update

logs_qa_adam/lr_search_long/mode_5_param_qkvo_lr_0.002_seed_42/config.json

@@ -0,0 +1,29 @@
+{
+    "cli_args": {
+        "unet": false,
+        "seed": 42,
+        "optimizer_mode": 5,
+        "model_parameterization": "qkvo",
+        "per_group_k": 100,
+        "muon_lr": 0.01,
+        "adam_lr": 0.002,
+        "base_dir": "logs_qa_adam/lr_search_long",
+        "sgd_lr": 0.01,
+        "m_val": 15,
+        "qa_jsonl_path": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15.jsonl"
+    },
+    "hyperparameters": {
+        "train_files": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15_bin/train_data/train_*.bin",
+        "val_files": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15_bin/val_data/val_*.bin",
+        "val_tokens": 491520,
+        "train_seq_len": 3072,
+        "val_seq_len": 16384,
+        "num_iterations": 10000,
+        "cooldown_frac": 0.8,
+        "vocab_size": 50257,
+        "val_loss_every": 500,
+        "save_checkpoint": false
+    },
+    "run_uuid_for_log": "9b341ae1-5908-40f8-a07d-3928ad1d0abd",
+    "script_code_logged_at_start": true
+}

logs_qa_adam/lr_search_long/mode_5_param_qkvo_lr_0.002_seed_42/fixed_eval_indices.json

@@ -0,0 +1 @@
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logs_qa_adam/lr_search_long/mode_5_param_qkvo_lr_0.002_seed_43/config.json

@@ -0,0 +1,29 @@
+{
+    "cli_args": {
+        "unet": false,
+        "seed": 43,
+        "optimizer_mode": 5,
+        "model_parameterization": "qkvo",
+        "per_group_k": 100,
+        "muon_lr": 0.01,
+        "adam_lr": 0.002,
+        "base_dir": "logs_qa_adam/lr_search_long",
+        "sgd_lr": 0.01,
+        "m_val": 15,
+        "qa_jsonl_path": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15.jsonl"
+    },
+    "hyperparameters": {
+        "train_files": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15_bin/train_data/train_*.bin",
+        "val_files": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15_bin/val_data/val_*.bin",
+        "val_tokens": 491520,
+        "train_seq_len": 3072,
+        "val_seq_len": 16384,
+        "num_iterations": 10000,
+        "cooldown_frac": 0.8,
+        "vocab_size": 50257,
+        "val_loss_every": 500,
+        "save_checkpoint": false
+    },
+    "run_uuid_for_log": "1553fbfc-ac39-40c2-922e-f918e3368bf8",
+    "script_code_logged_at_start": true
+}

logs_qa_adam/lr_search_long/mode_5_param_qkvo_lr_0.002_seed_43/fixed_eval_indices.json

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logs_qa_adam/lr_search_long/mode_5_param_qkvo_lr_0.002_seed_44/config.json

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logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.005_seed_44/config.json

@@ -0,0 +1,29 @@
+{
+    "cli_args": {
+        "unet": false,
+        "seed": 44,
+        "optimizer_mode": 0,
+        "model_parameterization": "qkvo",
+        "per_group_k": 100,
+        "muon_lr": 0.005,
+        "adam_lr": 0.002,
+        "base_dir": "logs_qa_muon/lr_search",
+        "sgd_lr": 0.01,
+        "m_val": 15,
+        "qa_jsonl_path": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15.jsonl"
+    },
+    "hyperparameters": {
+        "train_files": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15_bin/train_data/train_*.bin",
+        "val_files": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15_bin/val_data/val_*.bin",
+        "val_tokens": 491520,
+        "train_seq_len": 3072,
+        "val_seq_len": 16384,
+        "num_iterations": 5000,
+        "cooldown_frac": 0.8,
+        "vocab_size": 50257,
+        "val_loss_every": 500,
+        "save_checkpoint": false
+    },
+    "run_uuid_for_log": "4e47494e-1031-4922-99ea-b6c22a7c63fe",
+    "script_code_logged_at_start": true
+}

logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/training_log_c2d20c66-2c71-49be-a213-655e63a5896f.txt

@@ -2676,3 +2676,1129 @@ if dist.is_initialized():
 [2025-08-31 15:04:36] [Rank 0] step:1141/5000 train_time:82120ms step_avg:71.97ms
 [2025-08-31 15:04:37] [Rank 0] step:1161/5000 train_time:82935ms step_avg:71.43ms
 [2025-08-31 15:04:37] [Rank 0] step:1161/5000 train_time:82935ms step_avg:71.43ms
+[2025-08-31 15:04:38] [Rank 0] step:1181/5000 train_time:83750ms step_avg:70.91ms
+[2025-08-31 15:04:38] [Rank 0] step:1181/5000 train_time:83750ms step_avg:70.91ms
+[2025-08-31 15:04:39] [Rank 0] step:1201/5000 train_time:84568ms step_avg:70.41ms
+[2025-08-31 15:04:39] [Rank 0] step:1201/5000 train_time:84568ms step_avg:70.41ms
+[2025-08-31 15:04:40] [Rank 0] step:1221/5000 train_time:85384ms step_avg:69.93ms
+[2025-08-31 15:04:40] [Rank 0] step:1221/5000 train_time:85384ms step_avg:69.93ms
+[2025-08-31 15:04:40] [Rank 0] step:1241/5000 train_time:86200ms step_avg:69.46ms
+[2025-08-31 15:04:40] [Rank 0] step:1241/5000 train_time:86200ms step_avg:69.46ms
+[2025-08-31 15:04:41] [Rank 0] step:1261/5000 train_time:87017ms step_avg:69.01ms
+[2025-08-31 15:04:41] [Rank 0] step:1261/5000 train_time:87017ms step_avg:69.01ms
+[2025-08-31 15:04:42] [Rank 0] step:1281/5000 train_time:87832ms step_avg:68.57ms
+[2025-08-31 15:04:42] [Rank 0] step:1281/5000 train_time:87832ms step_avg:68.57ms
+[2025-08-31 15:04:43] [Rank 0] step:1301/5000 train_time:88971ms step_avg:68.39ms
+[2025-08-31 15:04:43] [Rank 0] step:1301/5000 train_time:88971ms step_avg:68.39ms
+[2025-08-31 15:04:44] [Rank 0] step:1321/5000 train_time:89788ms step_avg:67.97ms
+[2025-08-31 15:04:44] [Rank 0] step:1321/5000 train_time:89788ms step_avg:67.97ms
+[2025-08-31 15:04:45] [Rank 0] step:1341/5000 train_time:90604ms step_avg:67.56ms
+[2025-08-31 15:04:45] [Rank 0] step:1341/5000 train_time:90604ms step_avg:67.56ms
+[2025-08-31 15:04:46] [Rank 0] step:1361/5000 train_time:91734ms step_avg:67.40ms
+[2025-08-31 15:04:46] [Rank 0] step:1361/5000 train_time:91734ms step_avg:67.40ms
+[2025-08-31 15:04:47] [Rank 0] step:1381/5000 train_time:92550ms step_avg:67.02ms
+[2025-08-31 15:04:47] [Rank 0] step:1381/5000 train_time:92550ms step_avg:67.02ms
+[2025-08-31 15:04:48] [Rank 0] step:1401/5000 train_time:93367ms step_avg:66.64ms
+[2025-08-31 15:04:48] [Rank 0] step:1401/5000 train_time:93367ms step_avg:66.64ms
+[2025-08-31 15:04:48] [Rank 0] step:1421/5000 train_time:94183ms step_avg:66.28ms
+[2025-08-31 15:04:48] [Rank 0] step:1421/5000 train_time:94183ms step_avg:66.28ms
+[2025-08-31 15:04:49] [Rank 0] step:1441/5000 train_time:95000ms step_avg:65.93ms
+[2025-08-31 15:04:49] [Rank 0] step:1441/5000 train_time:95000ms step_avg:65.93ms
+[2025-08-31 15:04:50] [Rank 0] step:1461/5000 train_time:95816ms step_avg:65.58ms
+[2025-08-31 15:04:50] [Rank 0] step:1461/5000 train_time:95816ms step_avg:65.58ms
+[2025-08-31 15:04:51] [Rank 0] step:1481/5000 train_time:96632ms step_avg:65.25ms
+[2025-08-31 15:04:51] [Rank 0] step:1481/5000 train_time:96632ms step_avg:65.25ms
+[2025-08-31 15:04:52] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:04:52] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:04:52] [Rank 0] PRINT: step:1500/5000 train_loss:0.8128 val_loss:0.7673 train_time:97427ms step_avg:64.95ms
+[2025-08-31 15:04:52] [Rank 0] PRINT: step:1500/5000 train_loss:0.8128 val_loss:0.7673 train_time:97427ms step_avg:64.95ms
+[2025-08-31 15:04:52] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:04:52] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:04:52] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:04:52] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:06:29] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:06:29] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:06:29] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:06:29] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:06:29] [Rank 0]   Total Loss: 4.3903
