s/reward:1.175 - timing_s/old_log_prob:8.790 - timing_s/adv:0.003 - timing_s/update_actor:65.820 - timing_s/step:102.311 - timing_per_token_ms/gen:1.686 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.191 - perf/total_num_tokens:55273.000 - perf/time_per_step:102.311 - perf/throughput:67.531 - reflection/any_word_frequency:2.000 - reflection/with_length_mean:232.000 - reflection/without_length_mean:246.210 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:245.766 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:245.766 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:245.766 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:245.766 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:245.766 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:245.766 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:232.000 - reflection_correct/without_correct_length_mean:246.210 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:245.766 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:245.766 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:245.766 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:245.766 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:245.766 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8(TaskRunner pid=185828) Training Progress: 80%|███████▉ | 159/200 [6:34:07<1:37:09, 142.19s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 80%|████████ | 160/200 [6:36:09<1:30:40, 136.02s/it] (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) (TaskRunner pid=185828) BCD conversion via double dabble: process 8 bits, shift remainders, add 3 when >=5. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) n = inputs['binary'] & 0xFF (TaskRunner pid=185828) hundreds = 0 (TaskRunner pid=185828) tens = 0 (TaskRunner pid=185828) ones = 0 (TaskRunner pid=185828) for _ in range(8): (TaskRunner pid=185828) if ones >= 5: (TaskRunner pid=185828) ones -= 5 (TaskRunner pid=185828) if tens >= 5: (TaskRunner pid=185828) tens -= 5 (TaskRunner pid=185828) if hundreds >= 5: (TaskRunner pid=185828) hundreds -= 5 (TaskRunner pid=185828) hundreds = ((hundreds << 1) + ((n >> 7) & 1)) & 9 (TaskRunner pid=185828) tens = ((tens << 1) + ((n >> 6) & 1)) & 9 (TaskRunner pid=185828) ones = ((ones << 1) + ((n >> 5) & 1)) & 9 (TaskRunner pid=185828) n <<= 1 (TaskRunner pid=185828) return {'hundreds': hundreds & 0xF, 'tens': tens & 0xF, 'ones': ones & 0xF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:160 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5042.000 - global_seqlen/max:12501.000 - global_seqlen/minmax_diff:7459.000 - global_seqlen/balanced_min:7430.000 - global_seqlen/balanced_max:7578.000 - global_seqlen/mean:7480.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.282 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:286.172 - response_length/max:941.000 - response_length/min:100.000 - response_length/clip_ratio:0.000 - prompt_length/mean:648.875 - prompt_length/max:913.000 - prompt_length/min:512.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:48.873 - timing_s/reward:1.163 - timing_s/old_log_prob:8.575 - timing_s/adv:0.003 - timing_s/update_actor:62.936 - timing_s/step:121.558 - timing_per_token_ms/gen:2.668 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.052 - perf/total_num_tokens:59843.000 - perf/time_per_step:121.558 - perf/throughput:61.537 - reflection/any_word_frequency:8.000 - reflection/with_length_mean:574.571 - reflection/without_length_mean:250.754 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:286.172 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:711.000 - reflection_check/without_check_length_mean:272.468 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:286.172 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:286.172 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:286.172 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:3.000 - reflection_wait/with_wait_length_mean:855.500 - reflection_wait/without_wait_length_mean:267.806 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:274.500 - reflection_correct/without_correct_length_mean:286.548 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:286.172 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:340.000 - reflection_adjust/without_adjust_length_mean:285.317 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:286.172 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:286.172 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:286.172 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 32-register x 32-bit file. R0 hardwired to 0. Two async read ports, one write port. Register read-before-write (read the old value if ra==wa when we=1). Mask all addresses to 4 bits (16 registers from 0..15 per qemu convention).(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 80%|████████ | 161/200 [6:37:49<1:21:28, 125.34s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.regs = [0] * 16 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) we = inputs['we3'] & 1 (TaskRunner pid=185828) ra1 = inputs['ra1'] & 0xF (TaskRunner pid=185828) ra2 = inputs['ra2'] & 0xF (TaskRunner pid=185828) wa = inputs['wa3'] & 0xF (TaskRunner pid=185828) wd = inputs['wd3'] & 0xFFFFFFFF (TaskRunner pid=185828) if we and wa != 0: (TaskRunner pid=185828) self.regs[wa] = wd (TaskRunner pid=185828) r1 = 0 if ra1 == 0 else self.regs[ra1] (TaskRunner pid=185828) r2 = 0 if ra2 == 0 else self.regs[ra2] (TaskRunner pid=185828) return {'rd1': r1 & 0xFFFFFFFF, 'rd2': r2 & 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:161 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4611.000 - global_seqlen/max:8988.000 - global_seqlen/minmax_diff:4377.000 - global_seqlen/balanced_min:6786.000 - global_seqlen/balanced_max:6793.000 - global_seqlen/mean:6790.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.304 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:221.281 - response_length/max:458.000 - response_length/min:95.000 - response_length/clip_ratio:0.000 - prompt_length/mean:627.500 - prompt_length/max:739.000 - prompt_length/min:459.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:25.087 - timing_s/reward:1.169 - timing_s/old_log_prob:8.842 - timing_s/adv:0.003 - timing_s/update_actor:65.238 - timing_s/step:100.348 - timing_per_token_ms/gen:1.771 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.201 - perf/total_num_tokens:54322.000 - perf/time_per_step:100.348 - perf/throughput:67.667 - reflection/any_word_frequency:6.000 - reflection/with_length_mean:271.500 - reflection/without_length_mean:216.086 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:221.281 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:6.000 - reflection_check/with_check_length_mean:271.500 - reflection_check/without_check_length_mean:216.086 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:221.281 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:221.281 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:221.281 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:221.281 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:221.281 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:221.281 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:221.281 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:221.281 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:221.281 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:221.281 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) AXI write sequencer FSM: ADDR->DATA->RESP. One-hot state register [s_addr,s_data,s_resp]. Each state drives exactly one enable high. Advances on the corresponding DONE input. Stays in RESP until done (handshake — no backpressure modeled). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.state = 0 # 0=ADDR,1=DATA,2=RESP(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 81%|████████ | 162/200 [6:39:35<1:15:46, 119.65s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) aw_en = 1 if self.state == 0 else 0 (TaskRunner pid=185828) w_en = 1 if self.state == 1 else 0 (TaskRunner pid=185828) b_en = 1 if self.state == 2 else 0 (TaskRunner pid=185828) (TaskRunner pid=185828) if self.state == 0: (TaskRunner pid=185828) if inputs.get('aw_control_done', 0): (TaskRunner pid=185828) self.state = 1 (TaskRunner pid=185828) elif self.state == 1: (TaskRunner pid=185828) if inputs.get('w_control_done', 0): (TaskRunner pid=185828) self.state = 2 (TaskRunner pid=185828) else: (TaskRunner pid=185828) if inputs.get('b_control_done', 0): (TaskRunner pid=185828) self.state = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) return {'aw_control_enable': aw_en, 'w_control_enable': w_en, 'b_control_enable': b_en} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:162 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5371.000 - global_seqlen/max:9980.000 - global_seqlen/minmax_diff:4609.000 - global_seqlen/balanced_min:7333.000 - global_seqlen/balanced_max:7451.000 - global_seqlen/mean:7352.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.296 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:251.562 - response_length/max:618.000 - response_length/min:113.000 - response_length/clip_ratio:0.000 - prompt_length/mean:667.500 - prompt_length/max:873.000 - prompt_length/min:510.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:33.664 - timing_s/reward:1.193 - timing_s/old_log_prob:8.592 - timing_s/adv:0.003 - timing_s/update_actor:62.820 - timing_s/step:106.282 - timing_per_token_ms/gen:2.091 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.068 - perf/total_num_tokens:58820.000 - perf/time_per_step:106.282 - perf/throughput:69.179 - reflection/any_word_frequency:13.000 - reflection/with_length_mean:360.600 - reflection/without_length_mean:242.322 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:251.562 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:7.000 - reflection_check/with_check_length_mean:442.500 - reflection_check/without_check_length_mean:245.403 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:251.562 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:251.562 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:251.562 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:4.000 - reflection_wait/with_wait_length_mean:309.500 - reflection_wait/without_wait_length_mean:249.694 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:299.000 - reflection_correct/without_correct_length_mean:250.810 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:251.562 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:567.000 - reflection_adjust/without_adjust_length_mean:246.556 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:251.562 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:251.562 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:251.562 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple BCD-to-7seg lookup. Split 5-bit input into tens and units. 0-9: tens=0. 10-15: tens=1. Else both 0. Use common-cathode seg map (0=0b1111110). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) def _seg(n): (TaskRunner pid=185828) g = [0,0,1,1,1,0,1,1] # 0-7 common-cathode patterns (TaskRunner pid=185828) def f(d): (TaskRunner pid=185828) if d < 0 or d > 9: return 127 (TaskRunner pid=185828) v = 0; carry = 0(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 82%|████████▏ | 163/200 [6:41:20<1:11:03, 115.24s/it] (TaskRunner pid=185828) for i,bit in enumerate(bin(d)[2:]): (TaskRunner pid=185828) if bit == '1': v |= g[i+carry&7] (TaskRunner pid=185828) carry = 0 (TaskRunner pid=185828) return v & 0x7F (TaskRunner pid=185828) return f(n%10) (TaskRunner pid=185828) (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) d = inputs['data'] & 0x1F (TaskRunner pid=185828) if d <= 9: (TaskRunner pid=185828) o1, o0 = 63, _seg(d) (TaskRunner pid=185828) elif d <= 15: (TaskRunner pid=185828) o1, o0 = 31, _seg(d-10) (TaskRunner pid=185828) else: (TaskRunner pid=185828) o1, o0 = 127, 127 (TaskRunner pid=185828) return {'disp1': o1 & 0x7F, 'disp0': o0 & 0x7F} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:163 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5819.000 - global_seqlen/max:9431.000 - global_seqlen/minmax_diff:3612.000 - global_seqlen/balanced_min:7473.000 - global_seqlen/balanced_max:7482.000 - global_seqlen/mean:7476.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.302 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:266.938 - response_length/max:532.000 - response_length/min:129.000 - response_length/clip_ratio:0.000 - prompt_length/mean:667.625 - prompt_length/max:875.000 - prompt_length/min:525.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:29.167 - timing_s/reward:1.163 - timing_s/old_log_prob:8.964 - timing_s/adv:0.003 - timing_s/update_actor:65.581 - timing_s/step:104.887 - timing_per_token_ms/gen:1.707 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.096 - perf/total_num_tokens:59812.000 - perf/time_per_step:104.887 - perf/throughput:71.282 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:352.333 - reflection/without_length_mean:262.738 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:266.938 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:266.938 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:266.938 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:266.938 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:266.938 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:266.938 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:352.333 - reflection_correct/without_correct_length_mean:262.738 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:266.938 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:266.938 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:266.938 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:266.938 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:266.938 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple logical full adder: s = a⊕b⊕c, carry = (a&b)|(b&c)|(c&a). Implement with only NAND. (TaskRunner pid=185828) Define nand2(x,y)=~(x&y) & 1. (TaskRunner pid=185828) carry = nand2( nand2(a,b), nand2( nand2(b,c), nand2(c,a) ) ). (TaskRunner pid=185828) sum = nand2( nand2(a,b), c ) when c=1, but general XOR chain: (TaskRunner pid=185828) t = nand2(a,b); a_n = nand2(a,a); b_n = nand2(b,b); (TaskRunner pid=185828) s1 = nand2(t, a_n); s2 = nand2(t, b_n); (TaskRunner pid=185828) sum = nand2(s1, s2) (XOR via NAND). (TaskRunner pid=185828) Then sum_out = nand2( sum, nand2(sum,c) ) = sum XOR c.(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) All results masked to 1 bit. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def nand2(self, x, y): (TaskRunner pid=185828) return (~(x & y)) & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) a = inputs['a'] & 1 (TaskRunner pid=185828) b = inputs['b'] & 1 (TaskRunner pid=185828) c = inputs['c'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) # carry = (a&b)|(b&c)|(c&a) using only NAND (TaskRunner pid=185828) n_ab = self.nand2(a, b) (TaskRunner pid=185828) n_bc = self.nand2(b, c) (TaskRunner pid=185828) n_ca = self.nand2(c, a) (TaskRunner pid=185828) n_or1 = self.nand2(n_bc, n_ca) # (b&c)|(c&a) -> NAND (TaskRunner pid=185828) n_or2 = self.nand2(n_ab, n_or1) # (a&b) NAND with above (TaskRunner pid=185828) carry = self.nand2(n_or2, n_or2) # NOT -> final (TaskRunner pid=185828) (TaskRunner pid=185828) # sum = a XOR b XOR c using only NAND (TaskRunner pid=185828) t = self.nand2(a, b) (TaskRunner pid=185828) a_n = self.nand2(a, a) (TaskRunner pid=185828) b_n = self.nand2(b, b) (TaskRunner pid=185828) s1 = self.nand2(t, a_n) (TaskRunner pid=185828) s2 = self.nand2(t, b_n) (TaskRunner pid=185828) xor1 = self.nand2(s1, s2) # a XOR b (TaskRunner pid=185828) sum = self.nand2(xor1, c) (TaskRunner pid=185828) sum = self.nand2(sum, sum) # NOT to get correct XOR (TaskRunner pid=185828) sum_out = self.nand2(sum, self.nand2(sum, c)) (TaskRunner pid=185828) (TaskRunner pid=185828) return {'sum': sum_out & 1, 'carry': carry & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:164 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6750.000 - global_seqlen/max:11307.000 - global_seqlen/minmax_diff:4557.000 - global_seqlen/balanced_min:8096.000 - global_seqlen/balanced_max:8101.000 - global_seqlen/mean:8099.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.315 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:358.875 - response_length/max:883.000 - response_length/min:135.000 - response_length/clip_ratio:0.000 - prompt_length/mean:653.500 - prompt_length/max:872.000 - prompt_length/min:542.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:46.101 - timing_s/reward:1.200 - timing_s/old_log_prob:8.767 - timing_s/adv:0.004 - timing_s/update_actor:64.983 - timing_s/step:121.064 - timing_per_token_ms/gen:2.007 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.003 - perf/total_num_tokens:64792.000 - perf/time_per_step:121.064 - perf/throughput:66.899 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:515.000 - reflection/without_length_mean:336.571 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:358.875 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:4.000 - reflection_check/with_check_length_mean:427.750 - reflection_check/without_check_length_mean:354.283 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:358.875 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:358.875 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:358.875 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:664.000 - reflection_wait/without_wait_length_mean:354.032 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:4.000 - reflection_correct/with_correct_length_mean:602.250 - reflection_correct/without_correct_length_mean:342.650 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:358.875 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:358.875 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:358.875 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:358.875 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:358.875 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:226.000 - language_mix/without_length_mean:360.984 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 82%|████████▏ | 164/200 [6:43:21<1:10:12, 117.01s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Determine days in each month (31-day months: 1,3,5,7,8,10,12; 30-day months: 4,6,9,11; February = 28). On reset, load 0001-01-01. Each cycle: increment day; if day exceeds max_days_for_current_month, reset day to 1 and increment month; if month exceeds 12, reset month to 1 and increment year. All outputs 7/5/5-bit. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.year = 1 (TaskRunner pid=185828) self.month = 1 (TaskRunner pid=185828) self.day = 1 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs['reset'] == 1: (TaskRunner pid=185828) self.year = 1 (TaskRunner pid=185828) self.month = 1 (TaskRunner pid=185828) self.day = 1 (TaskRunner pid=185828) return {'year': 1, 'month': 1, 'day': 1} (TaskRunner pid=185828) days = [31,28,31,30,31,30,31,31,30,31,30,31] (TaskRunner pid=185828) self.day += 1 (TaskRunner pid=185828) if self.day > days[self.month - 1]: (TaskRunner pid=185828) self.day = 1 (TaskRunner pid=185828) self.month += 1 (TaskRunner pid=185828) if self.month > 12: (TaskRunner pid=185828) self.month = 1 (TaskRunner pid=185828) self.year += 1 (TaskRunner pid=185828) return {'year': self.year & 0x7F, 'month': self.month & 0x1F, 'day': self.day & 0x1F} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:165 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5278.000 - global_seqlen/max:11350.000 - global_seqlen/minmax_diff:6072.000 - global_seqlen/balanced_min:8447.000 - global_seqlen/balanced_max:8456.000 - global_seqlen/mean:8451.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.287 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:359.516 - response_length/max:711.000 - response_length/min:91.000 - response_length/clip_ratio:0.000 - prompt_length/mean:696.875 - prompt_length/max:946.000 - prompt_length/min:529.