+[2025-08-31 15:06:29] [Rank 0]   Total Loss: 4.3903
+[2025-08-31 15:06:29] [Rank 0]   Total FTA (Unweighted): 0.7581
+[2025-08-31 15:06:29] [Rank 0]   Total FTA (Unweighted): 0.7581
+[2025-08-31 15:06:29] [Rank 0]   Total FTA (Weighted):   0.7581
+[2025-08-31 15:06:29] [Rank 0]   Total FTA (Weighted):   0.7581
+[2025-08-31 15:06:29] [Rank 0]   Group 0 Loss: 4.2555
+[2025-08-31 15:06:29] [Rank 0]   Group 0 Loss: 4.2555
+[2025-08-31 15:06:29] [Rank 0]   Group 1 Loss: 4.0066
+[2025-08-31 15:06:29] [Rank 0]   Group 1 Loss: 4.0066
+[2025-08-31 15:06:29] [Rank 0]   Group 2 Loss: 3.8185
+[2025-08-31 15:06:29] [Rank 0]   Group 2 Loss: 3.8185
+[2025-08-31 15:06:29] [Rank 0]   Group 3 Loss: 4.2410
+[2025-08-31 15:06:29] [Rank 0]   Group 3 Loss: 4.2410
+[2025-08-31 15:06:29] [Rank 0]   Group 4 Loss: 4.2345
+[2025-08-31 15:06:29] [Rank 0]   Group 4 Loss: 4.2345
+[2025-08-31 15:06:29] [Rank 0]   Group 5 Loss: 4.2249
+[2025-08-31 15:06:29] [Rank 0]   Group 5 Loss: 4.2249
+[2025-08-31 15:06:29] [Rank 0]   Group 6 Loss: 4.1635
+[2025-08-31 15:06:29] [Rank 0]   Group 6 Loss: 4.1635
+[2025-08-31 15:06:29] [Rank 0]   Group 7 Loss: 4.2347
+[2025-08-31 15:06:29] [Rank 0]   Group 7 Loss: 4.2347
+[2025-08-31 15:06:29] [Rank 0]   Group 8 Loss: 4.3025
+[2025-08-31 15:06:29] [Rank 0]   Group 8 Loss: 4.3025
+[2025-08-31 15:06:29] [Rank 0]   Group 9 Loss: 4.2989
+[2025-08-31 15:06:29] [Rank 0]   Group 9 Loss: 4.2989
+[2025-08-31 15:06:29] [Rank 0]   Group 10 Loss: 4.4798
+[2025-08-31 15:06:29] [Rank 0]   Group 10 Loss: 4.4798
+[2025-08-31 15:06:29] [Rank 0]   Group 11 Loss: 4.5534
+[2025-08-31 15:06:29] [Rank 0]   Group 11 Loss: 4.5534
+[2025-08-31 15:06:29] [Rank 0]   Group 12 Loss: 4.6580
+[2025-08-31 15:06:29] [Rank 0]   Group 12 Loss: 4.6580
+[2025-08-31 15:06:29] [Rank 0]   Group 13 Loss: 4.8242
+[2025-08-31 15:06:29] [Rank 0]   Group 13 Loss: 4.8242
+[2025-08-31 15:06:29] [Rank 0]   Group 14 Loss: 4.8995
+[2025-08-31 15:06:29] [Rank 0]   Group 14 Loss: 4.8995
+[2025-08-31 15:06:29] [Rank 0]   Group 15 Loss: 5.0487
+[2025-08-31 15:06:29] [Rank 0]   Group 15 Loss: 5.0487
+[2025-08-31 15:06:29] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:06:29] [Rank 0]   Group 8 FTA: 0.9300
+[2025-08-31 15:06:29] [Rank 0]   Group 8 FTA: 0.9300
+[2025-08-31 15:06:29] [Rank 0]   Group 9 FTA: 0.7800
+[2025-08-31 15:06:29] [Rank 0]   Group 9 FTA: 0.7800
+[2025-08-31 15:06:29] [Rank 0]   Group 10 FTA: 0.8200
+[2025-08-31 15:06:29] [Rank 0]   Group 10 FTA: 0.8200
+[2025-08-31 15:06:29] [Rank 0]   Group 11 FTA: 0.6900
+[2025-08-31 15:06:29] [Rank 0]   Group 11 FTA: 0.6900
+[2025-08-31 15:06:29] [Rank 0]   Group 12 FTA: 0.5200
+[2025-08-31 15:06:29] [Rank 0]   Group 12 FTA: 0.5200
+[2025-08-31 15:06:29] [Rank 0]   Group 13 FTA: 0.2000
+[2025-08-31 15:06:29] [Rank 0]   Group 13 FTA: 0.2000
+[2025-08-31 15:06:29] [Rank 0]   Group 14 FTA: 0.1000
+[2025-08-31 15:06:29] [Rank 0]   Group 14 FTA: 0.1000
+[2025-08-31 15:06:29] [Rank 0]   Group 15 FTA: 0.0900
+[2025-08-31 15:06:29] [Rank 0]   Group 15 FTA: 0.0900
+[2025-08-31 15:06:30] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:06:30] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:06:30] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:06:30] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:06:30] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:06:30] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:06:31] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:06:31] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:06:31] [Rank 0] step:1501/5000 train_time:97452ms step_avg:64.92ms
+[2025-08-31 15:06:31] [Rank 0] step:1501/5000 train_time:97452ms step_avg:64.92ms
+[2025-08-31 15:06:31] [Rank 0] step:1521/5000 train_time:98287ms step_avg:64.62ms
+[2025-08-31 15:06:31] [Rank 0] step:1521/5000 train_time:98287ms step_avg:64.62ms
+[2025-08-31 15:06:32] [Rank 0] step:1541/5000 train_time:99104ms step_avg:64.31ms
+[2025-08-31 15:06:32] [Rank 0] step:1541/5000 train_time:99104ms step_avg:64.31ms
+[2025-08-31 15:06:33] [Rank 0] step:1561/5000 train_time:99920ms step_avg:64.01ms
+[2025-08-31 15:06:33] [Rank 0] step:1561/5000 train_time:99920ms step_avg:64.01ms
+[2025-08-31 15:06:34] [Rank 0] step:1581/5000 train_time:100737ms step_avg:63.72ms
+[2025-08-31 15:06:34] [Rank 0] step:1581/5000 train_time:100737ms step_avg:63.72ms
+[2025-08-31 15:06:35] [Rank 0] step:1601/5000 train_time:101553ms step_avg:63.43ms
+[2025-08-31 15:06:35] [Rank 0] step:1601/5000 train_time:101553ms step_avg:63.43ms
+[2025-08-31 15:06:36] [Rank 0] step:1621/5000 train_time:102368ms step_avg:63.15ms
+[2025-08-31 15:06:36] [Rank 0] step:1621/5000 train_time:102368ms step_avg:63.15ms
+[2025-08-31 15:06:37] [Rank 0] step:1641/5000 train_time:103484ms step_avg:63.06ms
+[2025-08-31 15:06:37] [Rank 0] step:1641/5000 train_time:103484ms step_avg:63.06ms
+[2025-08-31 15:06:37] [Rank 0] step:1661/5000 train_time:104301ms step_avg:62.79ms
+[2025-08-31 15:06:37] [Rank 0] step:1661/5000 train_time:104301ms step_avg:62.79ms
+[2025-08-31 15:06:38] [Rank 0] step:1681/5000 train_time:105117ms step_avg:62.53ms
+[2025-08-31 15:06:38] [Rank 0] step:1681/5000 train_time:105117ms step_avg:62.53ms
+[2025-08-31 15:06:39] [Rank 0] step:1701/5000 train_time:105933ms step_avg:62.28ms
+[2025-08-31 15:06:39] [Rank 0] step:1701/5000 train_time:105933ms step_avg:62.28ms
+[2025-08-31 15:06:40] [Rank 0] step:1721/5000 train_time:106749ms step_avg:62.03ms
+[2025-08-31 15:06:40] [Rank 0] step:1721/5000 train_time:106749ms step_avg:62.03ms
+[2025-08-31 15:06:41] [Rank 0] step:1741/5000 train_time:107565ms step_avg:61.78ms
+[2025-08-31 15:06:41] [Rank 0] step:1741/5000 train_time:107565ms step_avg:61.78ms
+[2025-08-31 15:06:42] [Rank 0] step:1761/5000 train_time:108382ms step_avg:61.55ms
+[2025-08-31 15:06:42] [Rank 0] step:1761/5000 train_time:108382ms step_avg:61.55ms
+[2025-08-31 15:06:42] [Rank 0] step:1781/5000 train_time:109198ms step_avg:61.31ms
+[2025-08-31 15:06:42] [Rank 0] step:1781/5000 train_time:109198ms step_avg:61.31ms
+[2025-08-31 15:06:43] [Rank 0] step:1801/5000 train_time:110014ms step_avg:61.08ms
+[2025-08-31 15:06:43] [Rank 0] step:1801/5000 train_time:110014ms step_avg:61.08ms
+[2025-08-31 15:06:44] [Rank 0] step:1821/5000 train_time:110830ms step_avg:60.86ms
+[2025-08-31 15:06:44] [Rank 0] step:1821/5000 train_time:110830ms step_avg:60.86ms
+[2025-08-31 15:06:45] [Rank 0] step:1841/5000 train_time:111647ms step_avg:60.64ms
+[2025-08-31 15:06:45] [Rank 0] step:1841/5000 train_time:111647ms step_avg:60.64ms
+[2025-08-31 15:06:46] [Rank 0] step:1861/5000 train_time:112462ms step_avg:60.43ms
+[2025-08-31 15:06:46] [Rank 0] step:1861/5000 train_time:112462ms step_avg:60.43ms
+[2025-08-31 15:06:46] [Rank 0] step:1881/5000 train_time:113279ms step_avg:60.22ms
+[2025-08-31 15:06:46] [Rank 0] step:1881/5000 train_time:113279ms step_avg:60.22ms
+[2025-08-31 15:06:47] [Rank 0] step:1901/5000 train_time:114096ms step_avg:60.02ms
+[2025-08-31 15:06:47] [Rank 0] step:1901/5000 train_time:114096ms step_avg:60.02ms
+[2025-08-31 15:06:48] [Rank 0] step:1921/5000 train_time:114913ms step_avg:59.82ms
+[2025-08-31 15:06:48] [Rank 0] step:1921/5000 train_time:114913ms step_avg:59.82ms