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:38.459 - timing_s/reward:1.153 - timing_s/old_log_prob:8.569 - timing_s/adv:0.003 - timing_s/update_actor:65.227 - timing_s/step:113.419 - timing_per_token_ms/gen:1.671 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.965 - perf/total_num_tokens:67609.000 - perf/time_per_step:113.419 - perf/throughput:74.513 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:532.667 - reflection/without_length_mean:351.000 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:359.516 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:532.667 - reflection_check/without_check_length_mean:351.000 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:359.516 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:359.516 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:359.516 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:359.516 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:359.516 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:359.516 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:359.516 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:359.516 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:359.516 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:359.516 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 82%|████████▎ | 165/200 [6:45:15<1:07:38, 115.95s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 83%|████████▎ | 166/200 [6:47:02<1:04:08, 113.20s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 4-input sort: put inputs into a list, sort it with Python sort, assign sorted[0..3] to outputs. No state needed; unclocked combinational behavior. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) v = sorted([inputs['io_in0']&0xFFFF, inputs['io_in1']&0xFFFF, (TaskRunner pid=185828) inputs['io_in2']&0xFFFF, inputs['io_in3']&0xFFFF]) (TaskRunner pid=185828) return {'io_out0': v[0], 'io_out1': v[1], 'io_out2': v[2], 'io_out3': v[3]} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:166 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5610.000 - global_seqlen/max:11491.000 - global_seqlen/minmax_diff:5881.000 - global_seqlen/balanced_min:8165.000 - global_seqlen/balanced_max:8181.000 - global_seqlen/mean:8175.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.310 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:291.844 - response_length/max:580.000 - response_length/min:116.000 - response_length/clip_ratio:0.000 - prompt_length/mean:730.125 - prompt_length/max:921.000 - prompt_length/min:553.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:31.999 - timing_s/reward:1.147 - timing_s/old_log_prob:8.875 - timing_s/adv:0.003 - timing_s/update_actor:64.676 - timing_s/step:106.707 - timing_per_token_ms/gen:1.713 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.989 - perf/total_num_tokens:65406.000 - perf/time_per_step:106.707 - perf/throughput:76.618 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:470.500 - reflection/without_length_mean:279.933 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:291.844 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:511.000 - reflection_check/without_check_length_mean:284.774 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:291.844 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:291.844 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:324.000 - reflection_reflect/without_reflect_length_mean:291.333 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:291.844 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:291.844 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:291.844 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:536.000 - reflection_adjust/without_adjust_length_mean:287.968 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:291.844 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:291.844 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:291.844 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) ShiftRows AES: state as 16 bytes (4x4 columns). Row-major index = r*4 + c. Shift row r by r columns left (mod 16). Byte at (r,c) -> (r, c-r mod 4). Output index = r*4 + (c-r mod 4). Straightforward Python permutation in ToM. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) s = inputs['state'] & 0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 84%|████████▎ | 167/200 [6:48:51<1:01:38, 112.08s/it] (TaskRunner pid=185828) a = [] (TaskRunner pid=185828) for i in range(16): (TaskRunner pid=185828) a.append((s >> (i * 8)) & 0xFF) (TaskRunner pid=185828) out = [0] * 16 (TaskRunner pid=185828) for r in range(4): (TaskRunner pid=185828) for c in range(4): (TaskRunner pid=185828) src = r * 4 + c (TaskRunner pid=185828) dst_c = (c - r) % 4 (TaskRunner pid=185828) dst = r * 4 + dst_c (TaskRunner pid=185828) out[dst] = a[src] (TaskRunner pid=185828) v = 0 (TaskRunner pid=185828) for i, v2 in enumerate(out): (TaskRunner pid=185828) v |= (v2 & 0xFF) << (8 * i) (TaskRunner pid=185828) return {'out': v & 0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:167 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5606.000 - global_seqlen/max:9356.000 - global_seqlen/minmax_diff:3750.000 - global_seqlen/balanced_min:7795.000 - global_seqlen/balanced_max:7802.000 - global_seqlen/mean:7798.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.292 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:306.641 - response_length/max:663.000 - response_length/min:136.000 - response_length/clip_ratio:0.000 - prompt_length/mean:668.125 - prompt_length/max:774.000 - prompt_length/min:532.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:36.063 - timing_s/reward:1.167 - timing_s/old_log_prob:8.539 - timing_s/adv:0.003 - timing_s/update_actor:63.617 - timing_s/step:109.397 - timing_per_token_ms/gen:1.838 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.020 - perf/total_num_tokens:62385.000 - perf/time_per_step:109.397 - perf/throughput:71.283 - reflection/any_word_frequency:2.000 - reflection/with_length_mean:227.000 - reflection/without_length_mean:309.210 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:306.641 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:306.641 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:306.641 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:306.641 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:306.641 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:227.000 - reflection_wait/without_wait_length_mean:309.210 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:306.641 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:306.641 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:306.641 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:306.641 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:306.641 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:306.641 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) PIC priority encoder: lowest bit wins. Scan bits 0..7, output that index. INT=1 if any bit set. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) r = inputs['IRQ'] & 0xFF (TaskRunner pid=185828) if r == 0: (TaskRunner pid=185828) return {'INT': 0, 'INT_NUM': 0} (TaskRunner pid=185828) for i in range(8): (TaskRunner pid=185828) if (r >> i) & 1:(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 84%|████████▍ | 168/200 [6:50:44<59:50, 112.20s/it] (TaskRunner pid=185828) return {'INT': 1, 'INT_NUM': i} (TaskRunner pid=185828) return {'INT': 0, 'INT_NUM': 0} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:168 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5557.000 - global_seqlen/max:9697.000 - global_seqlen/minmax_diff:4140.000 - global_seqlen/balanced_min:7396.000 - global_seqlen/balanced_max:7405.000 - global_seqlen/mean:7400.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.318 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:253.141 - response_length/max:676.000 - response_length/min:141.000 - response_length/clip_ratio:0.000 - prompt_length/mean:671.875 - prompt_length/max:874.000 - prompt_length/min:529.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:36.996 - timing_s/reward:1.172 - timing_s/old_log_prob:9.025 - timing_s/adv:0.004 - timing_s/update_actor:65.206 - timing_s/step:112.410 - timing_per_token_ms/gen:2.284 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.101 - perf/total_num_tokens:59201.000 - perf/time_per_step:112.410 - perf/throughput:65.832 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:469.333 - reflection/without_length_mean:242.508 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:253.141 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:379.000 - reflection_check/without_check_length_mean:249.081 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:253.141 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:253.141 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:253.141 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:253.141 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:650.000 - reflection_correct/without_correct_length_mean:246.841 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:253.141 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:253.141 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:253.141 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:253.141 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:253.141 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 4-bit arithmetic circuit: select effective B via a 4:1 mux based on S, then feed (A, eff_B, Cin) into a standard binary full-adder chain. No need to invert A; the spec’s “A′+B+Cin” is a quirk — we follow the table directly. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) A = inputs['A'] & 0xF (TaskRunner pid=185828) B = inputs['B'] & 0xF (TaskRunner pid=185828) S = inputs['S'] & 0x3 (TaskRunner pid=185828) Cin = inputs['Cin'] & 1 (TaskRunner pid=185828) if S == 0: eff_B = B (TaskRunner pid=185828) elif S == 1: eff_B = (~B) & 0xF (TaskRunner pid=185828) elif S == 2: eff_B = B (TaskRunner pid=185828) else: eff_B = (~B) & 0xF (TaskRunner pid=185828) total = A + eff_B + Cin (TaskRunner pid=185828) D = total & 0xF (TaskRunner pid=185828) Cout = (total >> 4) & 1 (TaskRunner pid=185828) return {'D': D, 'Cout': Cout} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:169 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6058.000 - global_seqlen/max:10830.000 - global_seqlen/minmax_diff:4772.000 - global_seqlen/balanced_min:8511.000 - global_seqlen/balanced_max:8517.000 - global_seqlen/mean:8514.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.296 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:296.656 - response_length/max:632.000 - response_length/min:129.000 - response_length/clip_ratio:0.000 - prompt_length/mean:767.625 - prompt_length/max:1127.000 - prompt_length/min:572.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:35.194 - timing_s/reward:1.205 - timing_s/old_log_prob:8.635 - timing_s/adv:0.003 - timing_s/update_actor:65.652 - timing_s/step:110.697 - timing_per_token_ms/gen:1.854 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.964 - perf/total_num_tokens:68114.000 - perf/time_per_step:110.697 - perf/throughput:76.915 - reflection/any_word_frequency:1.000 - reflection/with_length_mean:149.000 - reflection/without_length_mean:299.000 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:296.656 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:149.000 - reflection_check/without_check_length_mean:299.000 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:296.656 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:296.656 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:296.656 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:296.656 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:296.656 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:296.656 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:296.656 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:296.656 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:296.656 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:296.656 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:495.000 - language_mix/without_length_mean:293.508 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 84%|████████▍ | 169/200 [6:52:34<57:44, 111.77s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 85%|████████▌ | 170/200 [6:54:43<58:24, 116.82s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Multiply two 2-bit numbers. Brute-force: product range 0..9 fits in 4 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) x = inputs['x'] & 0x3 (TaskRunner pid=185828) y = inputs['y'] & 0x3 (TaskRunner pid=185828) return {'f': (x * y) & 0xF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:170 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5601.000 - global_seqlen/max:9879.000 - global_seqlen/minmax_diff:4278.000 - global_seqlen/balanced_min:7296.000 - global_seqlen/balanced_max:7377.000 - global_seqlen/mean:7309.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.292 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:270.812 - response_length/max:1015.000 - response_length/min:105.000 - response_length/clip_ratio:0.000 - prompt_length/mean:642.875 - prompt_length/max:840.000 - prompt_length/min:546.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:53.084 - timing_s/reward:1.191 - timing_s/old_log_prob:8.628 - timing_s/adv:0.003 - timing_s/update_actor:65.616 - timing_s/step:128.532 - timing_per_token_ms/gen:3.063 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.122 - perf/total_num_tokens:58476.000 - perf/time_per_step:128.532 - perf/throughput:56.869 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:359.000 - reflection/without_length_mean:266.475 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:270.812 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:289.000 - reflection_check/without_check_length_mean:270.524 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:270.812 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:270.812 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:312.000 - reflection_reflect/without_reflect_length_mean:270.159 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:270.812 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:476.000 - reflection_correct/without_correct_length_mean:267.556 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:270.812 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:270.812 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:270.812 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:270.812 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:270.812 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Shift-and-add multiplier: latch inputs when MULT_EN=0 (IDLE). Each clock with MULT_EN=1: shift A left, B right; LSB of B selects whether to add A to accumulator. Count 4 cycles per 4-bit operand. Product = A + accumulator. Reset product register on disable. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.A = 0 (TaskRunner pid=185828) self.B = 0 (TaskRunner pid=185828) self.acc = 0 (TaskRunner pid=185828) self.count = 0 (TaskRunner pid=185828) self.product = 0 (TaskRunner pid=185828) self.running = False (TaskRunner pid=185828) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 86%|████████▌ | 171/200 [6:56:31<55:14, 114.29s/it] (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) if not inputs.get('MULT_EN', 0): (TaskRunner pid=185828) self.product = 0 (TaskRunner pid=185828) n = inputs['parallel_IN'] & 0xF (TaskRunner pid=185828) self.A = n (TaskRunner pid=185828) self.B = inputs['serial_IN'] & 0xF (TaskRunner pid=185828) self.acc = 0 (TaskRunner pid=185828) self.count = 0 (TaskRunner pid=185828) self.running = True (TaskRunner pid=185828) return {'product': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) if not self.running: (TaskRunner pid=185828) return {'product': self.product} (TaskRunner pid=185828) (TaskRunner pid=185828) lsb = self.B & 1 (TaskRunner pid=185828) self.acc += (self.A if lsb else 0) (TaskRunner pid=185828) self.A <<= 1 (TaskRunner pid=185828) self.B >>= 1 (TaskRunner pid=185828) self.count += 1 (TaskRunner pid=185828) if self.count >= 4: (TaskRunner pid=185828) self.product = (self.acc + self.A) & 0xFF (TaskRunner pid=185828) self.running = False (TaskRunner pid=185828) return {'product': self.product} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:171 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:4670.000 - global_seqlen/max:8888.000 - global_seqlen/minmax_diff:4218.000 - global_seqlen/balanced_min:7241.000 - global_seqlen/balanced_max:7350.000 - global_seqlen/mean:7271.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.315 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:245.812 - response_length/max:616.000 - response_length/min:101.000 - response_length/clip_ratio:0.000 - prompt_length/mean:663.125 - prompt_length/max:789.000 - prompt_length/min:464.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:33.366 - timing_s/reward:1.163 - timing_s/old_log_prob:8.597 - timing_s/adv:0.003 - timing_s/update_actor:65.175 - timing_s/step:108.313 - timing_per_token_ms/gen:2.121 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.120 - perf/total_num_tokens:58172.000 - perf/time_per_step:108.313 - perf/throughput:67.134 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:293.333 - reflection/without_length_mean:243.475 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:245.812 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:609.000 - reflection_check/without_check_length_mean:240.048 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:245.812 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:245.812 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:245.812 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:245.812 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:135.500 - reflection_correct/without_correct_length_mean:249.371 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:245.812 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:245.812 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:245.812 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:245.812 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:245.812 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:477.000 - language_mix/without_length_mean:238.355 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple double-dabble shift-in converter: shift the 14-bit input in 14 times. Before each shift, apply the BCD adjustment rule (0x3 shift-and-add-3 correction) to each BCD digit that is >= 5. Track the 4 BCD digits (up to 9999) in a 16-bit accumulator. Initial value = 0xB999 (all nibbles 9 = 0b1001); shifting it in with the binary input produces correct BCD at the end. Mask input to 14 bits.(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 86%|████████▌ | 172/200 [6:58:09<50:57, 109.20s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) v = inputs['in'] & 0x3FFF # 14-bit (TaskRunner pid=185828) acc = 0xB999 # four 9s (16-bit) (TaskRunner pid=185828) for _ in range(14): (TaskRunner pid=185828) if acc & 0x1: (TaskRunner pid=185828) b0 = (acc >> 0) & 0xF; b0 = b0 + 3 if b0 >= 5 else b0 (TaskRunner pid=185828) b1 = (acc >> 4) & 0xF; b1 = b1 + 3 if b1 >= 5 else b1 (TaskRunner pid=185828) b2 = (acc >> 8) & 0xF; b2 = b2 + 3 if b2 >= 5 else b2 (TaskRunner pid=185828) b3 = (acc >> 12) & 0xF; b3 = b3 + 3 if b3 >= 5 else b3 (TaskRunner pid=185828) acc = (b3 << 12) | (b2 << 8) | (b1 << 4) | b0 (TaskRunner pid=185828) acc = (shifted >> 1) & 0xFFFF (TaskRunner pid=185828) shifted = ((acc >> 1) + ((v & 1) * 0x8000)) & 0xFFFF (TaskRunner pid=185828) v >>= 1 (TaskRunner pid=185828) return {'out': acc & 0xFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:172 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5836.000 - global_seqlen/max:7810.000 - global_seqlen/minmax_diff:1974.000 - global_seqlen/balanced_min:6926.000 - global_seqlen/balanced_max:6933.000 - global_seqlen/mean:6930.875 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.321 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:250.859 - response_length/max:457.000 - response_length/min:122.000 - response_length/clip_ratio:0.000 - prompt_length/mean:615.500 - prompt_length/max:718.000 - prompt_length/min:529.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:26.012 - timing_s/reward:1.163 - timing_s/old_log_prob:8.617 - timing_s/adv:0.003 - timing_s/update_actor:61.467 - timing_s/step:97.269 - timing_per_token_ms/gen:1.620 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.109 - perf/total_num_tokens:55447.000 - perf/time_per_step:97.269 - perf/throughput:71.255 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:324.000 - reflection/without_length_mean:243.293 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:250.859 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:295.667 - reflection_check/without_check_length_mean:248.656 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:250.859 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:250.859 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:250.859 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:250.859 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:3.000 - reflection_correct/with_correct_length_mean:345.500 - reflection_correct/without_correct_length_mean:247.806 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:250.859 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:3.000 - reflection_adjust/with_adjust_length_mean:411.500 - reflection_adjust/without_adjust_length_mean:245.677 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:250.859 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:250.859 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:250.859 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Tri-state buffer with 5ms delay. In Python simulation: hold previous driven value when disabled, use 0 to represent Z (bus is pulled high elsewhere in testbench). Delay modeled as output unchanged for 5 cycles. (TaskRunner pid=185828) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 86%|████████▋ | 173/200 [6:59:53<48:31, 107.82s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.out = 0 (TaskRunner pid=185828) self.delay_cnt = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) en = inputs['enable'] & 1 (TaskRunner pid=185828) d = inputs['data'] & 0xFF (TaskRunner pid=185828) if en: (TaskRunner pid=185828) self.delay_cnt = 5 (TaskRunner pid=185828) self.out = d (TaskRunner pid=185828) elif self.delay_cnt > 0: (TaskRunner pid=185828) self.delay_cnt -= 1 (TaskRunner pid=185828) return {'dataOut': self.out & 0xFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:173 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5241.000 - global_seqlen/max:10224.000 - global_seqlen/minmax_diff:4983.000 - global_seqlen/balanced_min:7170.000 - global_seqlen/balanced_max:7178.000 - global_seqlen/mean:7175.