+[2025-08-31 15:06:49] [Rank 0] step:1941/5000 train_time:115730ms step_avg:59.62ms
+[2025-08-31 15:06:49] [Rank 0] step:1941/5000 train_time:115730ms step_avg:59.62ms
+[2025-08-31 15:06:50] [Rank 0] step:1961/5000 train_time:116830ms step_avg:59.58ms
+[2025-08-31 15:06:50] [Rank 0] step:1961/5000 train_time:116830ms step_avg:59.58ms
+[2025-08-31 15:06:51] [Rank 0] step:1981/5000 train_time:117646ms step_avg:59.39ms
+[2025-08-31 15:06:51] [Rank 0] step:1981/5000 train_time:117646ms step_avg:59.39ms
+[2025-08-31 15:06:52] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:06:52] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:06:52] [Rank 0] PRINT: step:2000/5000 train_loss:0.7565 val_loss:0.7236 train_time:118442ms step_avg:59.22ms
+[2025-08-31 15:06:52] [Rank 0] PRINT: step:2000/5000 train_loss:0.7565 val_loss:0.7236 train_time:118442ms step_avg:59.22ms
+[2025-08-31 15:06:52] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:06:52] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:06:52] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:06:52] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:08:28] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:08:28] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:08:28] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:08:28] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:08:28] [Rank 0]   Total Loss: 4.4530
+[2025-08-31 15:08:28] [Rank 0]   Total Loss: 4.4530
+[2025-08-31 15:08:28] [Rank 0]   Total FTA (Unweighted): 0.8050
+[2025-08-31 15:08:28] [Rank 0]   Total FTA (Unweighted): 0.8050
+[2025-08-31 15:08:28] [Rank 0]   Total FTA (Weighted):   0.8050
+[2025-08-31 15:08:28] [Rank 0]   Total FTA (Weighted):   0.8050
+[2025-08-31 15:08:28] [Rank 0]   Group 0 Loss: 4.4014
+[2025-08-31 15:08:28] [Rank 0]   Group 0 Loss: 4.4014
+[2025-08-31 15:08:28] [Rank 0]   Group 1 Loss: 4.0164
+[2025-08-31 15:08:28] [Rank 0]   Group 1 Loss: 4.0164
+[2025-08-31 15:08:28] [Rank 0]   Group 2 Loss: 3.9004
+[2025-08-31 15:08:28] [Rank 0]   Group 2 Loss: 3.9004
+[2025-08-31 15:08:28] [Rank 0]   Group 3 Loss: 4.3505
+[2025-08-31 15:08:28] [Rank 0]   Group 3 Loss: 4.3505
+[2025-08-31 15:08:28] [Rank 0]   Group 4 Loss: 4.3144
+[2025-08-31 15:08:28] [Rank 0]   Group 4 Loss: 4.3144
+[2025-08-31 15:08:28] [Rank 0]   Group 5 Loss: 4.3224
+[2025-08-31 15:08:28] [Rank 0]   Group 5 Loss: 4.3224
+[2025-08-31 15:08:28] [Rank 0]   Group 6 Loss: 4.3002
+[2025-08-31 15:08:28] [Rank 0]   Group 6 Loss: 4.3002
+[2025-08-31 15:08:28] [Rank 0]   Group 7 Loss: 4.3888
+[2025-08-31 15:08:28] [Rank 0]   Group 7 Loss: 4.3888
+[2025-08-31 15:08:29] [Rank 0]   Group 8 Loss: 4.4609
+[2025-08-31 15:08:29] [Rank 0]   Group 8 Loss: 4.4609
+[2025-08-31 15:08:29] [Rank 0]   Group 9 Loss: 4.3840
+[2025-08-31 15:08:29] [Rank 0]   Group 9 Loss: 4.3840
+[2025-08-31 15:08:29] [Rank 0]   Group 10 Loss: 4.5378
+[2025-08-31 15:08:29] [Rank 0]   Group 10 Loss: 4.5378
+[2025-08-31 15:08:29] [Rank 0]   Group 11 Loss: 4.5595
+[2025-08-31 15:08:29] [Rank 0]   Group 11 Loss: 4.5595
+[2025-08-31 15:08:29] [Rank 0]   Group 12 Loss: 4.6471
+[2025-08-31 15:08:29] [Rank 0]   Group 12 Loss: 4.6471
+[2025-08-31 15:08:29] [Rank 0]   Group 13 Loss: 4.8000
+[2025-08-31 15:08:29] [Rank 0]   Group 13 Loss: 4.8000
+[2025-08-31 15:08:29] [Rank 0]   Group 14 Loss: 4.8598
+[2025-08-31 15:08:29] [Rank 0]   Group 14 Loss: 4.8598
+[2025-08-31 15:08:29] [Rank 0]   Group 15 Loss: 5.0041
+[2025-08-31 15:08:29] [Rank 0]   Group 15 Loss: 5.0041
+[2025-08-31 15:08:29] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:08:29] [Rank 0]   Group 9 FTA: 0.9100
+[2025-08-31 15:08:29] [Rank 0]   Group 9 FTA: 0.9100
+[2025-08-31 15:08:29] [Rank 0]   Group 10 FTA: 0.9400
+[2025-08-31 15:08:29] [Rank 0]   Group 10 FTA: 0.9400
+[2025-08-31 15:08:29] [Rank 0]   Group 11 FTA: 0.8100
+[2025-08-31 15:08:29] [Rank 0]   Group 11 FTA: 0.8100
+[2025-08-31 15:08:29] [Rank 0]   Group 12 FTA: 0.6700
+[2025-08-31 15:08:29] [Rank 0]   Group 12 FTA: 0.6700
+[2025-08-31 15:08:29] [Rank 0]   Group 13 FTA: 0.2700
+[2025-08-31 15:08:29] [Rank 0]   Group 13 FTA: 0.2700
+[2025-08-31 15:08:29] [Rank 0]   Group 14 FTA: 0.1800
+[2025-08-31 15:08:29] [Rank 0]   Group 14 FTA: 0.1800
+[2025-08-31 15:08:29] [Rank 0]   Group 15 FTA: 0.1000
+[2025-08-31 15:08:29] [Rank 0]   Group 15 FTA: 0.1000
+[2025-08-31 15:08:29] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:08:29] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:08:29] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:08:29] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:08:30] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:08:30] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:08:30] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:08:30] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:08:30] [Rank 0] step:2001/5000 train_time:118467ms step_avg:59.20ms
+[2025-08-31 15:08:30] [Rank 0] step:2001/5000 train_time:118467ms step_avg:59.20ms
+[2025-08-31 15:08:32] [Rank 0] step:2021/5000 train_time:120009ms step_avg:59.38ms
+[2025-08-31 15:08:32] [Rank 0] step:2021/5000 train_time:120009ms step_avg:59.38ms
+[2025-08-31 15:08:32] [Rank 0] step:2041/5000 train_time:120825ms step_avg:59.20ms
+[2025-08-31 15:08:32] [Rank 0] step:2041/5000 train_time:120825ms step_avg:59.20ms
+[2025-08-31 15:08:33] [Rank 0] step:2061/5000 train_time:121640ms step_avg:59.02ms
+[2025-08-31 15:08:33] [Rank 0] step:2061/5000 train_time:121640ms step_avg:59.02ms
+[2025-08-31 15:08:34] [Rank 0] step:2081/5000 train_time:122457ms step_avg:58.85ms
+[2025-08-31 15:08:34] [Rank 0] step:2081/5000 train_time:122457ms step_avg:58.85ms
+[2025-08-31 15:08:35] [Rank 0] step:2101/5000 train_time:123273ms step_avg:58.67ms
+[2025-08-31 15:08:35] [Rank 0] step:2101/5000 train_time:123273ms step_avg:58.67ms
+[2025-08-31 15:08:36] [Rank 0] step:2121/5000 train_time:124090ms step_avg:58.51ms
+[2025-08-31 15:08:36] [Rank 0] step:2121/5000 train_time:124090ms step_avg:58.51ms
+[2025-08-31 15:08:36] [Rank 0] step:2141/5000 train_time:124906ms step_avg:58.34ms
+[2025-08-31 15:08:36] [Rank 0] step:2141/5000 train_time:124906ms step_avg:58.34ms
+[2025-08-31 15:08:37] [Rank 0] step:2161/5000 train_time:125723ms step_avg:58.18ms
+[2025-08-31 15:08:37] [Rank 0] step:2161/5000 train_time:125723ms step_avg:58.18ms
+[2025-08-31 15:08:38] [Rank 0] step:2181/5000 train_time:126539ms step_avg:58.02ms
+[2025-08-31 15:08:38] [Rank 0] step:2181/5000 train_time:126539ms step_avg:58.02ms
+[2025-08-31 15:08:39] [Rank 0] step:2201/5000 train_time:127355ms step_avg:57.86ms
+[2025-08-31 15:08:39] [Rank 0] step:2201/5000 train_time:127355ms step_avg:57.86ms
+[2025-08-31 15:08:40] [Rank 0] step:2221/5000 train_time:128171ms step_avg:57.71ms
+[2025-08-31 15:08:40] [Rank 0] step:2221/5000 train_time:128171ms step_avg:57.71ms
+[2025-08-31 15:08:41] [Rank 0] step:2241/5000 train_time:128989ms step_avg:57.56ms
+[2025-08-31 15:08:41] [Rank 0] step:2241/5000 train_time:128989ms step_avg:57.56ms
+[2025-08-31 15:08:41] [Rank 0] step:2261/5000 train_time:129805ms step_avg:57.41ms
+[2025-08-31 15:08:41] [Rank 0] step:2261/5000 train_time:129805ms step_avg:57.41ms
+[2025-08-31 15:08:42] [Rank 0] step:2281/5000 train_time:130622ms step_avg:57.27ms
+[2025-08-31 15:08:42] [Rank 0] step:2281/5000 train_time:130622ms step_avg:57.27ms
+[2025-08-31 15:08:43] [Rank 0] step:2301/5000 train_time:131443ms step_avg:57.12ms
+[2025-08-31 15:08:43] [Rank 0] step:2301/5000 train_time:131443ms step_avg:57.12ms
+[2025-08-31 15:08:44] [Rank 0] step:2321/5000 train_time:132259ms step_avg:56.98ms
+[2025-08-31 15:08:44] [Rank 0] step:2321/5000 train_time:132259ms step_avg:56.98ms
+[2025-08-31 15:08:45] [Rank 0] step:2341/5000 train_time:133076ms step_avg:56.85ms
+[2025-08-31 15:08:45] [Rank 0] step:2341/5000 train_time:133076ms step_avg:56.85ms
+[2025-08-31 15:08:45] [Rank 0] step:2361/5000 train_time:133891ms step_avg:56.71ms
+[2025-08-31 15:08:45] [Rank 0] step:2361/5000 train_time:133891ms step_avg:56.71ms
+[2025-08-31 15:08:46] [Rank 0] step:2381/5000 train_time:134706ms step_avg:56.58ms
+[2025-08-31 15:08:46] [Rank 0] step:2381/5000 train_time:134706ms step_avg:56.58ms
+[2025-08-31 15:08:47] [Rank 0] step:2401/5000 train_time:135525ms step_avg:56.45ms
+[2025-08-31 15:08:47] [Rank 0] step:2401/5000 train_time:135525ms step_avg:56.45ms
+[2025-08-31 15:08:48] [Rank 0] step:2421/5000 train_time:136342ms step_avg:56.32ms
+[2025-08-31 15:08:48] [Rank 0] step:2421/5000 train_time:136342ms step_avg:56.32ms
+[2025-08-31 15:08:49] [Rank 0] step:2441/5000 train_time:137158ms step_avg:56.19ms
+[2025-08-31 15:08:49] [Rank 0] step:2441/5000 train_time:137158ms step_avg:56.19ms
+[2025-08-31 15:08:50] [Rank 0] step:2461/5000 train_time:137975ms step_avg:56.06ms
+[2025-08-31 15:08:50] [Rank 0] step:2461/5000 train_time:137975ms step_avg:56.06ms
+[2025-08-31 15:08:50] [Rank 0] step:2481/5000 train_time:138792ms step_avg:55.94ms
+[2025-08-31 15:08:50] [Rank 0] step:2481/5000 train_time:138792ms step_avg:55.94ms
+[2025-08-31 15:08:51] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:08:51] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:08:52] [Rank 0] PRINT: step:2500/5000 train_loss:0.7219 val_loss:0.6966 train_time:139587ms step_avg:55.83ms
+[2025-08-31 15:08:52] [Rank 0] PRINT: step:2500/5000 train_loss:0.7219 val_loss:0.6966 train_time:139587ms step_avg:55.83ms
+[2025-08-31 15:08:52] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:08:52] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:08:52] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:08:52] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:10:28] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:10:28] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:10:28] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:10:28] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:10:28] [Rank 0]   Total Loss: 4.6262
+[2025-08-31 15:10:28] [Rank 0]   Total Loss: 4.6262
+[2025-08-31 15:10:28] [Rank 0]   Total FTA (Unweighted): 0.8369
+[2025-08-31 15:10:28] [Rank 0]   Total FTA (Unweighted): 0.8369
+[2025-08-31 15:10:28] [Rank 0]   Total FTA (Weighted):   0.8369
+[2025-08-31 15:10:28] [Rank 0]   Total FTA (Weighted):   0.8369
+[2025-08-31 15:10:28] [Rank 0]   Group 0 Loss: 4.5551
+[2025-08-31 15:10:28] [Rank 0]   Group 0 Loss: 4.5551
+[2025-08-31 15:10:28] [Rank 0]   Group 1 Loss: 4.2693
+[2025-08-31 15:10:28] [Rank 0]   Group 1 Loss: 4.2693
+[2025-08-31 15:10:28] [Rank 0]   Group 2 Loss: 4.0644
+[2025-08-31 15:10:28] [Rank 0]   Group 2 Loss: 4.0644
+[2025-08-31 15:10:28] [Rank 0]   Group 3 Loss: 4.5856
+[2025-08-31 15:10:28] [Rank 0]   Group 3 Loss: 4.5856
+[2025-08-31 15:10:28] [Rank 0]   Group 4 Loss: 4.5152
+[2025-08-31 15:10:28] [Rank 0]   Group 4 Loss: 4.5152
+[2025-08-31 15:10:28] [Rank 0]   Group 5 Loss: 4.5453
+[2025-08-31 15:10:28] [Rank 0]   Group 5 Loss: 4.5453
+[2025-08-31 15:10:28] [Rank 0]   Group 6 Loss: 4.4829
+[2025-08-31 15:10:28] [Rank 0]   Group 6 Loss: 4.4829
+[2025-08-31 15:10:28] [Rank 0]   Group 7 Loss: 4.5951
+[2025-08-31 15:10:28] [Rank 0]   Group 7 Loss: 4.5951
+[2025-08-31 15:10:28] [Rank 0]   Group 8 Loss: 4.6606
+[2025-08-31 15:10:28] [Rank 0]   Group 8 Loss: 4.6606
+[2025-08-31 15:10:28] [Rank 0]   Group 9 Loss: 4.5790
+[2025-08-31 15:10:28] [Rank 0]   Group 9 Loss: 4.5790
+[2025-08-31 15:10:28] [Rank 0]   Group 10 Loss: 4.7770
+[2025-08-31 15:10:28] [Rank 0]   Group 10 Loss: 4.7770
+[2025-08-31 15:10:28] [Rank 0]   Group 11 Loss: 4.7945
+[2025-08-31 15:10:28] [Rank 0]   Group 11 Loss: 4.7945
+[2025-08-31 15:10:28] [Rank 0]   Group 12 Loss: 4.7503
+[2025-08-31 15:10:28] [Rank 0]   Group 12 Loss: 4.7503
+[2025-08-31 15:10:28] [Rank 0]   Group 13 Loss: 4.8911
+[2025-08-31 15:10:28] [Rank 0]   Group 13 Loss: 4.8911
+[2025-08-31 15:10:28] [Rank 0]   Group 14 Loss: 4.9116
+[2025-08-31 15:10:28] [Rank 0]   Group 14 Loss: 4.9116
+[2025-08-31 15:10:28] [Rank 0]   Group 15 Loss: 5.0417
+[2025-08-31 15:10:28] [Rank 0]   Group 15 Loss: 5.0417
+[2025-08-31 15:10:28] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:10:28] [Rank 0]   Group 9 FTA: 0.9500
+[2025-08-31 15:10:28] [Rank 0]   Group 9 FTA: 0.9500
+[2025-08-31 15:10:28] [Rank 0]   Group 10 FTA: 0.9400
+[2025-08-31 15:10:28] [Rank 0]   Group 10 FTA: 0.9400
+[2025-08-31 15:10:28] [Rank 0]   Group 11 FTA: 0.9200
+[2025-08-31 15:10:28] [Rank 0]   Group 11 FTA: 0.9200
+[2025-08-31 15:10:28] [Rank 0]   Group 12 FTA: 0.8400
+[2025-08-31 15:10:28] [Rank 0]   Group 12 FTA: 0.8400
+[2025-08-31 15:10:28] [Rank 0]   Group 13 FTA: 0.4800
+[2025-08-31 15:10:28] [Rank 0]   Group 13 FTA: 0.4800
+[2025-08-31 15:10:28] [Rank 0]   Group 14 FTA: 0.1600
+[2025-08-31 15:10:28] [Rank 0]   Group 14 FTA: 0.1600
+[2025-08-31 15:10:28] [Rank 0]   Group 15 FTA: 0.1000
+[2025-08-31 15:10:28] [Rank 0]   Group 15 FTA: 0.1000
+[2025-08-31 15:10:29] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:10:29] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:10:29] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:10:29] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:10:30] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:10:30] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:10:30] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:10:30] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:10:30] [Rank 0] step:2501/5000 train_time:139613ms step_avg:55.82ms
+[2025-08-31 15:10:30] [Rank 0] step:2501/5000 train_time:139613ms step_avg:55.82ms
+[2025-08-31 15:10:31] [Rank 0] step:2521/5000 train_time:140467ms step_avg:55.72ms
+[2025-08-31 15:10:31] [Rank 0] step:2521/5000 train_time:140467ms step_avg:55.72ms
+[2025-08-31 15:10:32] [Rank 0] step:2541/5000 train_time:141283ms step_avg:55.60ms
+[2025-08-31 15:10:32] [Rank 0] step:2541/5000 train_time:141283ms step_avg:55.60ms
+[2025-08-31 15:10:32] [Rank 0] step:2561/5000 train_time:142099ms step_avg:55.49ms
+[2025-08-31 15:10:32] [Rank 0] step:2561/5000 train_time:142099ms step_avg:55.49ms
+[2025-08-31 15:10:33] [Rank 0] step:2581/5000 train_time:142916ms step_avg:55.37ms
+[2025-08-31 15:10:33] [Rank 0] step:2581/5000 train_time:142916ms step_avg:55.37ms
+[2025-08-31 15:10:34] [Rank 0] step:2601/5000 train_time:143732ms step_avg:55.26ms
+[2025-08-31 15:10:34] [Rank 0] step:2601/5000 train_time:143732ms step_avg:55.26ms
+[2025-08-31 15:10:35] [Rank 0] step:2621/5000 train_time:144547ms step_avg:55.15ms
+[2025-08-31 15:10:35] [Rank 0] step:2621/5000 train_time:144547ms step_avg:55.15ms
+[2025-08-31 15:10:36] [Rank 0] step:2641/5000 train_time:145363ms step_avg:55.04ms
+[2025-08-31 15:10:36] [Rank 0] step:2641/5000 train_time:145363ms step_avg:55.04ms
+[2025-08-31 15:10:36] [Rank 0] step:2661/5000 train_time:146179ms step_avg:54.93ms
+[2025-08-31 15:10:36] [Rank 0] step:2661/5000 train_time:146179ms step_avg:54.93ms
+[2025-08-31 15:10:37] [Rank 0] step:2681/5000 train_time:146994ms step_avg:54.83ms
+[2025-08-31 15:10:37] [Rank 0] step:2681/5000 train_time:146994ms step_avg:54.83ms
+[2025-08-31 15:10:38] [Rank 0] step:2701/5000 train_time:147809ms step_avg:54.72ms