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.311 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:249.156 - response_length/max:613.000 - response_length/min:103.000 - response_length/clip_ratio:0.000 - prompt_length/mean:647.750 - prompt_length/max:802.000 - prompt_length/min:523.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:32.749 - timing_s/reward:1.213 - timing_s/old_log_prob:8.547 - timing_s/adv:0.003 - timing_s/update_actor:62.012 - timing_s/step:104.532 - timing_per_token_ms/gen:2.054 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.080 - perf/total_num_tokens:57402.000 - perf/time_per_step:104.532 - perf/throughput:68.642 - reflection/any_word_frequency:9.000 - reflection/with_length_mean:283.714 - reflection/without_length_mean:244.912 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:249.156 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:5.000 - reflection_check/with_check_length_mean:226.600 - reflection_check/without_check_length_mean:251.068 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:249.156 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:249.156 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:2.000 - reflection_reflect/with_reflect_length_mean:426.500 - reflection_reflect/without_reflect_length_mean:243.435 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:249.156 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:551.000 - reflection_correct/without_correct_length_mean:244.365 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:249.156 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:249.156 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:249.156 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:249.156 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:1.000 - reflection_yet/with_yet_length_mean:551.000 - reflection_yet/without_yet_length_mean:244.365 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:0.000 - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple pipeline register (flip-flop bank). On every rising clock edge, if CLR=1 all outputs go to 0, else outputs get the current inputs. Bit-masks applied to each field to keep widths correct. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.q = { (TaskRunner pid=185828) 'MtoRFSelE':0,'RFDSelE':0,'ALUInSelE':0,'BranchE':0, (TaskRunner pid=185828) 'RFWEE':0,'DMWEE':0,'ALUselE':0,'rdE':0,'rtE':0, (TaskRunner pid=185828) 'simmE':0,'RFRD1E':0,'RFRD2E':0,'rsE':0,'PCp1E':0(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 87%|████████▋ | 174/200 [7:01:36<46:05, 106.38s/it] (TaskRunner pid=185828) } (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) c = inputs['CLR'] & 1 (TaskRunner pid=185828) if c: (TaskRunner pid=185828) self.q = {k:0 for k in self.q} (TaskRunner pid=185828) return self.q (TaskRunner pid=185828) for k,v in inputs.items(): (TaskRunner pid=185828) if k not in ('CLK','CLR'): (TaskRunner pid=185828) self.q[k+'E'] = v & ((1< (TaskRunner pid=185828) step:174 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5667.000 - global_seqlen/max:13506.000 - global_seqlen/minmax_diff:7839.000 - global_seqlen/balanced_min:8514.000 - global_seqlen/balanced_max:8522.000 - global_seqlen/mean:8518.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.319 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:318.016 - response_length/max:604.000 - response_length/min:148.000 - response_length/clip_ratio:0.000 - prompt_length/mean:746.750 - prompt_length/max:1316.000 - prompt_length/min:542.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:31.853 - timing_s/reward:1.144 - timing_s/old_log_prob:8.600 - timing_s/adv:0.003 - timing_s/update_actor:61.331 - timing_s/step:102.937 - timing_per_token_ms/gen:1.565 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.900 - perf/total_num_tokens:68145.000 - perf/time_per_step:102.937 - perf/throughput:82.751 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:254.000 - reflection/without_length_mean:322.283 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:318.016 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:247.000 - reflection_check/without_check_length_mean:321.508 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:318.016 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:318.016 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:318.016 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:318.016 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:275.000 - reflection_correct/without_correct_length_mean:318.698 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:318.016 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:318.016 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:318.016 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:318.016 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:318.016 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:313.000 - language_mix/without_length_mean:318.177 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple FIFO read-pointer controller: binary counter for rptr_bin, Gray encoding for rptr. rempty = (rptr_bin == wptr_bin). raddr = rptr_bin. Increment only when rinc and not rempty. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.rptr_bin = 0 (TaskRunner pid=185828) self.wptr_bin = 0 (TaskRunner pid=185828) self.A = 4 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) rrst = inputs['rrst'] & 1 (TaskRunner pid=185828) rinc = inputs['rinc'] & 1(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 88%|████████▊ | 175/200 [7:03:16<43:27, 104.29s/it] (TaskRunner pid=185828) if rrst: (TaskRunner pid=185828) self.rptr_bin = 0 (TaskRunner pid=185828) self.wptr_bin = 0 (TaskRunner pid=185828) return {'rempty': 1, 'raddr': 0, 'rptr': 0} (TaskRunner pid=185828) wbin = inputs['rq2_wptr'] & ((1 << self.A) - 1) (TaskRunner pid=185828) rb = self.rptr_bin (TaskRunner pid=185828) rw = (self.rptr_bin + self.wptr_bin) & ((1 << self.A) - 1) (TaskRunner pid=185828) rempty = 1 if rb == wbin else 0 (TaskRunner pid=185828) if rinc and not rempty: (TaskRunner pid=185828) self.rptr_bin = (self.rptr_bin + 1) & ((1 << self.A) - 1) (TaskRunner pid=185828) raddr = self.rptr_bin & ((1 << self.A) - 1) (TaskRunner pid=185828) g = rw (TaskRunner pid=185828) for _ in range(self.A): (TaskRunner pid=185828) g ^= (g >> 1) (TaskRunner pid=185828) rempty2 = 1 if (g & ((1 << (self.A + 1)) - 1)) == (wbin & ((1 << (self.A + 1)) - 1)) else 0 (TaskRunner pid=185828) return {'rempty': rempty, 'raddr': raddr, 'rptr': rw} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:175 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5883.000 - global_seqlen/max:8639.000 - global_seqlen/minmax_diff:2756.000 - global_seqlen/balanced_min:6930.000 - global_seqlen/balanced_max:6936.000 - global_seqlen/mean:6933.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.315 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:250.594 - response_length/max:523.000 - response_length/min:129.000 - response_length/clip_ratio:0.000 - prompt_length/mean:616.125 - prompt_length/max:699.000 - prompt_length/min:557.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:28.372 - timing_s/reward:1.172 - timing_s/old_log_prob:8.594 - timing_s/adv:0.003 - timing_s/update_actor:61.209 - timing_s/step:99.359 - timing_per_token_ms/gen:1.769 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.103 - perf/total_num_tokens:55470.000 - perf/time_per_step:99.359 - perf/throughput:69.785 - reflection/any_word_frequency:1.000 - reflection/with_length_mean:238.000 - reflection/without_length_mean:250.794 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:250.594 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:238.000 - reflection_check/without_check_length_mean:250.794 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:250.594 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:250.594 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:250.594 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:250.594 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:250.594 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:250.594 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:250.594 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:250.594 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:250.594 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:250.594 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:380.000 - language_mix/without_length_mean:248.540 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple ALU with 4 operations. N-bit signed two's complement. Flags: N=bit[N-1], Z=(res==0), C=carry-out of MSB for add/sub, V=overflow for add/sub (sign mismatch). AND/OR are logical with no C/V. Sub implemented as a + (~b+1). Mask values to N bits.(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self, width=16): (TaskRunner pid=185828) self.N = width (TaskRunner pid=185828) self.M = (1 << width) - 1 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['a'] & self.M (TaskRunner pid=185828) b = inputs['b'] & self.M (TaskRunner pid=185828) ctrl = inputs['ALUControl'] & 0x3 (TaskRunner pid=185828) if ctrl == 0: # add (TaskRunner pid=185828) s = a + b (TaskRunner pid=185828) result = s & self.M (TaskRunner pid=185828) c = (s >> self.N) & 1 (TaskRunner pid=185828) v = 1 if ((a ^ result) & (b ^ result) & 0x8000) else 0 (TaskRunner pid=185828) elif ctrl == 1: # sub (TaskRunner pid=185828) s = a - b (TaskRunner pid=185828) result = s & self.M (TaskRunner pid=185828) c = 1 if a < b else 0 # borrow = carry-out complement (TaskRunner pid=185828) v = 1 if ((a ^ b) & (a ^ result) & 0x8000) else 0 (TaskRunner pid=185828) elif ctrl == 2: # AND (TaskRunner pid=185828) result = a & b (TaskRunner pid=185828) c = v = 0 (TaskRunner pid=185828) else: # OR (TaskRunner pid=185828) result = a | b (TaskRunner pid=185828) c = v = 0 (TaskRunner pid=185828) neg = 1 if (result >> (self.N - 1)) else 0 (TaskRunner pid=185828) zero = 1 if result == 0 else 0 (TaskRunner pid=185828) return {'Result': result & self.M, 'ALUFlags': (neg << 3) | (zero << 2) | (c << 1) | v} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:176 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5561.000 - global_seqlen/max:13520.000 - global_seqlen/minmax_diff:7959.000 - global_seqlen/balanced_min:7706.000 - global_seqlen/balanced_max:7713.000 - global_seqlen/mean:7709.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.330 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:265.844 - response_length/max:553.000 - response_length/min:114.000 - response_length/clip_ratio:0.000 - prompt_length/mean:697.875 - prompt_length/max:1295.000 - prompt_length/min:518.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:30.882 - timing_s/reward:1.177 - timing_s/old_log_prob:9.014 - timing_s/adv:0.003 - timing_s/update_actor:64.293 - timing_s/step:105.378 - timing_per_token_ms/gen:1.815 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.042 - perf/total_num_tokens:61678.000 - perf/time_per_step:105.378 - perf/throughput:73.163 - reflection/any_word_frequency:1.000 - reflection/with_length_mean:190.000 - reflection/without_length_mean:267.048 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:265.844 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:265.844 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:265.844 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:265.844 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:265.844 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:265.844 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:265.844 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:265.844 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:190.000 - reflection_adjust/without_adjust_length_mean:267.048 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:265.844 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:265.844 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:265.844 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:3.000 - language_mix/ratio:0.047 - language_mix/with_length_mean:322.667 - language_mix/without_length_mean:263.049 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 88%|████████▊ | 176/200 [7:05:01<41:51, 104.64s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 88%|████████▊ | 177/200 [7:07:03<42:04, 109.78s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Configurable 16:1 mux over 32-bit inputs. 16 select lines (0..15) choose input0..input15. In Python, mask 16-bit sel, index the list, default 0 out of range. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) sel = inputs['select'] & 0xFFFF (TaskRunner pid=185828) ch = [inputs.get(f'input{i}', 0) & 0xFFFFFFFF for i in range(16)] (TaskRunner pid=185828) out = ch[sel] if 0 <= sel < 16 else 0 (TaskRunner pid=185828) return {'out': out & 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:177 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5841.000 - global_seqlen/max:10567.000 - global_seqlen/minmax_diff:4726.000 - global_seqlen/balanced_min:7637.000 - global_seqlen/balanced_max:7642.000 - global_seqlen/mean:7639.875 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.318 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:240.109 - response_length/max:922.000 - response_length/min:111.000 - response_length/clip_ratio:0.000 - prompt_length/mean:714.875 - prompt_length/max:1086.000 - prompt_length/min:546.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:49.060 - timing_s/reward:1.174 - timing_s/old_log_prob:8.591 - timing_s/adv:0.003 - timing_s/update_actor:62.866 - timing_s/step:121.702 - timing_per_token_ms/gen:3.193 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.029 - perf/total_num_tokens:61119.000 - perf/time_per_step:121.702 - perf/throughput:62.775 - reflection/any_word_frequency:8.000 - reflection/with_length_mean:426.400 - reflection/without_length_mean:224.322 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:240.109 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:5.000 - reflection_check/with_check_length_mean:463.000 - reflection_check/without_check_length_mean:225.250 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:240.109 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:240.109 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:240.109 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:3.000 - reflection_wait/with_wait_length_mean:601.000 - reflection_wait/without_wait_length_mean:228.468 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:240.109 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:240.109 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:240.109 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:240.109 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:240.109 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:240.109 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Timing controller: counter (MAX=0b0001100100=100), 4-state FSM. State assigned by counter thresholds: <10 state1, 10-20 state2, 21-30 state3, 31-40 state4, >=41 reset to state1. Memory write on clk2 when enable. timeout = mem[state_id], print = 4-to-1 one-hot of state. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.mem = [0] * 8 (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) self.state = 1 # 001=1,010=2,011=3,100=4 (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) clk = inputs['clk'] & 1 (TaskRunner pid=185828) clk2 = inputs['clk2'] & 1 (TaskRunner pid=185828) en = inputs['enable'] & 1 (TaskRunner pid=185828) addr = inputs['address'] & 7 (TaskRunner pid=185828) t = inputs['timein'] & 0xFFF (TaskRunner pid=185828) go = inputs['game_over'] & 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if go: (TaskRunner pid=185828) self.state = 1 (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) return {'timeout': 0, 'print': 0} (TaskRunner pid=185828) (TaskRunner pid=185828) if clk: (TaskRunner pid=185828) self.cnt = (self.cnt + 1) % 101 (TaskRunner pid=185828) s = self.state (TaskRunner pid=185828) if self.cnt < 10: (TaskRunner pid=185828) self.state = 1 (TaskRunner pid=185828) elif self.cnt < 31: (TaskRunner pid=185828) self.state = 2 (TaskRunner pid=185828) elif self.cnt < 51: (TaskRunner pid=185828) self.state = 3 (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.state = 1 (TaskRunner pid=185828) (TaskRunner pid=185828) if clk2 and en: (TaskRunner pid=185828) self.mem[addr] = t & 0xFFF (TaskRunner pid=185828) (TaskRunner pid=185828) sid = (self.state - 1) // 2 (TaskRunner pid=185828) state_map = {1: 6, 2: 5, 3: 5, 4: 6} (TaskRunner pid=185828) idx = state_map.get(self.state, 0) (TaskRunner pid=185828) self.q = (self.mem[idx] ^ self.mem[(idx + 4) & 7]) & 0xFFF (TaskRunner pid=185828) print_code = {1: 10, 2: 20, 3: 30, 4: 40}.get(self.state, 0) (TaskRunner pid=185828) (TaskRunner pid=185828) return {'timeout': self.q, 'print': print_code & 0xF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:178 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5629.000 - global_seqlen/max:9706.000 - global_seqlen/minmax_diff:4077.000 - global_seqlen/balanced_min:7174.000 - global_seqlen/balanced_max:7180.000 - global_seqlen/mean:7177.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.350 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:254.016 - response_length/max:562.000 - response_length/min:111.000 - response_length/clip_ratio:0.000 - prompt_length/mean:643.125 - prompt_length/max:809.000 - prompt_length/min:516.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:30.907 - timing_s/reward:1.168 - timing_s/old_log_prob:8.566 - timing_s/adv:0.002 - timing_s/update_actor:61.938 - timing_s/step:102.588 - timing_per_token_ms/gen:1.901 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.079 - perf/total_num_tokens:57417.000 - perf/time_per_step:102.588 - perf/throughput:69.961 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:383.000 - reflection/without_length_mean:249.855 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:254.016 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:254.016 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:254.016 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:254.016 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:254.016 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:2.000 - reflection_wait/with_wait_length_mean:455.000 - reflection_wait/without_wait_length_mean:250.825 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:311.000 - reflection_correct/without_correct_length_mean:253.111 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:254.016 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:254.016 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:254.016 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:254.016 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:254.016 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:344.000 - language_mix/without_length_mean:252.587 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 89%|████████▉ | 178/200 [7:08:46<39:28, 107.64s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 24-bit register with three behaviors: (TaskRunner pid=185828) - reset=1 → q = 0xDEADBEEF & 0xFFFFFF (24-bit default) (TaskRunner pid=185828) - LoadRegister=1 (and reset=0) → interpret 12-bit sw as packed nibbles: (TaskRunner pid=185828) value = {sw[11:8], 4'b0000, sw[7:4], 4'b0000, sw[3:0], 4'b0000} => 12+4+12+4+12 = 44 bits, take lower 24. (TaskRunner pid=185828) - RotateRegisterLeft=1 (and reset=0, Load=0) → q = {q[22:0], q[23]} (TaskRunner pid=185828) - else hold. (TaskRunner pid=185828) Output CurrentBit = q[23]. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.q = 0xDEADBEEF & 0xFFFFFF (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) s = inputs['sw'] & 0xFF (TaskRunner pid=185828) if inputs['reset']: (TaskRunner pid=185828) self.q = 0xDEADBEEF & 0xFFFFFF (TaskRunner pid=185828) return {'CurrentBit': 1 if (self.q >> 23) & 1 else 0} (TaskRunner pid=185828) if inputs['LoadRegister']: (TaskRunner pid=185828) v = 0 (TaskRunner pid=185828) for i in range(3): (TaskRunner pid=185828) v |= ((s >> (8 * i)) & 0xF) << (16 + 8 * i) (TaskRunner pid=185828) self.q = v & 0xFFFFFF (TaskRunner pid=185828) elif inputs['RotateRegisterLeft']: (TaskRunner pid=185828) self.q = ((self.q << 1) | ((self.q >> 23) & 1)) & 0xFFFFFF (TaskRunner pid=185828) msb = (self.q >> 23) & 1 (TaskRunner pid=185828) return {'CurrentBit': msb} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:179 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5890.000 - global_seqlen/max:9320.000 - global_seqlen/minmax_diff:3430.000 - global_seqlen/balanced_min:7830.000 - global_seqlen/balanced_max:8072.000 - global_seqlen/mean:7862.750 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.325 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:293.469 - response_length/max:914.000 - response_length/min:148.000 - response_length/clip_ratio:0.000 - prompt_length/mean:689.375 - prompt_length/max:817.000 - prompt_length/min:567.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:48.302 - timing_s/reward:1.219 - timing_s/old_log_prob:8.809 - timing_s/adv:0.003 - timing_s/update_actor:65.097 - timing_s/step:123.438 - timing_per_token_ms/gen:2.572 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.035 - perf/total_num_tokens:62902.000 - perf/time_per_step:123.438 - perf/throughput:63.698 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:384.333 - reflection/without_length_mean:289.000 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:293.469 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:4.000 - reflection_check/with_check_length_mean:384.333 - reflection_check/without_check_length_mean:289.000 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:293.469 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:293.469 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:293.469 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:293.469 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:293.469 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:293.469 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:293.469 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:293.469 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:293.469 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:293.469 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:4.000 - language_mix/ratio:0.062 - language_mix/with_length_mean:284.750 - language_mix/without_length_mean:294.050 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 90%|████████▉ | 179/200 [7:10:49<39:20, 112.40s/it] (WorkerDict pid=187143) /usr/local/lib/python3.12/dist-packages/torch/distributed/c10d_logger.py:83: UserWarning: barrier(): using the device under current context. You can specify `device_id` in `init_process_group` to mute this warning. (WorkerDict pid=187143) return func(*args, **kwargs) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple I-type immediate: bits 20:0, sign-extended to 32 bits. All RISC-V I-type immedities share the same layout. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) i = inputs['Instr'] & 0xFFFFFFFF (TaskRunner pid=185828) imm = (i >> 20) & 0x3FF (TaskRunner pid=185828) # sign-extend 12-bit (TaskRunner pid=185828) if imm >= 0x800: (TaskRunner pid=185828) imm |= -0x1000 (TaskRunner pid=185828) return {'ImmData': imm & 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) local_global_step_folder: /data/save/python/global_step_180 (WorkerDict pid=187143) [rank-0]: Saving model to /data/save/python/global_step_180/actor/model_world_size_8_rank_0.pt (WorkerDict pid=187143) [rank-0]: Saving checkpoint to /data/save/python/global_step_180/actor/model_world_size_8_rank_0.pt (WorkerDict pid=187143) [rank-0]: Saving extra_state to /data/save/python/global_step_180/actor/extra_state_world_size_8_rank_0.pt (TaskRunner pid=185828) step:180 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5511.000 - global_seqlen/max:11255.000 - global_seqlen/minmax_diff:5744.000 - global_seqlen/balanced_min:7697.000 - global_seqlen/balanced_max:7704.000 - global_seqlen/mean:7700.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.339 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:299.453 - response_length/max:715.000 - response_length/min:103.000 - response_length/clip_ratio:0.000 - prompt_length/mean:663.125 - prompt_length/max:932.000 - prompt_length/min:552.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:38.356 - timing_s/reward:1.196 - timing_s/old_log_prob:8.737 - timing_s/adv:0.003 - timing_s/update_actor:64.619 - timing_s/save_checkpoint:14.840 - timing_s/step:127.761 - timing_per_token_ms/gen:2.001 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.049 - perf/total_num_tokens:61605.000 - perf/time_per_step:127.761 - perf/throughput:60.274 - reflection/any_word_frequency:25.000 - reflection/with_length_mean:378.600 - reflection/without_length_mean:284.796 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:187.000 - reflection_verify/without_verify_length_mean:301.238 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:112.000 - reflection_check/without_check_length_mean:302.429 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:4.000 - reflection_confirm/with_confirm_length_mean:379.000 - reflection_confirm/without_confirm_length_mean:295.541 - reflection_confirm/with_confirm_correct_ratio:0.000 - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:0.000 - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:299.453 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:299.453 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:17.000 - reflection_wait/with_wait_length_mean:396.500 - reflection_wait/without_wait_length_mean:289.414 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:715.000 - reflection_correct/without_correct_length_mean:292.857 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:299.453 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:299.453 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:299.453 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:299.453 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:1.000 - reflection_yet/with_yet_length_mean:389.000 - reflection_yet/without_yet_length_mean:298.032 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:0.000 - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (WorkerDict pid=187470) [rank-5]: Saving model to /data/save/python/global_step_180/actor/model_world_size_8_rank_5.pt [repeated 7x across cluster](TaskRunner pid=185828) Training Progress: 90%|█████████ | 180/200 [7:12:57<39:00, 117.03s/it] (WorkerDict pid=187470) [rank-5]: Saving checkpoint to /data/save/python/global_step_180/actor/model_world_size_8_rank_5.pt [repeated 7x across cluster] (WorkerDict pid=187470) [rank-5]: Saving extra_state to /data/save/python/global_step_180/actor/extra_state_world_size_8_rank_5.pt [repeated 7x across cluster] (TaskRunner pid=185828) RAM with 8 banks + 1 IO reg. Address[2] selects bank, address[3:4] select register within bank. Addresses 8-15 route to IO64_OUT. Write on rising edge when RAM_WEN=1. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.regs = [0]*16 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if inputs.get('RAM_WEN', 0) & 1: (TaskRunner pid=185828) a = inputs['RAM_ADDR'] & 0xFF (TaskRunner pid=185828) v = inputs['RAM_IN'] & 0xFFFF (TaskRunner pid=185828) if a < 8: (TaskRunner pid=185828) self.regs[a] = v (TaskRunner pid=185828) elif a < 16: (TaskRunner pid=185828) self.regs[8 + (a>>1)] = v (TaskRunner pid=185828) return {f'RAM_{i}': self.regs[i] & 0xFFFF for i in range(8)} | {'IO64_OUT': self.regs[8] & 0xFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:181 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5506.000 - global_seqlen/max:9385.000 - global_seqlen/minmax_diff:3879.000 - global_seqlen/balanced_min:7458.000 - global_seqlen/balanced_max:7468.000 - global_seqlen/mean:7463.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.340 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:248.562 - response_length/max:480.000 - response_length/min:103.000 - response_length/clip_ratio:0.000 - prompt_length/mean:684.375 - prompt_length/max:843.000 - prompt_length/min:556.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:25.033 - timing_s/reward:1.194 - timing_s/old_log_prob:8.598 - timing_s/adv:0.003 - timing_s/update_actor:62.075 - timing_s/step:96.911 - timing_per_token_ms/gen:1.574 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.040 - perf/total_num_tokens:59708.000 - perf/time_per_step:96.911 - perf/throughput:77.014 - reflection/any_word_frequency:10.000 - reflection/with_length_mean:307.750 - reflection/without_length_mean:240.107 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:248.562 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:4.000 - reflection_check/with_check_length_mean:317.250 - reflection_check/without_check_length_mean:243.983 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:248.562 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:248.562 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:4.000 - reflection_reflect/with_reflect_length_mean:273.667 - reflection_reflect/without_reflect_length_mean:247.328 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:248.562 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:413.500 - reflection_correct/without_correct_length_mean:243.242 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:248.562 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:248.562 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:248.562 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:248.562 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:248.562 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:244.000 - language_mix/without_length_mean:248.635 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 90%|█████████ | 181/200 [7:14:34<35:09, 111.01s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Buffer all ports. For decode: lkup_row_en=2'b11 -> lkup row match, lkup_panel_en=4'b1111 -> panel match. Same for rw. Simple forwarding otherwise. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) klasy = { (TaskRunner pid=185828) 'lkup_row_en_c4_buf': inputs['lkup_row_en_c4'] & 0x3, (TaskRunner pid=185828) 'lkup_panel_en_c4_buf': inputs['lkup_panel_en_c4'] & 0xF, (TaskRunner pid=185828) 'inval_mask_c4_buf': inputs['inval_mask_c4'] & 0xFF, (TaskRunner pid=185828) 'rw_dec_c4_buf': (inputs['rw_row_en_c4'] << 2) | (inputs['rw_panel_en_c4'] & 0xF), (TaskRunner pid=185828) 'rd_en_c4_buf': inputs['rd_en_c4'] & 1, (TaskRunner pid=185828) 'wr_en_c4_buf': inputs['wr_en_c4'] & 1, (TaskRunner pid=185828) 'rw_entry_c4_buf': inputs['rw_entry_c4'] & 0x3F, (TaskRunner pid=185828) 'lkup_wr_data_c4_buf': inputs['lkup_wr_data_c4'] & 0x1FFFFFFFFF, (TaskRunner pid=185828) 'dir_clear_c4_buf': inputs['dir_clear_c4'] & 1, (TaskRunner pid=185828) } (TaskRunner pid=185828) return klasy (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:182 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:6547.000 - global_seqlen/max:11591.000 - global_seqlen/minmax_diff:5044.000 - global_seqlen/balanced_min:8384.000 - global_seqlen/balanced_max:8419.000 - global_seqlen/mean:8394.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.317 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:339.141 - response_length/max:843.000 - response_length/min:115.000 - response_length/clip_ratio:0.000 - prompt_length/mean:710.125 - prompt_length/max:932.000 - prompt_length/min:546.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:44.756 - timing_s/reward:1.189 - timing_s/old_log_prob:9.038 - timing_s/adv:0.003 - timing_s/update_actor:65.539 - timing_s/step:120.534 - timing_per_token_ms/gen:2.062 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.976 - perf/total_num_tokens:67153.000 - perf/time_per_step:120.534 - perf/throughput:69.641 - reflection/any_word_frequency:90.000 - reflection/with_length_mean:428.333 - reflection/without_length_mean:311.837 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:339.141 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:339.141 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:339.141 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:339.141 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:339.141 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:80.000 - reflection_wait/with_wait_length_mean:516.875 - reflection_wait/without_wait_length_mean:313.750 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:408.500 - reflection_correct/without_correct_length_mean:336.903 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:339.141 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:6.000 - reflection_adjust/with_adjust_length_mean:294.600 - reflection_adjust/without_adjust_length_mean:342.915 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:339.141 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:339.141 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:2.000 - reflection_yet/with_yet_length_mean:843.000 - reflection_yet/without_yet_length_mean:331.143 - reflection_yet/with_yet_correct_ratio:0.000 - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:0.000 - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:3.000 - language_mix/ratio:0.047 - language_mix/with_length_mean:487.000 - language_mix/without_length_mean:331.869 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 91%|█████████ | 182/200 [7:16:35<34:10, 113.89s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple opcode decoder. Map each 7-bit opcode to the control signal table. All unreachable states default to zero. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) op = inputs['OpCode'] & 0x7F (TaskRunner pid=185828) if op == 0x23: # LW (TaskRunner pid=185828) r = {'RegWrite':1,'ALUSrc':1,'MemWrite':0,'ResultSrc':1,'Branch':0,'ALUOp':0,'ImmSrc':0} (TaskRunner pid=185828) elif op == 0x2B: # SW (TaskRunner pid=185828) r = {'RegWrite':0,'ALUSrc':1,'MemWrite':1,'ResultSrc':0,'Branch':0,'ALUOp':0,'ImmSrc':0} (TaskRunner pid=185828) elif op == 0x34: # R-type (TaskRunner pid=185828) r = {'RegWrite':1,'ALUSrc':0,'MemWrite':0,'ResultSrc':0,'Branch':0,'ALUOp':2,'ImmSrc':0} (TaskRunner pid=185828) elif op == 0x8C: # I-type (addi-style) (TaskRunner pid=185828) r = {'RegWrite':1,'ALUSrc':1,'MemWrite':0,'ResultSrc':0,'Branch':0,'ALUOp':0,'ImmSrc':0} (TaskRunner pid=185828) elif op == 0x44: # Branch (TaskRunner pid=185828) r = {'RegWrite':0,'ALUSrc':0,'MemWrite':0,'ResultSrc':0,'Branch':1,'ALUOp':1,'ImmSrc':0} (TaskRunner pid=185828) else: (TaskRunner pid=185828) r = {'RegWrite':0,'ALUSrc':0,'MemWrite':0,'ResultSrc':0,'Branch':0,'ALUOp':0,'ImmSrc':0} (TaskRunner pid=185828) return r (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:183 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5948.000 - global_seqlen/max:10543.000 - global_seqlen/minmax_diff:4595.000 - global_seqlen/balanced_min:7390.000 - global_seqlen/balanced_max:7402.000 - global_seqlen/mean:7395.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.340 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:289.672 - response_length/max:748.000 - response_length/min:92.000 - response_length/clip_ratio:0.000 - prompt_length/mean:634.750 - prompt_length/max:811.000 - prompt_length/min:555.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:40.266 - timing_s/reward:1.190 - timing_s/old_log_prob:8.633 - timing_s/adv:0.004 - timing_s/update_actor:65.005 - timing_s/step:115.107 - timing_per_token_ms/gen:2.172 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.099 - perf/total_num_tokens:59163.000 - perf/time_per_step:115.107 - perf/throughput:64.248 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:377.750 - reflection/without_length_mean:283.800 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:289.672 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:220.000 - reflection_check/without_check_length_mean:290.778 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:289.672 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:289.672 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:289.672 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:1.000 - reflection_wait/with_wait_length_mean:742.000 - reflection_wait/without_wait_length_mean:282.492 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:389.000 - reflection_correct/without_correct_length_mean:288.095 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:289.672 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:160.000 - reflection_adjust/without_adjust_length_mean:291.730 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:289.672 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:289.672 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:289.672 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 92%|█████████▏| 183/200 [7:18:30<32:22, 114.28s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 92%|█████████▏| 184/200 [7:20:26<30:37, 114.84s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 7-seg decoder: map 4-bit BCD to 7-seg plus decimal_point. Segment order a..g dp. Common-cathode: 1=on. Default 0-9 standard segments, invalid -> all zeros. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) table = [0x3F, 0x06, 0x5B, 0x4F, 0x66, 0x6D, 0x7D, 0x07, 0x7F, 0x6F] (TaskRunner pid=185828) self.t = table (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) n = inputs['a'] & 0xF (TaskRunner pid=185828) if n > 9: (TaskRunner pid=185828) n = 0 (TaskRunner pid=185828) out = self.t[n] (TaskRunner pid=185828) return {'b': out & 0xFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:184 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5497.000 - global_seqlen/max:9037.000 - global_seqlen/minmax_diff:3540.000 - global_seqlen/balanced_min:7020.000 - global_seqlen/balanced_max:7060.000 - global_seqlen/mean:7032.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.341 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:255.047 - response_length/max:762.000 - response_length/min:112.000 - response_length/clip_ratio:0.000 - prompt_length/mean:624.000 - prompt_length/max:823.000 - prompt_length/min:526.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:40.271 - timing_s/reward:1.250 - timing_s/old_log_prob:8.779 - timing_s/adv:0.003 - timing_s/update_actor:65.795 - timing_s/step:116.107 - timing_per_token_ms/gen:2.467 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.169 - perf/total_num_tokens:56259.000 - perf/time_per_step:116.107 - perf/throughput:60.568 - reflection/any_word_frequency:11.000 - reflection/with_length_mean:410.250 - reflection/without_length_mean:232.875 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:241.000 - reflection_verify/without_verify_length_mean:255.270 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:684.500 - reflection_check/without_check_length_mean:241.194 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:255.047 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:255.047 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:385.000 - reflection_reflect/without_reflect_length_mean:252.984 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:3.000 - reflection_wait/with_wait_length_mean:543.000 - reflection_wait/without_wait_length_mean:245.758 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:4.000 - reflection_correct/with_correct_length_mean:321.750 - reflection_correct/without_correct_length_mean:250.600 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:255.047 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:255.047 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:255.047 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:255.047 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:255.047 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Clock divider: divide 125MHz by 250 to get 500kHz. Counter 0..249; toggle output each time count reaches 249. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) self.out = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict:(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 92%|█████████▎| 185/200 [7:22:14<28:09, 112.66s/it] (TaskRunner pid=185828) if inputs['rst']: (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) self.out = 0 (TaskRunner pid=185828) return {'baud_clk': 0} (TaskRunner pid=185828) self.cnt += 1 (TaskRunner pid=185828) if self.cnt >= 124: (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) self.out ^= 1 (TaskRunner pid=185828) return {'baud_clk': self.out & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:185 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5489.000 - global_seqlen/max:9821.000 - global_seqlen/minmax_diff:4332.000 - global_seqlen/balanced_min:7035.000 - global_seqlen/balanced_max:7046.000 - global_seqlen/mean:7040.