+[2025-08-31 15:10:38] [Rank 0] step:2701/5000 train_time:147809ms step_avg:54.72ms
+[2025-08-31 15:10:39] [Rank 0] step:2721/5000 train_time:148626ms step_avg:54.62ms
+[2025-08-31 15:10:39] [Rank 0] step:2721/5000 train_time:148626ms step_avg:54.62ms
+[2025-08-31 15:10:40] [Rank 0] step:2741/5000 train_time:149442ms step_avg:54.52ms
+[2025-08-31 15:10:40] [Rank 0] step:2741/5000 train_time:149442ms step_avg:54.52ms
+[2025-08-31 15:10:41] [Rank 0] step:2761/5000 train_time:150258ms step_avg:54.42ms
+[2025-08-31 15:10:41] [Rank 0] step:2761/5000 train_time:150258ms step_avg:54.42ms
+[2025-08-31 15:10:41] [Rank 0] step:2781/5000 train_time:151074ms step_avg:54.32ms
+[2025-08-31 15:10:41] [Rank 0] step:2781/5000 train_time:151074ms step_avg:54.32ms
+[2025-08-31 15:10:42] [Rank 0] step:2801/5000 train_time:151890ms step_avg:54.23ms
+[2025-08-31 15:10:42] [Rank 0] step:2801/5000 train_time:151890ms step_avg:54.23ms
+[2025-08-31 15:10:44] [Rank 0] step:2821/5000 train_time:153412ms step_avg:54.38ms
+[2025-08-31 15:10:44] [Rank 0] step:2821/5000 train_time:153412ms step_avg:54.38ms
+[2025-08-31 15:10:44] [Rank 0] step:2841/5000 train_time:154229ms step_avg:54.29ms
+[2025-08-31 15:10:44] [Rank 0] step:2841/5000 train_time:154229ms step_avg:54.29ms
+[2025-08-31 15:10:45] [Rank 0] step:2861/5000 train_time:155045ms step_avg:54.19ms
+[2025-08-31 15:10:45] [Rank 0] step:2861/5000 train_time:155045ms step_avg:54.19ms
+[2025-08-31 15:10:46] [Rank 0] step:2881/5000 train_time:155861ms step_avg:54.10ms
+[2025-08-31 15:10:46] [Rank 0] step:2881/5000 train_time:155861ms step_avg:54.10ms
+[2025-08-31 15:10:47] [Rank 0] step:2901/5000 train_time:156677ms step_avg:54.01ms
+[2025-08-31 15:10:47] [Rank 0] step:2901/5000 train_time:156677ms step_avg:54.01ms
+[2025-08-31 15:10:48] [Rank 0] step:2921/5000 train_time:157493ms step_avg:53.92ms
+[2025-08-31 15:10:48] [Rank 0] step:2921/5000 train_time:157493ms step_avg:53.92ms
+[2025-08-31 15:10:49] [Rank 0] step:2941/5000 train_time:158309ms step_avg:53.83ms
+[2025-08-31 15:10:49] [Rank 0] step:2941/5000 train_time:158309ms step_avg:53.83ms
+[2025-08-31 15:10:49] [Rank 0] step:2961/5000 train_time:159126ms step_avg:53.74ms
+[2025-08-31 15:10:49] [Rank 0] step:2961/5000 train_time:159126ms step_avg:53.74ms
+[2025-08-31 15:10:50] [Rank 0] step:2981/5000 train_time:159943ms step_avg:53.65ms
+[2025-08-31 15:10:50] [Rank 0] step:2981/5000 train_time:159943ms step_avg:53.65ms
+[2025-08-31 15:10:51] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:10:51] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:10:51] [Rank 0] PRINT: step:3000/5000 train_loss:0.6983 val_loss:0.6777 train_time:160739ms step_avg:53.58ms
+[2025-08-31 15:10:51] [Rank 0] PRINT: step:3000/5000 train_loss:0.6983 val_loss:0.6777 train_time:160739ms step_avg:53.58ms
+[2025-08-31 15:10:51] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:10:51] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:10:52] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:10:52] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:12:28] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:12:28] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:12:28] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:12:28] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:12:28] [Rank 0]   Total Loss: 4.7299
+[2025-08-31 15:12:28] [Rank 0]   Total Loss: 4.7299
+[2025-08-31 15:12:28] [Rank 0]   Total FTA (Unweighted): 0.8625
+[2025-08-31 15:12:28] [Rank 0]   Total FTA (Unweighted): 0.8625
+[2025-08-31 15:12:28] [Rank 0]   Total FTA (Weighted):   0.8625
+[2025-08-31 15:12:28] [Rank 0]   Total FTA (Weighted):   0.8625
+[2025-08-31 15:12:28] [Rank 0]   Group 0 Loss: 4.7181
+[2025-08-31 15:12:28] [Rank 0]   Group 0 Loss: 4.7181
+[2025-08-31 15:12:28] [Rank 0]   Group 1 Loss: 4.2907
+[2025-08-31 15:12:28] [Rank 0]   Group 1 Loss: 4.2907
+[2025-08-31 15:12:28] [Rank 0]   Group 2 Loss: 4.2031
+[2025-08-31 15:12:28] [Rank 0]   Group 2 Loss: 4.2031
+[2025-08-31 15:12:28] [Rank 0]   Group 3 Loss: 4.7090
+[2025-08-31 15:12:28] [Rank 0]   Group 3 Loss: 4.7090
+[2025-08-31 15:12:28] [Rank 0]   Group 4 Loss: 4.6122
+[2025-08-31 15:12:28] [Rank 0]   Group 4 Loss: 4.6122
+[2025-08-31 15:12:28] [Rank 0]   Group 5 Loss: 4.6813
+[2025-08-31 15:12:28] [Rank 0]   Group 5 Loss: 4.6813
+[2025-08-31 15:12:28] [Rank 0]   Group 6 Loss: 4.6180
+[2025-08-31 15:12:28] [Rank 0]   Group 6 Loss: 4.6180
+[2025-08-31 15:12:28] [Rank 0]   Group 7 Loss: 4.6904
+[2025-08-31 15:12:28] [Rank 0]   Group 7 Loss: 4.6904
+[2025-08-31 15:12:28] [Rank 0]   Group 8 Loss: 4.7551
+[2025-08-31 15:12:28] [Rank 0]   Group 8 Loss: 4.7551
+[2025-08-31 15:12:28] [Rank 0]   Group 9 Loss: 4.7135
+[2025-08-31 15:12:28] [Rank 0]   Group 9 Loss: 4.7135
+[2025-08-31 15:12:28] [Rank 0]   Group 10 Loss: 4.9073
+[2025-08-31 15:12:28] [Rank 0]   Group 10 Loss: 4.9073
+[2025-08-31 15:12:28] [Rank 0]   Group 11 Loss: 4.8954
+[2025-08-31 15:12:28] [Rank 0]   Group 11 Loss: 4.8954
+[2025-08-31 15:12:28] [Rank 0]   Group 12 Loss: 4.8691
+[2025-08-31 15:12:28] [Rank 0]   Group 12 Loss: 4.8691
+[2025-08-31 15:12:28] [Rank 0]   Group 13 Loss: 4.9449
+[2025-08-31 15:12:28] [Rank 0]   Group 13 Loss: 4.9449
+[2025-08-31 15:12:28] [Rank 0]   Group 14 Loss: 4.9976
+[2025-08-31 15:12:28] [Rank 0]   Group 14 Loss: 4.9976
+[2025-08-31 15:12:28] [Rank 0]   Group 15 Loss: 5.0731
+[2025-08-31 15:12:28] [Rank 0]   Group 15 Loss: 5.0731
+[2025-08-31 15:12:28] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:12:28] [Rank 0]   Group 9 FTA: 0.9900
+[2025-08-31 15:12:28] [Rank 0]   Group 9 FTA: 0.9900
+[2025-08-31 15:12:28] [Rank 0]   Group 10 FTA: 0.9900
+[2025-08-31 15:12:28] [Rank 0]   Group 10 FTA: 0.9900
+[2025-08-31 15:12:28] [Rank 0]   Group 11 FTA: 0.9500
+[2025-08-31 15:12:28] [Rank 0]   Group 11 FTA: 0.9500
+[2025-08-31 15:12:28] [Rank 0]   Group 12 FTA: 0.8800
+[2025-08-31 15:12:28] [Rank 0]   Group 12 FTA: 0.8800
+[2025-08-31 15:12:28] [Rank 0]   Group 13 FTA: 0.6000
+[2025-08-31 15:12:28] [Rank 0]   Group 13 FTA: 0.6000
+[2025-08-31 15:12:28] [Rank 0]   Group 14 FTA: 0.2700
+[2025-08-31 15:12:28] [Rank 0]   Group 14 FTA: 0.2700
+[2025-08-31 15:12:28] [Rank 0]   Group 15 FTA: 0.1200
+[2025-08-31 15:12:28] [Rank 0]   Group 15 FTA: 0.1200
+[2025-08-31 15:12:29] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:12:29] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:12:29] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:12:29] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:12:29] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:12:29] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:12:30] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:12:30] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:12:30] [Rank 0] step:3001/5000 train_time:160764ms step_avg:53.57ms
+[2025-08-31 15:12:30] [Rank 0] step:3001/5000 train_time:160764ms step_avg:53.57ms
+[2025-08-31 15:12:31] [Rank 0] step:3021/5000 train_time:161599ms step_avg:53.49ms
+[2025-08-31 15:12:31] [Rank 0] step:3021/5000 train_time:161599ms step_avg:53.49ms
+[2025-08-31 15:12:31] [Rank 0] step:3041/5000 train_time:162415ms step_avg:53.41ms
+[2025-08-31 15:12:31] [Rank 0] step:3041/5000 train_time:162415ms step_avg:53.41ms
+[2025-08-31 15:12:32] [Rank 0] step:3061/5000 train_time:163231ms step_avg:53.33ms
+[2025-08-31 15:12:32] [Rank 0] step:3061/5000 train_time:163231ms step_avg:53.33ms
+[2025-08-31 15:12:33] [Rank 0] step:3081/5000 train_time:164047ms step_avg:53.24ms
+[2025-08-31 15:12:33] [Rank 0] step:3081/5000 train_time:164047ms step_avg:53.24ms
+[2025-08-31 15:12:34] [Rank 0] step:3101/5000 train_time:164871ms step_avg:53.17ms
+[2025-08-31 15:12:34] [Rank 0] step:3101/5000 train_time:164871ms step_avg:53.17ms
+[2025-08-31 15:12:35] [Rank 0] step:3121/5000 train_time:165687ms step_avg:53.09ms
+[2025-08-31 15:12:35] [Rank 0] step:3121/5000 train_time:165687ms step_avg:53.09ms
+[2025-08-31 15:12:35] [Rank 0] step:3141/5000 train_time:166503ms step_avg:53.01ms
+[2025-08-31 15:12:35] [Rank 0] step:3141/5000 train_time:166503ms step_avg:53.01ms
+[2025-08-31 15:12:36] [Rank 0] step:3161/5000 train_time:167318ms step_avg:52.93ms
+[2025-08-31 15:12:36] [Rank 0] step:3161/5000 train_time:167318ms step_avg:52.93ms
+[2025-08-31 15:12:37] [Rank 0] step:3181/5000 train_time:168135ms step_avg:52.86ms
+[2025-08-31 15:12:37] [Rank 0] step:3181/5000 train_time:168135ms step_avg:52.86ms
+[2025-08-31 15:12:38] [Rank 0] step:3201/5000 train_time:168951ms step_avg:52.78ms
+[2025-08-31 15:12:38] [Rank 0] step:3201/5000 train_time:168951ms step_avg:52.78ms
+[2025-08-31 15:12:39] [Rank 0] step:3221/5000 train_time:169768ms step_avg:52.71ms
+[2025-08-31 15:12:39] [Rank 0] step:3221/5000 train_time:169768ms step_avg:52.71ms
+[2025-08-31 15:12:40] [Rank 0] step:3241/5000 train_time:170585ms step_avg:52.63ms
+[2025-08-31 15:12:40] [Rank 0] step:3241/5000 train_time:170585ms step_avg:52.63ms
+[2025-08-31 15:12:40] [Rank 0] step:3261/5000 train_time:171401ms step_avg:52.56ms
+[2025-08-31 15:12:40] [Rank 0] step:3261/5000 train_time:171401ms step_avg:52.56ms
+[2025-08-31 15:12:41] [Rank 0] step:3281/5000 train_time:172218ms step_avg:52.49ms
+[2025-08-31 15:12:41] [Rank 0] step:3281/5000 train_time:172218ms step_avg:52.49ms
+[2025-08-31 15:12:42] [Rank 0] step:3301/5000 train_time:173034ms step_avg:52.42ms
+[2025-08-31 15:12:42] [Rank 0] step:3301/5000 train_time:173034ms step_avg:52.42ms
+[2025-08-31 15:12:43] [Rank 0] step:3321/5000 train_time:173851ms step_avg:52.35ms
+[2025-08-31 15:12:43] [Rank 0] step:3321/5000 train_time:173851ms step_avg:52.35ms
+[2025-08-31 15:12:44] [Rank 0] step:3341/5000 train_time:174667ms step_avg:52.28ms
+[2025-08-31 15:12:44] [Rank 0] step:3341/5000 train_time:174667ms step_avg:52.28ms
+[2025-08-31 15:12:44] [Rank 0] step:3361/5000 train_time:175484ms step_avg:52.21ms
+[2025-08-31 15:12:44] [Rank 0] step:3361/5000 train_time:175484ms step_avg:52.21ms
+[2025-08-31 15:12:45] [Rank 0] step:3381/5000 train_time:176301ms step_avg:52.14ms
+[2025-08-31 15:12:45] [Rank 0] step:3381/5000 train_time:176301ms step_avg:52.14ms
+[2025-08-31 15:12:46] [Rank 0] step:3401/5000 train_time:177118ms step_avg:52.08ms
+[2025-08-31 15:12:46] [Rank 0] step:3401/5000 train_time:177118ms step_avg:52.08ms
+[2025-08-31 15:12:47] [Rank 0] step:3421/5000 train_time:177935ms step_avg:52.01ms
+[2025-08-31 15:12:47] [Rank 0] step:3421/5000 train_time:177935ms step_avg:52.01ms
+[2025-08-31 15:12:48] [Rank 0] step:3441/5000 train_time:178752ms step_avg:51.95ms
+[2025-08-31 15:12:48] [Rank 0] step:3441/5000 train_time:178752ms step_avg:51.95ms
+[2025-08-31 15:12:49] [Rank 0] step:3461/5000 train_time:179569ms step_avg:51.88ms
+[2025-08-31 15:12:49] [Rank 0] step:3461/5000 train_time:179569ms step_avg:51.88ms
+[2025-08-31 15:12:49] [Rank 0] step:3481/5000 train_time:180385ms step_avg:51.82ms
+[2025-08-31 15:12:49] [Rank 0] step:3481/5000 train_time:180385ms step_avg:51.82ms
+[2025-08-31 15:12:50] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:12:50] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:12:51] [Rank 0] PRINT: step:3500/5000 train_loss:0.6815 val_loss:0.6629 train_time:181180ms step_avg:51.77ms
+[2025-08-31 15:12:51] [Rank 0] PRINT: step:3500/5000 train_loss:0.6815 val_loss:0.6629 train_time:181180ms step_avg:51.77ms
+[2025-08-31 15:12:51] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:12:51] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:12:51] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:12:51] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:14:27] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:14:27] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:14:27] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:14:27] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:14:27] [Rank 0]   Total Loss: 4.7780
+[2025-08-31 15:14:27] [Rank 0]   Total Loss: 4.7780
+[2025-08-31 15:14:27] [Rank 0]   Total FTA (Unweighted): 0.8819
+[2025-08-31 15:14:27] [Rank 0]   Total FTA (Unweighted): 0.8819
+[2025-08-31 15:14:27] [Rank 0]   Total FTA (Weighted):   0.8819
+[2025-08-31 15:14:27] [Rank 0]   Total FTA (Weighted):   0.8819
+[2025-08-31 15:14:27] [Rank 0]   Group 0 Loss: 4.7049
+[2025-08-31 15:14:27] [Rank 0]   Group 0 Loss: 4.7049
+[2025-08-31 15:14:27] [Rank 0]   Group 1 Loss: 4.4135
+[2025-08-31 15:14:27] [Rank 0]   Group 1 Loss: 4.4135
+[2025-08-31 15:14:27] [Rank 0]   Group 2 Loss: 4.2462
+[2025-08-31 15:14:27] [Rank 0]   Group 2 Loss: 4.2462
+[2025-08-31 15:14:27] [Rank 0]   Group 3 Loss: 4.6872
+[2025-08-31 15:14:27] [Rank 0]   Group 3 Loss: 4.6872
+[2025-08-31 15:14:27] [Rank 0]   Group 4 Loss: 4.6888
+[2025-08-31 15:14:27] [Rank 0]   Group 4 Loss: 4.6888
+[2025-08-31 15:14:27] [Rank 0]   Group 5 Loss: 4.7381
+[2025-08-31 15:14:27] [Rank 0]   Group 5 Loss: 4.7381
+[2025-08-31 15:14:27] [Rank 0]   Group 6 Loss: 4.6497
+[2025-08-31 15:14:27] [Rank 0]   Group 6 Loss: 4.6497
+[2025-08-31 15:14:27] [Rank 0]   Group 7 Loss: 4.7407
+[2025-08-31 15:14:27] [Rank 0]   Group 7 Loss: 4.7407
+[2025-08-31 15:14:27] [Rank 0]   Group 8 Loss: 4.8310
+[2025-08-31 15:14:27] [Rank 0]   Group 8 Loss: 4.8310
+[2025-08-31 15:14:27] [Rank 0]   Group 9 Loss: 4.7699
+[2025-08-31 15:14:27] [Rank 0]   Group 9 Loss: 4.7699
+[2025-08-31 15:14:27] [Rank 0]   Group 10 Loss: 4.9847
+[2025-08-31 15:14:27] [Rank 0]   Group 10 Loss: 4.9847
+[2025-08-31 15:14:27] [Rank 0]   Group 11 Loss: 4.9513
+[2025-08-31 15:14:27] [Rank 0]   Group 11 Loss: 4.9513
+[2025-08-31 15:14:27] [Rank 0]   Group 12 Loss: 4.9236
+[2025-08-31 15:14:27] [Rank 0]   Group 12 Loss: 4.9236
+[2025-08-31 15:14:27] [Rank 0]   Group 13 Loss: 4.9758
+[2025-08-31 15:14:27] [Rank 0]   Group 13 Loss: 4.9758
+[2025-08-31 15:14:27] [Rank 0]   Group 14 Loss: 5.0442
+[2025-08-31 15:14:27] [Rank 0]   Group 14 Loss: 5.0442
+[2025-08-31 15:14:27] [Rank 0]   Group 15 Loss: 5.0989
+[2025-08-31 15:14:27] [Rank 0]   Group 15 Loss: 5.0989
+[2025-08-31 15:14:27] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 9 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 9 FTA: 1.0000
+[2025-08-31 15:14:27] [Rank 0]   Group 10 FTA: 0.9800
+[2025-08-31 15:14:27] [Rank 0]   Group 10 FTA: 0.9800
+[2025-08-31 15:14:27] [Rank 0]   Group 11 FTA: 0.9800
+[2025-08-31 15:14:27] [Rank 0]   Group 11 FTA: 0.9800
+[2025-08-31 15:14:27] [Rank 0]   Group 12 FTA: 0.9600
+[2025-08-31 15:14:27] [Rank 0]   Group 12 FTA: 0.9600
+[2025-08-31 15:14:27] [Rank 0]   Group 13 FTA: 0.7600
+[2025-08-31 15:14:27] [Rank 0]   Group 13 FTA: 0.7600
+[2025-08-31 15:14:27] [Rank 0]   Group 14 FTA: 0.2800
+[2025-08-31 15:14:27] [Rank 0]   Group 14 FTA: 0.2800
+[2025-08-31 15:14:27] [Rank 0]   Group 15 FTA: 0.1500
+[2025-08-31 15:14:27] [Rank 0]   Group 15 FTA: 0.1500