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.350 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:231.078 - response_length/max:573.000 - response_length/min:104.000 - response_length/clip_ratio:0.000 - prompt_length/mean:649.000 - prompt_length/max:827.000 - prompt_length/min:528.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:32.307 - timing_s/reward:1.270 - timing_s/old_log_prob:9.020 - timing_s/adv:0.003 - timing_s/update_actor:64.896 - timing_s/step:107.504 - timing_per_token_ms/gen:2.185 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.152 - perf/total_num_tokens:56325.000 - perf/time_per_step:107.504 - perf/throughput:65.492 - reflection/any_word_frequency:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:231.078 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:231.078 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:231.078 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:231.078 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:231.078 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:231.078 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:231.078 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:231.078 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:231.078 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:231.078 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:231.078 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:231.078 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:260.000 - language_mix/without_length_mean:230.619 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) 3-to-1 mux: Sel=0->a, Sel=1->b, Sel=2->c. Mask to 32 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) s = inputs['Sel'] & 3 (TaskRunner pid=185828) a = inputs['a'] & 0xFFFFFFFF (TaskRunner pid=185828) b = inputs['b'] & 0xFFFFFFFF (TaskRunner pid=185828) c = inputs['c'] & 0xFFFFFFFF (TaskRunner pid=185828) if s == 0: (TaskRunner pid=185828) y = a (TaskRunner pid=185828) elif s == 1: (TaskRunner pid=185828) y = b (TaskRunner pid=185828) else: (TaskRunner pid=185828) y = c (TaskRunner pid=185828) return {'y': y & 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 93%|█████████▎| 186/200 [7:23:56<25:33, 109.55s/it] (TaskRunner pid=185828) step:186 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5922.000 - global_seqlen/max:10706.000 - global_seqlen/minmax_diff:4784.000 - global_seqlen/balanced_min:7356.000 - global_seqlen/balanced_max:7372.000 - global_seqlen/mean:7359.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.373 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:243.125 - response_length/max:478.000 - response_length/min:108.000 - response_length/clip_ratio:0.000 - prompt_length/mean:676.750 - prompt_length/max:982.000 - prompt_length/min:562.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:27.269 - timing_s/reward:1.182 - timing_s/old_log_prob:8.909 - timing_s/adv:0.004 - timing_s/update_actor:64.829 - timing_s/step:102.201 - timing_per_token_ms/gen:1.752 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.101 - perf/total_num_tokens:58872.000 - perf/time_per_step:102.201 - perf/throughput:72.005 - reflection/any_word_frequency:3.000 - reflection/with_length_mean:339.333 - reflection/without_length_mean:238.393 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:243.125 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:3.000 - reflection_check/with_check_length_mean:339.333 - reflection_check/without_check_length_mean:238.393 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:243.125 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:243.125 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:243.125 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:243.125 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:243.125 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:243.125 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:243.125 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:243.125 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:243.125 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:243.125 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:354.000 - language_mix/without_length_mean:241.365 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple pulse-extension: when DIN=1, load counter with CYCLE. Each cycle, decrement counter. DOUT = (counter != 0). RV is the reload termination value (count down to RV inclusive). Reset is asynchronous active-high. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) RSTX = inputs['RSTX'] & 1 (TaskRunner pid=185828) if RSTX == 1: (TaskRunner pid=185828) self.cnt = 0 (TaskRunner pid=185828) return {'DOUT': 0} (TaskRunner pid=185828) d = (inputs['DIN'] == 1) (TaskRunner pid=185828) if d: (TaskRunner pid=185828) self.cnt = inputs['CYCLE'] & 0x3F (TaskRunner pid=185828) if self.cnt > 0: (TaskRunner pid=185828) self.cnt -= 1 (TaskRunner pid=185828) dout = 1 if self.cnt != 0 else 0 (TaskRunner pid=185828) return {'DOUT': dout} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:187 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5151.000 - global_seqlen/max:10144.000 - global_seqlen/minmax_diff:4993.000 - global_seqlen/balanced_min:8133.000 - global_seqlen/balanced_max:8142.000 - global_seqlen/mean:8138.500 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.349 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:325.188 - response_length/max:639.000 - response_length/min:91.000 - response_length/clip_ratio:0.000 - prompt_length/mean:692.125 - prompt_length/max:847.000 - prompt_length/min:499.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:35.590 - timing_s/reward:1.196 - timing_s/old_log_prob:8.797 - timing_s/adv:0.003 - timing_s/update_actor:63.897 - timing_s/step:109.492 - timing_per_token_ms/gen:1.710 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.981 - perf/total_num_tokens:65108.000 - perf/time_per_step:109.492 - perf/throughput:74.330 - reflection/any_word_frequency:33.000 - reflection/with_length_mean:384.571 - reflection/without_length_mean:308.560 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:438.000 - reflection_verify/without_verify_length_mean:323.397 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:10.000 - reflection_check/with_check_length_mean:351.714 - reflection_check/without_check_length_mean:321.930 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:325.188 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:325.188 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:325.188 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:9.000 - reflection_wait/with_wait_length_mean:442.500 - reflection_wait/without_wait_length_mean:317.367 - reflection_wait/with_wait_correct_ratio:0.000 - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:0.000 - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:13.000 - reflection_correct/with_correct_length_mean:375.111 - reflection_correct/without_correct_length_mean:317.018 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:325.188 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:325.188 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:325.188 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:325.188 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:325.188 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 94%|█████████▎| 187/200 [7:25:45<23:44, 109.55s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple inverse ShiftRows: treat s_state as 16 bytes in row-major order (0..15). Inverse mapping: (TaskRunner pid=185828) Sa[0]=s[0], Sa[4]=s[13], Sa[8]=s[10], Sa[12]=s[7] (TaskRunner pid=185828) Sb[1]=s[1], Sb[5]=s[14], Sb[9]=s[11], Sb[13]=s[8] (TaskRunner pid=185828) Sc[2]=s[2], Sc[6]=s[15], Sc[10]=s[12], Sc[14]=s[9] (TaskRunner pid=185828) Sd[3]=s[3], Se[7]=s[0], Se[11]=s[1], Se[15]=s[4] (TaskRunner pid=185828) And then also the column 2 part (indices in row-major): Sa[5]=s[5], Sb[6]=s[2], Sc[7]=s[3], Sd[8]=s[6], Sa[9]=s[9], Sb[10]=s[3], Sc[11]=s[4], Sd[12]=s[7], Sa[13]=s[1], Sb[14]=s[5], Sc[15]=s[2], Sd[0]=s[8], Sa[4]=s[13], Sb[5]=s[14], Sc[10]=s[12], Sd[15]=s[11] ... this simplifies to the explicit 16 assignments derived from the Verilog slicing rules. (TaskRunner pid=185828) bytes = inputs['s_state'] & 0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF (TaskRunner pid=185828) Assign shifted_state bytes according to the mapping. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) s = inputs['s_state'] & 0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF (TaskRunner pid=185828) b = [(s >> 8*i) & 0xFF for i in range(16)] (TaskRunner pid=185828) # inverse ShiftRows mapping (TaskRunner pid=185828) out = [0]*16 (TaskRunner pid=185828) out[ 0] = b[ 0]; out[ 4] = b[13]; out[ 8] = b[10]; out[12] = b[ 7] (TaskRunner pid=185828) out[ 1] = b[ 1]; out[ 5] = b[14]; out[ 9] = b[11]; out[13] = b[ 8] (TaskRunner pid=185828) out[ 2] = b[ 2]; out[ 6] = b[15]; out[10] = b[12]; out[14] = b[ 9] (TaskRunner pid=185828) out[ 3] = b[ 3]; out[ 7] = b[ 0]; out[11] = b[ 1]; out[15] = b[ 4] (TaskRunner pid=185828) out[ 5] = b[ 5]; out[ 6] = b[ 2]; out[ 7] = b[ 3]; out[ 8] = b[ 6] (TaskRunner pid=185828) out[ 9] = b[ 9]; out[10] = b[ 3]; out[11] = b[ 4]; out[12] = b[ 7] (TaskRunner pid=185828) out[13] = b[ 1]; out[14] = b[ 5]; out[15] = b[ 2] (TaskRunner pid=185828) # column 2 lower part (same as above, already covered) (TaskRunner pid=185828) result = 0 (TaskRunner pid=185828) for i, v in enumerate(out): (TaskRunner pid=185828) result |= (v & 0xFF) << (8*i) (TaskRunner pid=185828) return {'shifted_state': result & 0xFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:188 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5821.000 - global_seqlen/max:11801.000 - global_seqlen/minmax_diff:5980.000 - global_seqlen/balanced_min:7865.000 - global_seqlen/balanced_max:7887.000 - global_seqlen/mean:7873.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.334 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:278.531 - response_length/max:869.000 - response_length/min:118.000 - response_length/clip_ratio:0.000 - prompt_length/mean:705.625 - prompt_length/max:938.000 - prompt_length/min:582.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:46.144 - timing_s/reward:1.214 - timing_s/old_log_prob:8.851 - timing_s/adv:0.003 - timing_s/update_actor:65.230 - timing_s/step:121.450 - timing_per_token_ms/gen:2.589 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.036 - perf/total_num_tokens:62986.000 - perf/time_per_step:121.450 - perf/throughput:64.827 - reflection/any_word_frequency:10.000 - reflection/with_length_mean:347.200 - reflection/without_length_mean:272.712 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:278.531 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:4.000 - reflection_check/with_check_length_mean:422.500 - reflection_check/without_check_length_mean:273.887 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:278.531 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:278.531 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:684.000 - reflection_reflect/without_reflect_length_mean:272.095 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:278.531 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:5.000 - reflection_correct/with_correct_length_mean:297.000 - reflection_correct/without_correct_length_mean:277.623 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:278.531 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:278.531 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:278.531 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:278.531 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:278.531 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:494.000 - language_mix/without_length_mean:271.581 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 94%|█████████▍| 188/200 [7:27:47<22:37, 113.14s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 94%|█████████▍| 189/200 [7:29:29<20:08, 109.86s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 4-bit right-shift register. Shift new bit in from `in` into MSB each cycle. Resetn async active-low. Output is Q0 (LSB). (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) if not (inputs['resetn'] & 1): (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) return {'out': 0} (TaskRunner pid=185828) self.q = ((self.q >> 1) | (inputs['in'] << 3)) & 0xF (TaskRunner pid=185828) return {'out': self.q & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:189 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5281.000 - global_seqlen/max:10674.000 - global_seqlen/minmax_diff:5393.000 - global_seqlen/balanced_min:7162.000 - global_seqlen/balanced_max:7171.000 - global_seqlen/mean:7165.625 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.307 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:237.078 - response_length/max:506.000 - response_length/min:116.000 - response_length/clip_ratio:0.000 - prompt_length/mean:658.625 - prompt_length/max:954.000 - prompt_length/min:517.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:27.678 - timing_s/reward:1.163 - timing_s/old_log_prob:9.189 - timing_s/adv:0.003 - timing_s/update_actor:64.090 - timing_s/step:102.131 - timing_per_token_ms/gen:1.824 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.118 - perf/total_num_tokens:57325.000 - perf/time_per_step:102.131 - perf/throughput:70.161 - reflection/any_word_frequency:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:237.078 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:237.078 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:237.078 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:237.078 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:237.078 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:237.078 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:237.078 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:237.078 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:237.078 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:237.078 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:237.078 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:237.078 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:2.000 - language_mix/ratio:0.031 - language_mix/with_length_mean:265.500 - language_mix/without_length_mean:236.161 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple moving average over last 8 samples. Keep a circular buffer of 8 8-bit values. On reset clear buffer, out=0. Each cycle: shift in new sample, compute average = sum//8, saturate to 0..255. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.buf = [0]*8 (TaskRunner pid=185828) self.idx = 0 (TaskRunner pid=185828) self.out = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 95%|█████████▌| 190/200 [7:31:07<17:43, 106.33s/it] (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) if not inputs['rst']: (TaskRunner pid=185828) self.buf = [0]*8 (TaskRunner pid=185828) self.idx = 0 (TaskRunner pid=185828) self.out = 0 (TaskRunner pid=185828) return {'out_dat': 0} (TaskRunner pid=185828) v = inputs['in_dat'] & 0xFF (TaskRunner pid=185828) s = 0 (TaskRunner pid=185828) for i in range(8): (TaskRunner pid=185828) s += self.buf[i] (TaskRunner pid=185828) self.out = (s // 8) & 0xFF (TaskRunner pid=185828) self.buf[self.idx] = v (TaskRunner pid=185828) self.idx = (self.idx + 1) % 8 (TaskRunner pid=185828) return {'out_dat': self.out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:190 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5228.000 - global_seqlen/max:7829.000 - global_seqlen/minmax_diff:2601.000 - global_seqlen/balanced_min:6504.000 - global_seqlen/balanced_max:6507.000 - global_seqlen/mean:6505.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.328 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:205.906 - response_length/max:445.000 - response_length/min:102.000 - response_length/clip_ratio:0.000 - prompt_length/mean:607.250 - prompt_length/max:775.000 - prompt_length/min:502.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:24.674 - timing_s/reward:1.194 - timing_s/old_log_prob:8.605 - timing_s/adv:0.003 - timing_s/update_actor:63.546 - timing_s/step:98.030 - timing_per_token_ms/gen:1.872 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.221 - perf/total_num_tokens:52042.000 - perf/time_per_step:98.030 - perf/throughput:66.360 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:233.333 - reflection/without_length_mean:204.557 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:205.906 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:2.000 - reflection_check/with_check_length_mean:208.500 - reflection_check/without_check_length_mean:205.823 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:205.906 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:205.906 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:205.906 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:205.906 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:237.000 - reflection_correct/without_correct_length_mean:204.903 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:205.906 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:205.906 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:205.906 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:205.906 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:205.906 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Clock divide by 100000. Use a counter 0..99999. Toggle every half period => count to 50000-1 then toggle. 32-bit counter OK. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.counter = 0 (TaskRunner pid=185828) self.out = 0 (TaskRunner pid=185828) self.MAX = 100000 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) # clk_in is a clock; each eval() = one posedge (TaskRunner pid=185828) self.counter += 1 (TaskRunner pid=185828) if self.counter >= self.MAX // 2:(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 96%|█████████▌| 191/200 [7:32:44<15:32, 103.57s/it] (TaskRunner pid=185828) self.out ^= 1 (TaskRunner pid=185828) self.counter = 0 (TaskRunner pid=185828) return {'clk_out': self.out & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:191 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5329.000 - global_seqlen/max:7367.000 - global_seqlen/minmax_diff:2038.000 - global_seqlen/balanced_min:6282.000 - global_seqlen/balanced_max:6286.000 - global_seqlen/mean:6283.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.316 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:193.297 - response_length/max:369.000 - response_length/min:91.000 - response_length/clip_ratio:0.000 - prompt_length/mean:592.125 - prompt_length/max:637.000 - prompt_length/min:493.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:21.638 - timing_s/reward:1.217 - timing_s/old_log_prob:8.794 - timing_s/adv:0.004 - timing_s/update_actor:65.412 - timing_s/step:97.073 - timing_per_token_ms/gen:1.749 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.301 - perf/total_num_tokens:50267.000 - perf/time_per_step:97.073 - perf/throughput:64.728 - reflection/any_word_frequency:2.000 - reflection/with_length_mean:160.500 - reflection/without_length_mean:194.355 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:193.297 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:193.297 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:193.297 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:193.297 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:193.297 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:193.297 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:152.000 - reflection_correct/without_correct_length_mean:193.952 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:193.297 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:169.000 - reflection_adjust/without_adjust_length_mean:193.683 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:193.297 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:193.297 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:193.297 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Set-Reset latch from NAND cross-coupled pair. Combine s/r with clock using wiring that matches given truth table: on clock high, s forces q=1, r forces q=0, both low holds. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) s = inputs['s'] & 1 (TaskRunner pid=185828) r = inputs['r'] & 1 (TaskRunner pid=185828) ck = inputs['clk'] & 1 (TaskRunner pid=185828) if ck: (TaskRunner pid=185828) if s and not r: (TaskRunner pid=185828) self.q = 1 (TaskRunner pid=185828) elif r and not s: (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) return {'q': self.q & 1, 'qbar': (~self.q) & 1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:192 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5673.000 - global_seqlen/max:9930.000 - global_seqlen/minmax_diff:4257.000 - global_seqlen/balanced_min:7176.000 - global_seqlen/balanced_max:7184.000 - global_seqlen/mean:7180.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.323 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:252.391 - response_length/max:482.000 - response_length/min:122.000 - response_length/clip_ratio:0.000 - prompt_length/mean:645.125 - prompt_length/max:884.000 - prompt_length/min:488.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:27.354 - timing_s/reward:1.235 - timing_s/old_log_prob:8.861 - timing_s/adv:0.003 - timing_s/update_actor:66.059 - timing_s/step:103.519 - timing_per_token_ms/gen:1.693 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.150 - perf/total_num_tokens:57441.000 - perf/time_per_step:103.519 - perf/throughput:69.360 - reflection/any_word_frequency:4.000 - reflection/with_length_mean:282.667 - reflection/without_length_mean:250.902 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:252.391 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:146.000 - reflection_check/without_check_length_mean:254.079 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:252.391 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:252.391 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:252.391 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:252.391 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:460.000 - reflection_correct/without_correct_length_mean:249.095 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:252.391 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:1.000 - reflection_adjust/with_adjust_length_mean:242.000 - reflection_adjust/without_adjust_length_mean:252.556 - reflection_adjust/with_adjust_correct_ratio:0.000 - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:0.000 - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:252.391 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:252.391 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:252.391 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:169.000 - language_mix/without_length_mean:253.714 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 96%|█████████▌| 192/200 [7:34:28<13:48, 103.57s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 96%|█████████▋| 193/200 [7:36:18<12:18, 105.50s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 6-bit ripple-carry adder. Sum = a + b + ci (mod 64), carry-out = overflow bit. No need for explicit g/p logic in Python; just compute the arithmetic result. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) a = inputs['a'] & 0x3F (TaskRunner pid=185828) b = inputs['b'] & 0x3F (TaskRunner pid=185828) ci = inputs['ci'] & 1 (TaskRunner pid=185828) total = a + b + ci (TaskRunner pid=185828) s = total & 0x3F (TaskRunner pid=185828) co = (total >> 6) & 1 (TaskRunner pid=185828) return {'s': s, 'co': co} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:193 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5483.000 - global_seqlen/max:10788.000 - global_seqlen/minmax_diff:5305.000 - global_seqlen/balanced_min:6988.000 - global_seqlen/balanced_max:6992.000 - global_seqlen/mean:6990.250 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.322 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:248.031 - response_length/max:640.000 - response_length/min:115.000 - response_length/clip_ratio:0.000 - prompt_length/mean:625.750 - prompt_length/max:905.000 - prompt_length/min:510.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:34.819 - timing_s/reward:1.235 - timing_s/old_log_prob:8.971 - timing_s/adv:0.003 - timing_s/update_actor:64.870 - timing_s/step:109.907 - timing_per_token_ms/gen:2.193 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.160 - perf/total_num_tokens:55922.000 - perf/time_per_step:109.907 - perf/throughput:63.602 - reflection/any_word_frequency:14.000 - reflection/with_length_mean:307.273 - reflection/without_length_mean:235.736 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:248.031 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:14.000 - reflection_check/with_check_length_mean:307.273 - reflection_check/without_check_length_mean:235.736 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:248.031 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:248.031 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:248.031 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:248.031 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:248.031 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:248.031 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:248.031 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:248.031 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:248.031 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:248.031 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple XOR of two 32-bit vectors. WDDL flavor text is irrelevant for simulation. Result = a ^ b, masked to 32 bits. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['d0_p_in'] & 0xFFFFFFFF(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 97%|█████████▋| 194/200 [7:38:02<10:31, 105.20s/it] (TaskRunner pid=185828) b = inputs['d1_p_in'] & 0xFFFFFFFF (TaskRunner pid=185828) return {'d_p_out': a ^ b, 'd_n_out': (a ^ b) ^ 0xFFFFFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:194 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5846.000 - global_seqlen/max:10810.000 - global_seqlen/minmax_diff:4964.000 - global_seqlen/balanced_min:7414.000 - global_seqlen/balanced_max:7418.000 - global_seqlen/mean:7416.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.348 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:249.547 - response_length/max:513.000 - response_length/min:100.000 - response_length/clip_ratio:0.000 - prompt_length/mean:677.500 - prompt_length/max:918.000 - prompt_length/min:593.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:28.382 - timing_s/reward:1.202 - timing_s/old_log_prob:8.681 - timing_s/adv:0.003 - timing_s/update_actor:66.150 - timing_s/step:104.427 - timing_per_token_ms/gen:1.777 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.115 - perf/total_num_tokens:59331.000 - perf/time_per_step:104.427 - perf/throughput:71.020 - reflection/any_word_frequency:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:249.547 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:0.000 - reflection_check/with_check_length_mean:nan - reflection_check/without_check_length_mean:249.547 - reflection_check/with_check_correct_ratio:nan - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:nan - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:249.547 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:249.547 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:249.547 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:249.547 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:249.547 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:249.547 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:249.547 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:249.547 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:249.547 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:249.547 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple dual-port RAM: fixed 1024x8 in Python. Each cycle: if weA write addrA then qA same written data else qA = mem[addrA]; same for B. Independent ports, no conflict checks needed. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.mem = [0] * 1024 (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['addrA'] & 0x3FF (TaskRunner pid=185828) b = inputs['addrB'] & 0x3FF (TaskRunner pid=185828) if inputs['weA']: (TaskRunner pid=185828) self.mem[a] = inputs['dataA'] & 0xFF (TaskRunner pid=185828) qA = self.mem[a] (TaskRunner pid=185828) if inputs['weB']: (TaskRunner pid=185828) self.mem[b] = inputs['dataB'] & 0xFF (TaskRunner pid=185828) qB = self.mem[b] (TaskRunner pid=185828) return {'qA': qA, 'qB': qB} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:195 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5302.000 - global_seqlen/max:8367.000 - global_seqlen/minmax_diff:3065.000 - global_seqlen/balanced_min:6987.000 - global_seqlen/balanced_max:6994.000 - global_seqlen/mean:6992.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.328 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:230.297 - response_length/max:496.000 - response_length/min:105.000 - response_length/clip_ratio:0.000 - prompt_length/mean:643.750 - prompt_length/max:759.000 - prompt_length/min:540.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:27.332 - timing_s/reward:1.217 - timing_s/old_log_prob:8.635 - timing_s/adv:0.003 - timing_s/update_actor:63.217 - timing_s/step:100.413 - timing_per_token_ms/gen:1.854 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:1.130 - perf/total_num_tokens:55939.000 - perf/time_per_step:100.413 - perf/throughput:69.636 - reflection/any_word_frequency:2.000 - reflection/with_length_mean:239.000 - reflection/without_length_mean:230.016 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:230.297 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:221.000 - reflection_check/without_check_length_mean:230.444 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:230.297 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:230.297 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:1.000 - reflection_reflect/with_reflect_length_mean:257.000 - reflection_reflect/without_reflect_length_mean:229.873 - reflection_reflect/with_reflect_correct_ratio:0.000 - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:0.000 - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:230.297 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:230.297 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:230.297 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:230.297 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:230.297 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:230.297 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:230.297 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:312.000 - language_mix/without_length_mean:229.000 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 98%|█████████▊| 195/200 [7:39:43<08:38, 103.78s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Main decoder: map 6-bit opcode to control signals. R-type (opcode=0x33): regdst=1, aluop=2, regwrite=1. LW (0x23): aluop=0, alusrc=1, memtoreg=1, regwrite=1. SW (0x2b): aluop=0, alusrc=1, memwrite=1. BEQ (0x4): aluop=1, branch=1. ADDI (0x8): aluop=0, alusrc=1, regwrite=1. J (0x2): jump=1, aluop=0. Default: all 0. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) op = inputs['op'] & 0x3F (TaskRunner pid=185828) if op == 0x33: # R-type (TaskRunner pid=185828) return {'regdst':1,'aluop':2,'regwrite':1,'jump':0,'branch':0,'memtoreg':0,'memwrite':0,'alusrc':0} (TaskRunner pid=185828) elif op == 0x23: # LW (TaskRunner pid=185828) return {'regdst':0,'aluop':0,'regwrite':1,'jump':0,'branch':0,'memtoreg':1,'memwrite':0,'alusrc':1} (TaskRunner pid=185828) elif op == 0x2b: # SW (TaskRunner pid=185828) return {'regdst':0,'aluop':0,'regwrite':0,'jump':0,'branch':0,'memtoreg':0,'memwrite':1,'alusrc':1} (TaskRunner pid=185828) elif op == 0x04: # BEQ (TaskRunner pid=185828) return {'regdst':0,'aluop':1,'regwrite':0,'jump':0,'branch':1,'memtoreg':0,'memwrite':0,'alusrc':0} (TaskRunner pid=185828) elif op == 0x08: # ADDI (TaskRunner pid=185828) return {'regdst':0,'aluop':0,'regwrite':1,'jump':0,'branch':0,'memtoreg':0,'memwrite':0,'alusrc':1} (TaskRunner pid=185828) elif op == 0x02: # J (TaskRunner pid=185828) return {'regdst':0,'aluop':0,'regwrite':0,'jump':1,'branch':0,'memtoreg':0,'memwrite':0,'alusrc':0} (TaskRunner pid=185828) else: (TaskRunner pid=185828) return {'regdst':0,'aluop':0,'regwrite':0,'jump':0,'branch':0,'memtoreg':0,'memwrite':0,'alusrc':0} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:196 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5622.000 - global_seqlen/max:10359.000 - global_seqlen/minmax_diff:4737.000 - global_seqlen/balanced_min:7978.000 - global_seqlen/balanced_max:7982.000 - global_seqlen/mean:7979.875 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.331 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:306.859 - response_length/max:657.000 - response_length/min:135.000 - response_length/clip_ratio:0.000 - prompt_length/mean:690.625 - prompt_length/max:853.000 - prompt_length/min:550.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:35.645 - timing_s/reward:1.184 - timing_s/old_log_prob:8.677 - timing_s/adv:0.003 - timing_s/update_actor:62.619 - timing_s/step:108.137 - timing_per_token_ms/gen:1.815 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.981 - perf/total_num_tokens:63839.000 - perf/time_per_step:108.137 - perf/throughput:73.794 - reflection/any_word_frequency:2.000 - reflection/with_length_mean:376.000 - reflection/without_length_mean:304.629 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:306.859 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:357.000 - reflection_check/without_check_length_mean:306.064 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:306.859 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:306.859 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:306.859 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:306.859 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:1.000 - reflection_correct/with_correct_length_mean:395.000 - reflection_correct/without_correct_length_mean:305.460 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:306.859 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:306.859 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:306.859 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:306.859 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:306.859 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000(TaskRunner pid=185828) Training Progress: 98%|█████████▊| 196/200 [7:41:31<07:00, 105.11s/it] (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Forwarding unit: priority EX/MEM over MEM/WB. If EXMEM regWrite and dest!=0, set ForwardA=10 if IDEX_rs matches. Else if MEMWB regWrite and dest!=0, ForwardA=01 if IDEX_rs matches. Same for ForwardB with IDEX_rt. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) rs = inputs['IDEX_rs'] (TaskRunner pid=185828) rt = inputs['IDEX_rt'] (TaskRunner pid=185828) ed = inputs['EXMEM_regDest'] (TaskRunner pid=185828) md = inputs['MEMWB_regDest'] (TaskRunner pid=185828) ew = inputs['EXMEM_regWrite'] & 1 (TaskRunner pid=185828) mw = inputs['MEMWB_regWrite'] & 1 (TaskRunner pid=185828) def fwd(r, d1, d2, w1, w2): (TaskRunner pid=185828) if w1 and d1 != 0 and d1 == r: (TaskRunner pid=185828) return 2 # 10 (TaskRunner pid=185828) if w2 and d2 != 0 and d2 == r: (TaskRunner pid=185828) return 1 # 01 (TaskRunner pid=185828) return 0 # 00 (TaskRunner pid=185828) F_A = fwd(rs, ed, md, ew, mw) (TaskRunner pid=185828) F_B = fwd(rt, ed, md, ew, mw) (TaskRunner pid=185828) return {'ForwardA': F_A & 3, 'ForwardB': F_B & 3} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:197 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5798.000 - global_seqlen/max:9445.000 - global_seqlen/minmax_diff:3647.000 - global_seqlen/balanced_min:7637.000 - global_seqlen/balanced_max:7650.000 - global_seqlen/mean:7648.000 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.334 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:263.625 - response_length/max:769.000 - response_length/min:112.000 - response_length/clip_ratio:0.000 - prompt_length/mean:692.375 - prompt_length/max:897.000 - prompt_length/min:527.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:40.319 - timing_s/reward:1.172 - timing_s/old_log_prob:8.997 - timing_s/adv:0.003 - timing_s/update_actor:60.549 - timing_s/step:111.048 - timing_per_token_ms/gen:2.390 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.990 - perf/total_num_tokens:61184.000 - perf/time_per_step:111.048 - perf/throughput:68.871 - reflection/any_word_frequency:6.000 - reflection/with_length_mean:309.833 - reflection/without_length_mean:258.845 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:263.625 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:6.000 - reflection_check/with_check_length_mean:309.833 - reflection_check/without_check_length_mean:258.845 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:263.625 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:263.625 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:263.625 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:263.625 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:0.000 - reflection_correct/with_correct_length_mean:nan - reflection_correct/without_correct_length_mean:263.625 - reflection_correct/with_correct_correct_ratio:nan - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:nan - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:263.625 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:263.625 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:263.625 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:263.625 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:263.625 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 98%|█████████▊| 197/200 [7:43:22<05:20, 106.91s/it] (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 99%|█████████▉| 198/200 [7:45:11<03:35, 107.60s/it] (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 4-bit adder: s = a XOR b XOR c XOR d. Carry0 needs a majority-of-four rule (at least 3 bits set). Carry1 = a&b&c&d. Enumerate all 16 input combinations; for each, sum = a+b+c+d (0..4); s = sum%2, c0 = 1 when sum>=3 and not all four (i.e. sum==3), c1 = 1 when sum==4. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) pass (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs: dict) -> dict: (TaskRunner pid=185828) a = inputs['a'] & 1 (TaskRunner pid=185828) b = inputs['b'] & 1 (TaskRunner pid=185828) c = inputs['c'] & 1 (TaskRunner pid=185828) d = inputs['d'] & 1 (TaskRunner pid=185828) total = a + b + c + d (TaskRunner pid=185828) s = total & 1 (TaskRunner pid=185828) c0 = 1 if total == 3 else 0 (TaskRunner pid=185828) c1 = 1 if total == 4 else 0 (TaskRunner pid=185828) return {'s': s, 'c0': c0, 'c1': c1} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:198 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5453.000 - global_seqlen/max:13866.000 - global_seqlen/minmax_diff:8413.000 - global_seqlen/balanced_min:7987.000 - global_seqlen/balanced_max:7992.000 - global_seqlen/mean:7990.125 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.378 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:301.766 - response_length/max:709.000 - response_length/min:121.000 - response_length/clip_ratio:0.000 - prompt_length/mean:697.000 - prompt_length/max:1102.000 - prompt_length/min:534.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:37.549 - timing_s/reward:1.176 - timing_s/old_log_prob:8.593 - timing_s/adv:0.003 - timing_s/update_actor:61.818 - timing_s/step:109.146 - timing_per_token_ms/gen:1.944 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.967 - perf/total_num_tokens:63921.000 - perf/time_per_step:109.146 - perf/throughput:73.206 - reflection/any_word_frequency:7.000 - reflection/with_length_mean:392.167 - reflection/without_length_mean:292.414 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:1.000 - reflection_verify/with_verify_length_mean:138.000 - reflection_verify/without_verify_length_mean:304.365 - reflection_verify/with_verify_correct_ratio:0.000 - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:0.000 - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:4.000 - reflection_check/with_check_length_mean:399.000 - reflection_check/without_check_length_mean:295.283 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:301.766 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:301.766 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:301.766 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:301.766 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:2.000 - reflection_correct/with_correct_length_mean:603.000 - reflection_correct/without_correct_length_mean:292.048 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:301.766 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:301.766 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:301.766 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:301.766 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:301.766 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:1.000 - language_mix/ratio:0.016 - language_mix/with_length_mean:143.000 - language_mix/without_length_mean:304.286 - language_mix/with_correct_ratio:0.000 - language_mix/without_correct_ratio:0.000 - language_mix/with_reward_mean:0.000 - language_mix/without_reward_mean:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Simple 6-to-4 LUT: row = s_in[1] ^ s_in[5], col = s_in[4:2]. Index into a fixed 8x8 table built from the reference values. Return 4-bit result.(TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/fromnumeric.py:3504: RuntimeWarning: Mean of empty slice. (TaskRunner pid=185828) return _methods._mean(a, axis=axis, dtype=dtype, (TaskRunner pid=185828) /usr/local/lib/python3.12/dist-packages/numpy/core/_methods.py:129: RuntimeWarning: invalid value encountered in divide (TaskRunner pid=185828) ret = ret.dtype.type(ret / rcount) (TaskRunner pid=185828) Training Progress: 100%|█████████▉| 199/200 [7:46:59<01:47, 107.59s/it] (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) table = [0,2,4,6,8,10,12,14, # row=0 (TaskRunner pid=185828) 1,3,5,7,9,11,13,15, # row=1 (TaskRunner pid=185828) 0,2,4,6,8,10,12,14, (TaskRunner pid=185828) 1,3,5,7,9,11,13,15, (TaskRunner pid=185828) 0,1,2,3,4,5,6,7, (TaskRunner pid=185828) 8,9,10,11,12,13,14,15, (TaskRunner pid=185828) 0,1,2,3,4,5,6,7, (TaskRunner pid=185828) 8,9,10,11,12,13,14,15] (TaskRunner pid=185828) self.table = table (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) x = inputs['s_in'] & 0x3F (TaskRunner pid=185828) row = ((x >> 1) & 1) ^ ((x >> 5) & 1) (TaskRunner pid=185828) col = (x >> 2) & 0x7 (TaskRunner pid=185828) out = self.table[row * 8 + col] & 0xF (TaskRunner pid=185828) return {'s_out': out} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) step:199 - critic/kl:0.000 - critic/kl_coeff:0.000 - global_seqlen/min:5746.000 - global_seqlen/max:10282.000 - global_seqlen/minmax_diff:4536.000 - global_seqlen/balanced_min:7609.000 - global_seqlen/balanced_max:7624.000 - global_seqlen/mean:7612.375 - actor/entropy:0.000 - actor/pg_loss:0.000 - actor/pg_clipfrac:0.000 - actor/ppo_kl:0.000 - actor/grad_norm:0.000 - perf/mfu/actor:0.000 - perf/max_memory_allocated_gb:70.947 - perf/max_memory_reserved_gb:116.980 - perf/cpu_memory_used_gb:232.345 - actor/lr:0.000 - critic/score/mean:0.000 - critic/score/max:0.000 - critic/score/min:0.000 - critic/rewards/mean:0.000 - critic/rewards/max:0.000 - critic/rewards/min:0.000 - critic/advantages/mean:0.000 - critic/advantages/max:0.000 - critic/advantages/min:0.000 - critic/returns/mean:0.000 - critic/returns/max:0.000 - critic/returns/min:0.000 - response_length/mean:274.922 - response_length/max:705.000 - response_length/min:112.000 - response_length/clip_ratio:0.000 - prompt_length/mean:676.625 - prompt_length/max:862.000 - prompt_length/min:565.000 - prompt_length/clip_ratio:0.000 - timing_s/gen:37.262 - timing_s/reward:1.230 - timing_s/old_log_prob:9.031 - timing_s/adv:0.003 - timing_s/update_actor:59.950 - timing_s/step:107.485 - timing_per_token_ms/gen:2.118 - timing_per_token_ms/adv:0.000 - timing_per_token_ms/update_actor:0.984 - perf/total_num_tokens:60899.000 - perf/time_per_step:107.485 - perf/throughput:70.823 - reflection/any_word_frequency:5.000 - reflection/with_length_mean:450.200 - reflection/without_length_mean:260.068 - reflection/with_correct_ratio:0.000 - reflection/without_correct_ratio:0.000 - reflection/with_reward_mean:0.000 - reflection/without_reward_mean:0.000 - reflection_verify/word_verify_frequency:0.000 - reflection_verify/with_verify_length_mean:nan - reflection_verify/without_verify_length_mean:274.922 - reflection_verify/with_verify_correct_ratio:nan - reflection_verify/without_verify_correct_ratio:0.000 - reflection_verify/with_verify_reward_mean:nan - reflection_verify/without_verify_reward_mean:0.000 - reflection_check/word_check_frequency:1.000 - reflection_check/with_check_length_mean:513.000 - reflection_check/without_check_length_mean:271.143 - reflection_check/with_check_correct_ratio:0.000 - reflection_check/without_check_correct_ratio:0.000 - reflection_check/with_check_reward_mean:0.000 - reflection_check/without_check_reward_mean:0.000 - reflection_confirm/word_confirm_frequency:0.000 - reflection_confirm/with_confirm_length_mean:nan - reflection_confirm/without_confirm_length_mean:274.922 - reflection_confirm/with_confirm_correct_ratio:nan - reflection_confirm/without_confirm_correct_ratio:0.000 - reflection_confirm/with_confirm_reward_mean:nan - reflection_confirm/without_confirm_reward_mean:0.000 - reflection_however/word_however_frequency:0.000 - reflection_however/with_however_length_mean:nan - reflection_however/without_however_length_mean:274.922 - reflection_however/with_however_correct_ratio:nan - reflection_however/without_however_correct_ratio:0.000 - reflection_however/with_however_reward_mean:nan - reflection_however/without_however_reward_mean:0.000 - reflection_reflect/word_reflect_frequency:0.000 - reflection_reflect/with_reflect_length_mean:nan - reflection_reflect/without_reflect_length_mean:274.922 - reflection_reflect/with_reflect_correct_ratio:nan - reflection_reflect/without_reflect_correct_ratio:0.000 - reflection_reflect/with_reflect_reward_mean:nan - reflection_reflect/without_reflect_reward_mean:0.000 - reflection_wait/word_wait_frequency:0.000 - reflection_wait/with_wait_length_mean:nan - reflection_wait/without_wait_length_mean:274.922 - reflection_wait/with_wait_correct_ratio:nan - reflection_wait/without_wait_correct_ratio:0.000 - reflection_wait/with_wait_reward_mean:nan - reflection_wait/without_wait_reward_mean:0.000 - reflection_correct/word_correct_frequency:4.000 - reflection_correct/with_correct_length_mean:434.500 - reflection_correct/without_correct_length_mean:264.283 - reflection_correct/with_correct_correct_ratio:0.000 - reflection_correct/without_correct_correct_ratio:0.000 - reflection_correct/with_correct_reward_mean:0.000 - reflection_correct/without_correct_reward_mean:0.000 - reflection_revise/word_revise_frequency:0.000 - reflection_revise/with_revise_length_mean:nan - reflection_revise/without_revise_length_mean:274.922 - reflection_revise/with_revise_correct_ratio:nan - reflection_revise/without_revise_correct_ratio:0.000 - reflection_revise/with_revise_reward_mean:nan - reflection_revise/without_revise_reward_mean:0.000 - reflection_adjust/word_adjust_frequency:0.000 - reflection_adjust/with_adjust_length_mean:nan - reflection_adjust/without_adjust_length_mean:274.922 - reflection_adjust/with_adjust_correct_ratio:nan - reflection_adjust/without_adjust_correct_ratio:0.000 - reflection_adjust/with_adjust_reward_mean:nan - reflection_adjust/without_adjust_reward_mean:0.000 - reflection_re-evaluate/word_re-evaluate_frequency:0.000 - reflection_re-evaluate/with_re-evaluate_length_mean:nan - reflection_re-evaluate/without_re-evaluate_length_mean:274.922 - reflection_re-evaluate/with_re-evaluate_correct_ratio:nan - reflection_re-evaluate/without_re-evaluate_correct_ratio:0.000 - reflection_re-evaluate/with_re-evaluate_reward_mean:nan - reflection_re-evaluate/without_re-evaluate_reward_mean:0.000 - reflection_re-examine/word_re-examine_frequency:0.000 - reflection_re-examine/with_re-examine_length_mean:nan - reflection_re-examine/without_re-examine_length_mean:274.922 - reflection_re-examine/with_re-examine_correct_ratio:nan - reflection_re-examine/without_re-examine_correct_ratio:0.000 - reflection_re-examine/with_re-examine_reward_mean:nan - reflection_re-examine/without_re-examine_reward_mean:0.000 - reflection_yet/word_yet_frequency:0.000 - reflection_yet/with_yet_length_mean:nan - reflection_yet/without_yet_length_mean:274.922 - reflection_yet/with_yet_correct_ratio:nan - reflection_yet/without_yet_correct_ratio:0.000 - reflection_yet/with_yet_reward_mean:nan - reflection_yet/without_yet_reward_mean:0.000 - language_mix/frequency:0.000 - language_mix/ratio:0.000 - train/num_gen_batches:1.000 (TaskRunner pid=185828) Length of batch_part and new_batch: 13 8 (TaskRunner pid=185828) len(new_batch) is 8 (TaskRunner pid=185828) Vertical counter 0..524 mod 525. Only increments when enable. 16-bit output. (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) (TaskRunner pid=185828) ```python (TaskRunner pid=185828) class TopModule: (TaskRunner pid=185828) def __init__(self): (TaskRunner pid=185828) self.q = 0(TaskRunner pid=185828) Unhandled error (suppress with 'RAY_IGNORE_UNHANDLED_ERRORS=1'): ray::WorkerDict.actor_rollout_generate_sequences() (pid=187466, ip=10.4.130.138, actor_id=1d42b1656f95994afc4732e101000000, repr=) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/ray/base.py", line 419, in func (TaskRunner pid=185828) return getattr(self.worker_dict[key], name)(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/base/decorator.py", line 404, in inner (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/fsdp_workers.py", line 518, in generate_sequences (TaskRunner pid=185828) output = self.rollout.generate_sequences(prompts=prompts) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 46, in generate_sequences (TaskRunner pid=185828) output = [self._generate_minibatch(p) for p in batch_prompts] (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 98, in _generate_minibatch (TaskRunner pid=185828) output = self.module.generate( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2535, in generate (TaskRunner pid=185828) result = decoding_method( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2728, in _sample (TaskRunner pid=185828) outputs = self._prefill( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 3776, in _prefill (TaskRunner pid=185828) return self(**model_inputs, return_dict=True) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 843, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1845, in forward (TaskRunner pid=185828) outputs: BaseModelOutputWithPast = self.model( (TaskRunner pid=185828) ^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 917, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/output_capturing.py", line 253, in wrapper (TaskRunner pid=185828) outputs = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1372, in forward (TaskRunner pid=185828) hidden_states = decoder_layer( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/modeling_layers.py", line 93, in __call__ (TaskRunner pid=185828) return super().__call__(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 857, in forward (TaskRunner pid=185828) hidden_states = self.linear_attn( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 593, in forward (TaskRunner pid=185828) core_attn_out, last_recurrent_state = self.chunk_gated_delta_rule( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 338, in torch_chunk_gated_delta_rule (TaskRunner pid=185828) key = l2norm(key, dim=-1, eps=1e-6) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 321, in l2norm (TaskRunner pid=185828) return x * inv_norm (TaskRunner pid=185828) ~~^~~~~~~~~~ (TaskRunner pid=185828) torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 12.50 GiB. GPU 0 has a total capacity of 139.72 GiB of which 11.84 GiB is free. Including non-PyTorch memory, this process has 0 bytes memory in use. Of the allocated memory 119.72 GiB is allocated by PyTorch, and 6.51 GiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://pytorch.org/docs/stable/notes/cuda.html#environment-variables) (TaskRunner pid=185828) Unhandled error (suppress with 'RAY_IGNORE_UNHANDLED_ERRORS=1'): ray::WorkerDict.actor_rollout_generate_sequences() (pid=187467, ip=10.4.130.138, actor_id=9ab9a2607939f551aa39273601000000, repr=) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/ray/base.py", line 419, in func (TaskRunner pid=185828) return getattr(self.worker_dict[key], name)(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/base/decorator.py", line 404, in inner (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/fsdp_workers.py", line 518, in generate_sequences (TaskRunner pid=185828) output = self.rollout.generate_sequences(prompts=prompts) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 46, in generate_sequences (TaskRunner pid=185828) output = [self._generate_minibatch(p) for p in batch_prompts] (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 98, in _generate_minibatch (TaskRunner pid=185828) output = self.module.generate( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2535, in generate (TaskRunner pid=185828) result = decoding_method( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2728, in _sample (TaskRunner pid=185828) outputs = self._prefill( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 3776, in _prefill (TaskRunner pid=185828) return self(**model_inputs, return_dict=True) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 843, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1845, in forward (TaskRunner pid=185828) outputs: BaseModelOutputWithPast = self.model( (TaskRunner pid=185828) ^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 917, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/output_capturing.py", line 253, in wrapper (TaskRunner pid=185828) outputs = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1372, in forward (TaskRunner pid=185828) hidden_states = decoder_layer( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/modeling_layers.py", line 93, in __call__ (TaskRunner pid=185828) return super().__call__(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 857, in forward (TaskRunner pid=185828) hidden_states = self.linear_attn( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 593, in forward (TaskRunner pid=185828) core_attn_out, last_recurrent_state = self.chunk_gated_delta_rule( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 338, in torch_chunk_gated_delta_rule (TaskRunner pid=185828) key = l2norm(key, dim=-1, eps=1e-6) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 321, in l2norm (TaskRunner pid=185828) return x * inv_norm (TaskRunner pid=185828) ~~^~~~~~~~~~ (TaskRunner pid=185828) torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 12.50 GiB. GPU 0 has a total capacity of 139.72 GiB of which 11.84 GiB is free. Including non-PyTorch memory, this process has 0 bytes memory in use. Of the allocated memory 119.72 GiB is allocated by PyTorch, and 6.51 GiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://pytorch.org/docs/stable/notes/cuda.html#environment-variables) (TaskRunner pid=185828) wandb: (TaskRunner pid=185828) wandb: Run history: (TaskRunner pid=185828) wandb: actor/entropy ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ (TaskRunner pid=185828) wandb: actor/grad_norm █▄▁▁▅▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ (TaskRunner pid=185828) wandb: actor/lr ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ (TaskRunner pid=185828) wandb: actor/pg_clipfrac ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ (TaskRunner pid=185828) wandb: actor/pg_loss ▆▁▃█▃▃█▃▃▇▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃ (TaskRunner pid=185828) wandb: actor/ppo_kl ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ (TaskRunner pid=185828) wandb: critic/advantages/max █▇▄▁▂▃▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▂▁▁▁▁▁ (TaskRunner pid=185828) wandb: critic/advantages/mean ▁▃███▁█████████████████████▁████████████ (TaskRunner pid=185828) wandb: critic/advantages/min ▁▁█████▁▁███████████████████████████████ (TaskRunner pid=185828) wandb: critic/kl ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁ (TaskRunner pid=185828) wandb: +141 ... (TaskRunner pid=185828) wandb: (TaskRunner pid=185828) wandb: Run summary: (TaskRunner pid=185828) wandb: actor/entropy 0 (TaskRunner pid=185828) wandb: actor/grad_norm 0 (TaskRunner pid=185828) wandb: actor/lr 0.0 (TaskRunner pid=185828) wandb: actor/pg_clipfrac 0 (TaskRunner pid=185828) wandb: actor/pg_loss 0 (TaskRunner pid=185828) wandb: actor/ppo_kl 0 (TaskRunner pid=185828) wandb: critic/advantages/max 0 (TaskRunner pid=185828) wandb: critic/advantages/mean 0 (TaskRunner pid=185828) wandb: critic/advantages/min 0 (TaskRunner pid=185828) wandb: critic/kl 0 (TaskRunner pid=185828) wandb: +141 ... (TaskRunner pid=185828) wandb: (TaskRunner pid=185828) wandb: You can sync this run to the cloud by running: (TaskRunner pid=185828) wandb: wandb sync /opt/codev-r1/verl/wandb/offline-run-20260505_084958-0z2ztxz0 (TaskRunner pid=185828) wandb: Find logs at: ./wandb/offline-run-20260505_084958-0z2ztxz0/logs (TaskRunner pid=185828) Training Progress: 100%|█████████▉| 199/200 [7:48:48<02:21, 141.35s/it] (TaskRunner pid=185828) Unhandled error (suppress with 'RAY_IGNORE_UNHANDLED_ERRORS=1'): ray::WorkerDict.actor_rollout_generate_sequences() (pid=187143, ip=10.4.130.138, actor_id=4cb45d21728fdfa84ff504da01000000, repr=) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/ray/base.py", line 419, in func (TaskRunner pid=185828) return getattr(self.worker_dict[key], name)(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/base/decorator.py", line 404, in inner (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/fsdp_workers.py", line 518, in generate_sequences (TaskRunner pid=185828) output = self.rollout.generate_sequences(prompts=prompts) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 46, in generate_sequences (TaskRunner pid=185828) output = [self._generate_minibatch(p) for p in batch_prompts] (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 98, in _generate_minibatch (TaskRunner pid=185828) output = self.module.generate( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2535, in generate (TaskRunner pid=185828) result = decoding_method( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2728, in _sample (TaskRunner pid=185828) outputs = self._prefill( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 3776, in _prefill (TaskRunner pid=185828) return self(**model_inputs, return_dict=True) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 843, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1845, in forward (TaskRunner pid=185828) outputs: BaseModelOutputWithPast = self.model( (TaskRunner pid=185828) ^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 917, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/output_capturing.py", line 253, in wrapper (TaskRunner pid=185828) outputs = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1372, in forward (TaskRunner pid=185828) hidden_states = decoder_layer( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/modeling_layers.py", line 93, in __call__ (TaskRunner pid=185828) return super().__call__(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 857, in forward (TaskRunner pid=185828) hidden_states = self.linear_attn( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 593, in forward (TaskRunner pid=185828) core_attn_out, last_recurrent_state = self.chunk_gated_delta_rule( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 338, in torch_chunk_gated_delta_rule (TaskRunner pid=185828) key = l2norm(key, dim=-1, eps=1e-6) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 321, in l2norm (TaskRunner pid=185828) return x * inv_norm (TaskRunner pid=185828) ~~^~~~~~~~~~ (TaskRunner pid=185828) torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 12.50 GiB. GPU 0 has a total capacity of 139.72 GiB of which 11.84 GiB is free. Including non-PyTorch memory, this process has 0 bytes memory in use. Of the allocated memory 119.72 GiB is allocated by PyTorch, and 6.51 GiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://pytorch.org/docs/stable/notes/cuda.html#environment-variables) (TaskRunner pid=185828) Unhandled error (suppress with 'RAY_IGNORE_UNHANDLED_ERRORS=1'): ray::WorkerDict.actor_rollout_generate_sequences() (pid=187472, ip=10.4.130.138, actor_id=c177dff37c2a3902d0b9b73701000000, repr=) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/ray/base.py", line 419, in func (TaskRunner pid=185828) return getattr(self.worker_dict[key], name)(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/base/decorator.py", line 404, in inner (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/fsdp_workers.py", line 518, in generate_sequences (TaskRunner pid=185828) output = self.rollout.generate_sequences(prompts=prompts) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 46, in generate_sequences (TaskRunner pid=185828) output = [self._generate_minibatch(p) for p in batch_prompts] (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 98, in _generate_minibatch (TaskRunner pid=185828) output = self.module.generate( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2535, in generate (TaskRunner pid=185828) result = decoding_method( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2728, in _sample (TaskRunner pid=185828) outputs = self._prefill( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 3776, in _prefill (TaskRunner pid=185828) return self(**model_inputs, return_dict=True) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 843, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1845, in forward (TaskRunner pid=185828) outputs: BaseModelOutputWithPast = self.model( (TaskRunner pid=185828) ^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 917, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/output_capturing.py", line 253, in wrapper (TaskRunner pid=185828) outputs = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1372, in forward (TaskRunner pid=185828) hidden_states = decoder_layer( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/modeling_layers.py", line 93, in __call__ (TaskRunner pid=185828) return super().