+[2025-08-31 15:14:28] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:14:28] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:14:28] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:14:28] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:14:28] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:14:28] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:14:28] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:14:28] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:14:29] [Rank 0] step:3501/5000 train_time:181206ms step_avg:51.76ms
+[2025-08-31 15:14:29] [Rank 0] step:3501/5000 train_time:181206ms step_avg:51.76ms
+[2025-08-31 15:14:29] [Rank 0] step:3521/5000 train_time:182051ms step_avg:51.70ms
+[2025-08-31 15:14:29] [Rank 0] step:3521/5000 train_time:182051ms step_avg:51.70ms
+[2025-08-31 15:14:30] [Rank 0] step:3541/5000 train_time:182869ms step_avg:51.64ms
+[2025-08-31 15:14:30] [Rank 0] step:3541/5000 train_time:182869ms step_avg:51.64ms
+[2025-08-31 15:14:31] [Rank 0] step:3561/5000 train_time:183686ms step_avg:51.58ms
+[2025-08-31 15:14:31] [Rank 0] step:3561/5000 train_time:183686ms step_avg:51.58ms
+[2025-08-31 15:14:32] [Rank 0] step:3581/5000 train_time:184501ms step_avg:51.52ms
+[2025-08-31 15:14:32] [Rank 0] step:3581/5000 train_time:184501ms step_avg:51.52ms
+[2025-08-31 15:14:33] [Rank 0] step:3601/5000 train_time:185318ms step_avg:51.46ms
+[2025-08-31 15:14:33] [Rank 0] step:3601/5000 train_time:185318ms step_avg:51.46ms
+[2025-08-31 15:14:33] [Rank 0] step:3621/5000 train_time:186133ms step_avg:51.40ms
+[2025-08-31 15:14:33] [Rank 0] step:3621/5000 train_time:186133ms step_avg:51.40ms
+[2025-08-31 15:14:35] [Rank 0] step:3641/5000 train_time:187660ms step_avg:51.54ms
+[2025-08-31 15:14:35] [Rank 0] step:3641/5000 train_time:187660ms step_avg:51.54ms
+[2025-08-31 15:14:36] [Rank 0] step:3661/5000 train_time:188476ms step_avg:51.48ms
+[2025-08-31 15:14:36] [Rank 0] step:3661/5000 train_time:188476ms step_avg:51.48ms
+[2025-08-31 15:14:37] [Rank 0] step:3681/5000 train_time:189292ms step_avg:51.42ms
+[2025-08-31 15:14:37] [Rank 0] step:3681/5000 train_time:189292ms step_avg:51.42ms
+[2025-08-31 15:14:37] [Rank 0] step:3701/5000 train_time:190108ms step_avg:51.37ms
+[2025-08-31 15:14:37] [Rank 0] step:3701/5000 train_time:190108ms step_avg:51.37ms
+[2025-08-31 15:14:38] [Rank 0] step:3721/5000 train_time:190924ms step_avg:51.31ms
+[2025-08-31 15:14:38] [Rank 0] step:3721/5000 train_time:190924ms step_avg:51.31ms
+[2025-08-31 15:14:39] [Rank 0] step:3741/5000 train_time:191741ms step_avg:51.25ms
+[2025-08-31 15:14:39] [Rank 0] step:3741/5000 train_time:191741ms step_avg:51.25ms
+[2025-08-31 15:14:40] [Rank 0] step:3761/5000 train_time:192558ms step_avg:51.20ms
+[2025-08-31 15:14:40] [Rank 0] step:3761/5000 train_time:192558ms step_avg:51.20ms
+[2025-08-31 15:14:41] [Rank 0] step:3781/5000 train_time:193375ms step_avg:51.14ms
+[2025-08-31 15:14:41] [Rank 0] step:3781/5000 train_time:193375ms step_avg:51.14ms
+[2025-08-31 15:14:41] [Rank 0] step:3801/5000 train_time:194192ms step_avg:51.09ms
+[2025-08-31 15:14:41] [Rank 0] step:3801/5000 train_time:194192ms step_avg:51.09ms
+[2025-08-31 15:14:42] [Rank 0] step:3821/5000 train_time:195008ms step_avg:51.04ms
+[2025-08-31 15:14:42] [Rank 0] step:3821/5000 train_time:195008ms step_avg:51.04ms
+[2025-08-31 15:14:43] [Rank 0] step:3841/5000 train_time:195826ms step_avg:50.98ms
+[2025-08-31 15:14:43] [Rank 0] step:3841/5000 train_time:195826ms step_avg:50.98ms
+[2025-08-31 15:14:44] [Rank 0] step:3861/5000 train_time:196642ms step_avg:50.93ms
+[2025-08-31 15:14:44] [Rank 0] step:3861/5000 train_time:196642ms step_avg:50.93ms
+[2025-08-31 15:14:45] [Rank 0] step:3881/5000 train_time:197459ms step_avg:50.88ms
+[2025-08-31 15:14:45] [Rank 0] step:3881/5000 train_time:197459ms step_avg:50.88ms
+[2025-08-31 15:14:46] [Rank 0] step:3901/5000 train_time:198275ms step_avg:50.83ms
+[2025-08-31 15:14:46] [Rank 0] step:3901/5000 train_time:198275ms step_avg:50.83ms
+[2025-08-31 15:14:46] [Rank 0] step:3921/5000 train_time:199091ms step_avg:50.78ms
+[2025-08-31 15:14:46] [Rank 0] step:3921/5000 train_time:199091ms step_avg:50.78ms
+[2025-08-31 15:14:47] [Rank 0] step:3941/5000 train_time:199908ms step_avg:50.73ms
+[2025-08-31 15:14:47] [Rank 0] step:3941/5000 train_time:199908ms step_avg:50.73ms
+[2025-08-31 15:14:48] [Rank 0] step:3961/5000 train_time:200724ms step_avg:50.68ms
+[2025-08-31 15:14:48] [Rank 0] step:3961/5000 train_time:200724ms step_avg:50.68ms
+[2025-08-31 15:14:49] [Rank 0] step:3981/5000 train_time:201542ms step_avg:50.63ms
+[2025-08-31 15:14:49] [Rank 0] step:3981/5000 train_time:201542ms step_avg:50.63ms
+[2025-08-31 15:14:50] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:14:50] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:14:50] [Rank 0] PRINT: step:4000/5000 train_loss:0.6684 val_loss:0.6506 train_time:202338ms step_avg:50.58ms
+[2025-08-31 15:14:50] [Rank 0] PRINT: step:4000/5000 train_loss:0.6684 val_loss:0.6506 train_time:202338ms step_avg:50.58ms
+[2025-08-31 15:14:50] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:14:50] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:14:50] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:14:50] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:16:26] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:16:26] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:16:26] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:16:26] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:16:26] [Rank 0]   Total Loss: 4.8235
+[2025-08-31 15:16:26] [Rank 0]   Total Loss: 4.8235
+[2025-08-31 15:16:26] [Rank 0]   Total FTA (Unweighted): 0.9038
+[2025-08-31 15:16:26] [Rank 0]   Total FTA (Unweighted): 0.9038
+[2025-08-31 15:16:26] [Rank 0]   Total FTA (Weighted):   0.9038
+[2025-08-31 15:16:26] [Rank 0]   Total FTA (Weighted):   0.9038
+[2025-08-31 15:16:26] [Rank 0]   Group 0 Loss: 4.7907
+[2025-08-31 15:16:26] [Rank 0]   Group 0 Loss: 4.7907
+[2025-08-31 15:16:26] [Rank 0]   Group 1 Loss: 4.4198
+[2025-08-31 15:16:26] [Rank 0]   Group 1 Loss: 4.4198
+[2025-08-31 15:16:26] [Rank 0]   Group 2 Loss: 4.3006
+[2025-08-31 15:16:26] [Rank 0]   Group 2 Loss: 4.3006
+[2025-08-31 15:16:26] [Rank 0]   Group 3 Loss: 4.7350
+[2025-08-31 15:16:26] [Rank 0]   Group 3 Loss: 4.7350
+[2025-08-31 15:16:26] [Rank 0]   Group 4 Loss: 4.6827
+[2025-08-31 15:16:26] [Rank 0]   Group 4 Loss: 4.6827
+[2025-08-31 15:16:26] [Rank 0]   Group 5 Loss: 4.7575
+[2025-08-31 15:16:26] [Rank 0]   Group 5 Loss: 4.7575
+[2025-08-31 15:16:26] [Rank 0]   Group 6 Loss: 4.7470
+[2025-08-31 15:16:26] [Rank 0]   Group 6 Loss: 4.7470
+[2025-08-31 15:16:26] [Rank 0]   Group 7 Loss: 4.7501
+[2025-08-31 15:16:26] [Rank 0]   Group 7 Loss: 4.7501
+[2025-08-31 15:16:26] [Rank 0]   Group 8 Loss: 4.9123
+[2025-08-31 15:16:26] [Rank 0]   Group 8 Loss: 4.9123
+[2025-08-31 15:16:26] [Rank 0]   Group 9 Loss: 4.8274
+[2025-08-31 15:16:26] [Rank 0]   Group 9 Loss: 4.8274
+[2025-08-31 15:16:26] [Rank 0]   Group 10 Loss: 5.0320
+[2025-08-31 15:16:26] [Rank 0]   Group 10 Loss: 5.0320
+[2025-08-31 15:16:26] [Rank 0]   Group 11 Loss: 4.9946
+[2025-08-31 15:16:26] [Rank 0]   Group 11 Loss: 4.9946
+[2025-08-31 15:16:26] [Rank 0]   Group 12 Loss: 4.9637
+[2025-08-31 15:16:26] [Rank 0]   Group 12 Loss: 4.9637
+[2025-08-31 15:16:26] [Rank 0]   Group 13 Loss: 5.0569
+[2025-08-31 15:16:26] [Rank 0]   Group 13 Loss: 5.0569
+[2025-08-31 15:16:26] [Rank 0]   Group 14 Loss: 5.0855
+[2025-08-31 15:16:26] [Rank 0]   Group 14 Loss: 5.0855
+[2025-08-31 15:16:26] [Rank 0]   Group 15 Loss: 5.1203
+[2025-08-31 15:16:26] [Rank 0]   Group 15 Loss: 5.1203