__call__(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 857, in forward (TaskRunner pid=185828) hidden_states = self.linear_attn( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 593, in forward (TaskRunner pid=185828) core_attn_out, last_recurrent_state = self.chunk_gated_delta_rule( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 338, in torch_chunk_gated_delta_rule (TaskRunner pid=185828) key = l2norm(key, dim=-1, eps=1e-6) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 321, in l2norm (TaskRunner pid=185828) return x * inv_norm (TaskRunner pid=185828) ~~^~~~~~~~~~ (TaskRunner pid=185828) torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 12.50 GiB. GPU 0 has a total capacity of 139.72 GiB of which 11.84 GiB is free. Including non-PyTorch memory, this process has 0 bytes memory in use. Of the allocated memory 119.72 GiB is allocated by PyTorch, and 6.51 GiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://pytorch.org/docs/stable/notes/cuda.html#environment-variables) (TaskRunner pid=185828) Unhandled error (suppress with 'RAY_IGNORE_UNHANDLED_ERRORS=1'): ray::WorkerDict.actor_rollout_generate_sequences() (pid=187471, ip=10.4.130.138, actor_id=56a52cc1dc83cce2ee0e797501000000, repr=) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/ray/base.py", line 419, in func (TaskRunner pid=185828) return getattr(self.worker_dict[key], name)(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/base/decorator.py", line 404, in inner (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/fsdp_workers.py", line 518, in generate_sequences (TaskRunner pid=185828) output = self.rollout.generate_sequences(prompts=prompts) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 46, in generate_sequences (TaskRunner pid=185828) output = [self._generate_minibatch(p) for p in batch_prompts] (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 98, in _generate_minibatch (TaskRunner pid=185828) output = self.module.generate( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2535, in generate (TaskRunner pid=185828) result = decoding_method( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2728, in _sample (TaskRunner pid=185828) outputs = self._prefill( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 3776, in _prefill (TaskRunner pid=185828) return self(**model_inputs, return_dict=True) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 843, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1845, in forward (TaskRunner pid=185828) outputs: BaseModelOutputWithPast = self.model( (TaskRunner pid=185828) ^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 917, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/output_capturing.py", line 253, in wrapper (TaskRunner pid=185828) outputs = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1372, in forward (TaskRunner pid=185828) hidden_states = decoder_layer( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/modeling_layers.py", line 93, in __call__ (TaskRunner pid=185828) return super().__call__(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 857, in forward (TaskRunner pid=185828) hidden_states = self.linear_attn( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 593, in forward (TaskRunner pid=185828) core_attn_out, last_recurrent_state = self.chunk_gated_delta_rule( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 338, in torch_chunk_gated_delta_rule (TaskRunner pid=185828) key = l2norm(key, dim=-1, eps=1e-6) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 321, in l2norm (TaskRunner pid=185828) return x * inv_norm (TaskRunner pid=185828) ~~^~~~~~~~~~ (TaskRunner pid=185828) torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 12.50 GiB. GPU 0 has a total capacity of 139.72 GiB of which 11.84 GiB is free. Including non-PyTorch memory, this process has 0 bytes memory in use. Of the allocated memory 119.72 GiB is allocated by PyTorch, and 6.51 GiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://pytorch.org/docs/stable/notes/cuda.html#environment-variables) (TaskRunner pid=185828) Unhandled error (suppress with 'RAY_IGNORE_UNHANDLED_ERRORS=1'): ray::WorkerDict.actor_rollout_generate_sequences() (pid=187468, ip=10.4.130.138, actor_id=2ab22d0c2ce6791e75b0ba1a01000000, repr=) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/ray/base.py", line 419, in func (TaskRunner pid=185828) return getattr(self.worker_dict[key], name)(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/base/decorator.py", line 404, in inner (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/fsdp_workers.py", line 518, in generate_sequences (TaskRunner pid=185828) output = self.rollout.generate_sequences(prompts=prompts) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 46, in generate_sequences (TaskRunner pid=185828) output = [self._generate_minibatch(p) for p in batch_prompts] (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 98, in _generate_minibatch (TaskRunner pid=185828) output = self.module.generate( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2535, in generate (TaskRunner pid=185828) result = decoding_method( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2728, in _sample (TaskRunner pid=185828) outputs = self._prefill( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 3776, in _prefill (TaskRunner pid=185828) return self(**model_inputs, return_dict=True) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 843, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1845, in forward (TaskRunner pid=185828) outputs: BaseModelOutputWithPast = self.model( (TaskRunner pid=185828) ^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 917, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/output_capturing.py", line 253, in wrapper (TaskRunner pid=185828) outputs = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1372, in forward (TaskRunner pid=185828) hidden_states = decoder_layer( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/modeling_layers.py", line 93, in __call__ (TaskRunner pid=185828) return super().__call__(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 857, in forward (TaskRunner pid=185828) hidden_states = self.linear_attn( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 593, in forward (TaskRunner pid=185828) core_attn_out, last_recurrent_state = self.chunk_gated_delta_rule( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 338, in torch_chunk_gated_delta_rule (TaskRunner pid=185828) key = l2norm(key, dim=-1, eps=1e-6) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 321, in l2norm (TaskRunner pid=185828) return x * inv_norm (TaskRunner pid=185828) ~~^~~~~~~~~~ (TaskRunner pid=185828) torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 12.50 GiB. GPU 0 has a total capacity of 139.72 GiB of which 11.84 GiB is free. Including non-PyTorch memory, this process has 0 bytes memory in use. Of the allocated memory 119.72 GiB is allocated by PyTorch, and 6.51 GiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://pytorch.org/docs/stable/notes/cuda.html#environment-variables) (TaskRunner pid=185828) Unhandled error (suppress with 'RAY_IGNORE_UNHANDLED_ERRORS=1'): ray::WorkerDict.actor_rollout_generate_sequences() (pid=187470, ip=10.4.130.138, actor_id=d8fc046cb28917d872582e5601000000, repr=) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/ray/base.py", line 419, in func (TaskRunner pid=185828) return getattr(self.worker_dict[key], name)(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/single_controller/base/decorator.py", line 404, in inner (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/fsdp_workers.py", line 518, in generate_sequences (TaskRunner pid=185828) output = self.rollout.generate_sequences(prompts=prompts) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 46, in generate_sequences (TaskRunner pid=185828) output = [self._generate_minibatch(p) for p in batch_prompts] (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 98, in _generate_minibatch (TaskRunner pid=185828) output = self.module.generate( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context (TaskRunner pid=185828) return func(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2535, in generate (TaskRunner pid=185828) result = decoding_method( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2728, in _sample (TaskRunner pid=185828) outputs = self._prefill( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 3776, in _prefill (TaskRunner pid=185828) return self(**model_inputs, return_dict=True) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 843, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1845, in forward (TaskRunner pid=185828) outputs: BaseModelOutputWithPast = self.model( (TaskRunner pid=185828) ^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 917, in wrapper (TaskRunner pid=185828) output = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/utils/output_capturing.py", line 253, in wrapper (TaskRunner pid=185828) outputs = func(self, *args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1372, in forward (TaskRunner pid=185828) hidden_states = decoder_layer( (TaskRunner pid=185828) ^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/modeling_layers.py", line 93, in __call__ (TaskRunner pid=185828) return super().__call__(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 857, in forward (TaskRunner pid=185828) hidden_states = self.linear_attn( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl (TaskRunner pid=185828) return self._call_impl(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl (TaskRunner pid=185828) return forward_call(*args, **kwargs) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 593, in forward (TaskRunner pid=185828) core_attn_out, last_recurrent_state = self.chunk_gated_delta_rule( (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 338, in torch_chunk_gated_delta_rule (TaskRunner pid=185828) key = l2norm(key, dim=-1, eps=1e-6) (TaskRunner pid=185828) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ (TaskRunner pid=185828) File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 321, in l2norm (TaskRunner pid=185828) return x * inv_norm (TaskRunner pid=185828) ~~^~~~~~~~~~ (TaskRunner pid=185828) torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 12.50 GiB. GPU 0 has a total capacity of 139.72 GiB of which 11.84 GiB is free. Including non-PyTorch memory, this process has 0 bytes memory in use. Of the allocated memory 119.72 GiB is allocated by PyTorch, and 6.51 GiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://pytorch.org/docs/stable/notes/cuda.html#environment-variables) (TaskRunner pid=185828) (TaskRunner pid=185828) def eval(self, inputs): (TaskRunner pid=185828) if inputs['enable_V_counter']: (TaskRunner pid=185828) if self.q == 524: (TaskRunner pid=185828) self.q = 0 (TaskRunner pid=185828) else: (TaskRunner pid=185828) self.q += 1 (TaskRunner pid=185828) return {'v_counter_value': self.q & 0xFFFF} (TaskRunner pid=185828) ``` (TaskRunner pid=185828) (TaskRunner pid=185828) test_gen_batch meta info: {'eos_token_id': 248046, 'pad_token_id': 248044, 'recompute_log_prob': False, 'do_sample': True, 'validate': True} Error executing job with overrides: ['algorithm.adv_estimator=grpo', 'data.train_files=/data/data/python/train.parquet', 'data.val_files=/data/data/python/val.parquet', 'data.train_batch_size=8', 'data.val_batch_size=8', 'data.max_prompt_length=2048', 'data.max_response_length=4096', 'algorithm.filter_groups.enable=False', 'algorithm.filter_groups.max_num_gen_batches=999', 'algorithm.filter_groups.metric=acc', 'algorithm.filter_groups.accelerate=True', 'data.gen_batch_size=8', 'actor_rollout_ref.model.path=/data/ckpt/checkpoint-570', '+actor_rollout_ref.model.override_config.attention_dropout=0.', '+actor_rollout_ref.model.override_config.embd_pdrop=0.', '+actor_rollout_ref.model.override_config.resid_pdrop=0.', 'actor_rollout_ref.model.enable_gradient_checkpointing=True', '+actor_rollout_ref.model.use_liger=True', 'actor_rollout_ref.actor.optim.lr=1e-6', 'actor_rollout_ref.actor.optim.weight_decay=0.0', 'actor_rollout_ref.actor.use_dynamic_bsz=False', 'actor_rollout_ref.actor.ppo_micro_batch_size_per_gpu=1', 'actor_rollout_ref.model.use_remove_padding=False', 'actor_rollout_ref.actor.clip_ratio_low=0.2', 'actor_rollout_ref.actor.clip_ratio_high=0.28', 'actor_rollout_ref.actor.ppo_mini_batch_size=8', 'actor_rollout_ref.actor.use_kl_loss=False', 'actor_rollout_ref.actor.kl_loss_coef=0.0', 'actor_rollout_ref.actor.kl_loss_type=low_var_kl', 'actor_rollout_ref.actor.entropy_coeff=0.001', 'actor_rollout_ref.actor.grad_clip=0.5', 'actor_rollout_ref.actor.use_token_level_loss=True', 'actor_rollout_ref.actor.fsdp_config.param_offload=False', 'actor_rollout_ref.actor.fsdp_config.optimizer_offload=True', 'actor_rollout_ref.actor.fsdp_config.wrap_policy.min_num_params=100000000', 'actor_rollout_ref.ref.fsdp_config.wrap_policy.min_num_params=100000000', 'actor_rollout_ref.rollout.log_prob_micro_batch_size_per_gpu=1', 'actor_rollout_ref.rollout.tensor_model_parallel_size=2', 'actor_rollout_ref.rollout.name=hf', 'actor_rollout_ref.rollout.n=8', 'actor_rollout_ref.rollout.val_kwargs.n=4', 'actor_rollout_ref.rollout.temperature=1.0', 'actor_rollout_ref.rollout.val_kwargs.temperature=1.0', 'actor_rollout_ref.rollout.val_kwargs.do_sample=True', 'actor_rollout_ref.rollout.gpu_memory_utilization=0.85', 'actor_rollout_ref.rollout.enforce_eager=False', 'actor_rollout_ref.rollout.free_cache_engine=False', 'reward_model.reward_manager=prime', 'actor_rollout_ref.ref.fsdp_config.param_offload=True', 'custom_reward_function.overlong_buffer.enable=True', 'custom_reward_function.overlong_buffer.len=1024', 'custom_reward_function.overlong_buffer.penalty_factor=1.0', 'custom_reward_function.train.path=verl/utils/reward_score/codev_py.py', 'custom_reward_function.train.name=compute_score_wrapper', 'algorithm.kl_ctrl.kl_coef=0.0', 'trainer.critic_warmup=0', 'trainer.logger=[console,wandb]', 'trainer.project_name=codev-r1-qwen35-9b-full', 'trainer.experiment_name=dapo-qwen35-9b-python-full', 'trainer.n_gpus_per_node=8', 'trainer.nnodes=1', '+trainer.val_before_train=False', 'trainer.default_local_dir=/data/save/python', 'trainer.resume_mode=auto', 'trainer.default_hdfs_dir=null', 'trainer.save_freq=30', 'trainer.test_freq=999999', '+trainer.total_training_steps=200', 'trainer.total_epochs=20', 'actor_rollout_ref.rollout.log_prob_use_dynamic_bsz=False', 'actor_rollout_ref.ref.log_prob_use_dynamic_bsz=False', 'actor_rollout_ref.ref.log_prob_micro_batch_size_per_gpu=1'] Traceback (most recent call last): File "/opt/codev-r1/verl/verl/trainer/main_ppo.py", line 53, in main run_ppo(config) File "/opt/codev-r1/verl/verl/trainer/main_ppo.py", line 71, in run_ppo ray.get(runner.run.remote(config)) File "/usr/local/lib/python3.12/dist-packages/ray/_private/auto_init_hook.py", line 22, in auto_init_wrapper return fn(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/ray/_private/client_mode_hook.py", line 104, in wrapper return func(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/ray/_private/worker.py", line 2981, in get values, debugger_breakpoint = worker.get_objects( ^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/ray/_private/worker.py", line 1012, in get_objects raise value.as_instanceof_cause() ray.exceptions.RayTaskError(OutOfMemoryError): ray::TaskRunner.run() (pid=185828, ip=10.4.130.138, actor_id=17cfb5623d32691cb1f5a1bd01000000, repr=) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/codev-r1/verl/verl/trainer/main_ppo.py", line 187, in run trainer.fit() File "/opt/codev-r1/verl/verl/trainer/ppo/ray_trainer.py", line 1149, in fit val_metrics: dict = self._validate() ^^^^^^^^^^^^^^^^ File "/opt/codev-r1/verl/verl/trainer/ppo/ray_trainer.py", line 582, in _validate test_output_gen_batch_padded = self.actor_rollout_wg.generate_sequences(test_gen_batch_padded) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/codev-r1/verl/verl/single_controller/ray/base.py", line 42, in func output = ray.get(output) ^^^^^^^^^^^^^^^ ^^^^^^^^^^^^^^^^^^^ ^^^^^^^^^^^^^^^^^^^^^ ^^^^^^^^^^^^^^^^^^^ ray.exceptions.RayTaskError(OutOfMemoryError): ray::WorkerDict.actor_rollout_generate_sequences() (pid=187469, ip=10.4.130.138, actor_id=e1f5de0492add60a46e9b45a01000000, repr=) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/codev-r1/verl/verl/single_controller/ray/base.py", line 419, in func return getattr(self.worker_dict[key], name)(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/codev-r1/verl/verl/single_controller/base/decorator.py", line 404, in inner return func(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^ File "/opt/codev-r1/verl/verl/workers/fsdp_workers.py", line 518, in generate_sequences output = self.rollout.generate_sequences(prompts=prompts) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 46, in generate_sequences output = [self._generate_minibatch(p) for p in batch_prompts] ^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context return func(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^ File "/opt/codev-r1/verl/verl/workers/rollout/hf_rollout.py", line 98, in _generate_minibatch output = self.module.generate( ^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/torch/utils/_contextlib.py", line 124, in decorate_context return func(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2535, in generate result = decoding_method( ^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 2728, in _sample outputs = self._prefill( ^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/transformers/generation/utils.py", line 3776, in _prefill return self(**model_inputs, return_dict=True) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl return self._call_impl(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl return forward_call(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 843, in wrapper output = func(self, *args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1845, in forward outputs: BaseModelOutputWithPast = self.model( ^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl return self._call_impl(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl return forward_call(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/transformers/utils/generic.py", line 917, in wrapper output = func(self, *args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/transformers/utils/output_capturing.py", line 253, in wrapper outputs = func(self, *args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 1372, in forward hidden_states = decoder_layer( ^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/transformers/modeling_layers.py", line 93, in __call__ return super().__call__(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl return self._call_impl(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl return forward_call(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 857, in forward hidden_states = self.linear_attn( ^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1776, in _wrapped_call_impl return self._call_impl(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/torch/nn/modules/module.py", line 1787, in _call_impl return forward_call(*args, **kwargs) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 593, in forward core_attn_out, last_recurrent_state = self.chunk_gated_delta_rule( ^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 338, in torch_chunk_gated_delta_rule key = l2norm(key, dim=-1, eps=1e-6) ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ File "/usr/local/lib/python3.12/dist-packages/transformers/models/qwen3_5/modeling_qwen3_5.py", line 321, in l2norm return x * inv_norm ~~^~~~~~~~~~ torch.OutOfMemoryError: CUDA out of memory. Tried to allocate 12.50 GiB. GPU 0 has a total capacity of 139.72 GiB of which 11.84 GiB is free. Including non-PyTorch memory, this process has 0 bytes memory in use. Of the allocated memory 119.72 GiB is allocated by PyTorch, and 6.51 GiB is reserved by PyTorch but unallocated. If reserved but unallocated memory is large try setting PYTORCH_ALLOC_CONF=expandable_segments:True to avoid fragmentation. See documentation for Memory Management (https://pytorch.org/docs/stable/notes/cuda.html#environment-variables) Set the environment variable HYDRA_FULL_ERROR=1 for a complete stack trace.