+[2025-08-31 15:16:26] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 9 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 9 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 10 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 10 FTA: 1.0000
+[2025-08-31 15:16:26] [Rank 0]   Group 11 FTA: 0.9900
+[2025-08-31 15:16:26] [Rank 0]   Group 11 FTA: 0.9900
+[2025-08-31 15:16:26] [Rank 0]   Group 12 FTA: 0.9600
+[2025-08-31 15:16:26] [Rank 0]   Group 12 FTA: 0.9600
+[2025-08-31 15:16:26] [Rank 0]   Group 13 FTA: 0.8500
+[2025-08-31 15:16:26] [Rank 0]   Group 13 FTA: 0.8500
+[2025-08-31 15:16:26] [Rank 0]   Group 14 FTA: 0.4400
+[2025-08-31 15:16:26] [Rank 0]   Group 14 FTA: 0.4400
+[2025-08-31 15:16:26] [Rank 0]   Group 15 FTA: 0.2200
+[2025-08-31 15:16:26] [Rank 0]   Group 15 FTA: 0.2200
+[2025-08-31 15:16:27] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:16:27] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:16:27] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:16:27] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:16:28] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:16:28] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:16:28] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:16:28] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:16:28] [Rank 0] step:4001/5000 train_time:202363ms step_avg:50.58ms
+[2025-08-31 15:16:28] [Rank 0] step:4001/5000 train_time:202363ms step_avg:50.58ms
+[2025-08-31 15:16:29] [Rank 0] step:4021/5000 train_time:203923ms step_avg:50.71ms
+[2025-08-31 15:16:29] [Rank 0] step:4021/5000 train_time:203923ms step_avg:50.71ms
+[2025-08-31 15:16:30] [Rank 0] step:4041/5000 train_time:204740ms step_avg:50.67ms
+[2025-08-31 15:16:30] [Rank 0] step:4041/5000 train_time:204740ms step_avg:50.67ms
+[2025-08-31 15:16:31] [Rank 0] step:4061/5000 train_time:205557ms step_avg:50.62ms
+[2025-08-31 15:16:31] [Rank 0] step:4061/5000 train_time:205557ms step_avg:50.62ms
+[2025-08-31 15:16:32] [Rank 0] step:4081/5000 train_time:206373ms step_avg:50.57ms
+[2025-08-31 15:16:32] [Rank 0] step:4081/5000 train_time:206373ms step_avg:50.57ms
+[2025-08-31 15:16:33] [Rank 0] step:4101/5000 train_time:207190ms step_avg:50.52ms
+[2025-08-31 15:16:33] [Rank 0] step:4101/5000 train_time:207190ms step_avg:50.52ms
+[2025-08-31 15:16:34] [Rank 0] step:4121/5000 train_time:208011ms step_avg:50.48ms
+[2025-08-31 15:16:34] [Rank 0] step:4121/5000 train_time:208011ms step_avg:50.48ms
+[2025-08-31 15:16:34] [Rank 0] step:4141/5000 train_time:208827ms step_avg:50.43ms
+[2025-08-31 15:16:34] [Rank 0] step:4141/5000 train_time:208827ms step_avg:50.43ms
+[2025-08-31 15:16:35] [Rank 0] step:4161/5000 train_time:209643ms step_avg:50.38ms
+[2025-08-31 15:16:35] [Rank 0] step:4161/5000 train_time:209643ms step_avg:50.38ms
+[2025-08-31 15:16:36] [Rank 0] step:4181/5000 train_time:210458ms step_avg:50.34ms
+[2025-08-31 15:16:36] [Rank 0] step:4181/5000 train_time:210458ms step_avg:50.34ms
+[2025-08-31 15:16:37] [Rank 0] step:4201/5000 train_time:211275ms step_avg:50.29ms
+[2025-08-31 15:16:37] [Rank 0] step:4201/5000 train_time:211275ms step_avg:50.29ms
+[2025-08-31 15:16:38] [Rank 0] step:4221/5000 train_time:212096ms step_avg:50.25ms
+[2025-08-31 15:16:38] [Rank 0] step:4221/5000 train_time:212096ms step_avg:50.25ms
+[2025-08-31 15:16:38] [Rank 0] step:4241/5000 train_time:212913ms step_avg:50.20ms
+[2025-08-31 15:16:38] [Rank 0] step:4241/5000 train_time:212913ms step_avg:50.20ms
+[2025-08-31 15:16:39] [Rank 0] step:4261/5000 train_time:213729ms step_avg:50.16ms
+[2025-08-31 15:16:39] [Rank 0] step:4261/5000 train_time:213729ms step_avg:50.16ms
+[2025-08-31 15:16:40] [Rank 0] step:4281/5000 train_time:214545ms step_avg:50.12ms
+[2025-08-31 15:16:40] [Rank 0] step:4281/5000 train_time:214545ms step_avg:50.12ms
+[2025-08-31 15:16:41] [Rank 0] step:4301/5000 train_time:215361ms step_avg:50.07ms
+[2025-08-31 15:16:41] [Rank 0] step:4301/5000 train_time:215361ms step_avg:50.07ms
+[2025-08-31 15:16:42] [Rank 0] step:4321/5000 train_time:216176ms step_avg:50.03ms
+[2025-08-31 15:16:42] [Rank 0] step:4321/5000 train_time:216176ms step_avg:50.03ms
+[2025-08-31 15:16:43] [Rank 0] step:4341/5000 train_time:216991ms step_avg:49.99ms
+[2025-08-31 15:16:43] [Rank 0] step:4341/5000 train_time:216991ms step_avg:49.99ms
+[2025-08-31 15:16:43] [Rank 0] step:4361/5000 train_time:217808ms step_avg:49.94ms
+[2025-08-31 15:16:43] [Rank 0] step:4361/5000 train_time:217808ms step_avg:49.94ms
+[2025-08-31 15:16:44] [Rank 0] step:4381/5000 train_time:218623ms step_avg:49.90ms
+[2025-08-31 15:16:44] [Rank 0] step:4381/5000 train_time:218623ms step_avg:49.90ms
+[2025-08-31 15:16:45] [Rank 0] step:4401/5000 train_time:219439ms step_avg:49.86ms
+[2025-08-31 15:16:45] [Rank 0] step:4401/5000 train_time:219439ms step_avg:49.86ms
+[2025-08-31 15:16:46] [Rank 0] step:4421/5000 train_time:220256ms step_avg:49.82ms
+[2025-08-31 15:16:46] [Rank 0] step:4421/5000 train_time:220256ms step_avg:49.82ms
+[2025-08-31 15:16:47] [Rank 0] step:4441/5000 train_time:221072ms step_avg:49.78ms
+[2025-08-31 15:16:47] [Rank 0] step:4441/5000 train_time:221072ms step_avg:49.78ms
+[2025-08-31 15:16:47] [Rank 0] step:4461/5000 train_time:221890ms step_avg:49.74ms
+[2025-08-31 15:16:47] [Rank 0] step:4461/5000 train_time:221890ms step_avg:49.74ms
+[2025-08-31 15:16:48] [Rank 0] step:4481/5000 train_time:222707ms step_avg:49.70ms
+[2025-08-31 15:16:48] [Rank 0] step:4481/5000 train_time:222707ms step_avg:49.70ms
+[2025-08-31 15:16:49] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:16:49] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:16:50] [Rank 0] PRINT: step:4500/5000 train_loss:0.6572 val_loss:0.6399 train_time:223502ms step_avg:49.67ms
+[2025-08-31 15:16:50] [Rank 0] PRINT: step:4500/5000 train_loss:0.6572 val_loss:0.6399 train_time:223502ms step_avg:49.67ms
+[2025-08-31 15:16:50] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:16:50] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:16:50] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:16:50] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:18:25] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:18:25] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:18:25] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:18:25] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:18:25] [Rank 0]   Total Loss: 4.8390
+[2025-08-31 15:18:25] [Rank 0]   Total Loss: 4.8390
+[2025-08-31 15:18:25] [Rank 0]   Total FTA (Unweighted): 0.9256
+[2025-08-31 15:18:25] [Rank 0]   Total FTA (Unweighted): 0.9256
+[2025-08-31 15:18:25] [Rank 0]   Total FTA (Weighted):   0.9256
+[2025-08-31 15:18:25] [Rank 0]   Total FTA (Weighted):   0.9256
+[2025-08-31 15:18:25] [Rank 0]   Group 0 Loss: 4.7821
+[2025-08-31 15:18:25] [Rank 0]   Group 0 Loss: 4.7821
+[2025-08-31 15:18:25] [Rank 0]   Group 1 Loss: 4.4455
+[2025-08-31 15:18:25] [Rank 0]   Group 1 Loss: 4.4455
+[2025-08-31 15:18:25] [Rank 0]   Group 2 Loss: 4.3296
+[2025-08-31 15:18:25] [Rank 0]   Group 2 Loss: 4.3296
+[2025-08-31 15:18:25] [Rank 0]   Group 3 Loss: 4.7299
+[2025-08-31 15:18:25] [Rank 0]   Group 3 Loss: 4.7299
+[2025-08-31 15:18:25] [Rank 0]   Group 4 Loss: 4.7392
+[2025-08-31 15:18:25] [Rank 0]   Group 4 Loss: 4.7392
+[2025-08-31 15:18:25] [Rank 0]   Group 5 Loss: 4.7841
+[2025-08-31 15:18:25] [Rank 0]   Group 5 Loss: 4.7841
+[2025-08-31 15:18:25] [Rank 0]   Group 6 Loss: 4.7154
+[2025-08-31 15:18:25] [Rank 0]   Group 6 Loss: 4.7154
+[2025-08-31 15:18:25] [Rank 0]   Group 7 Loss: 4.8017
+[2025-08-31 15:18:25] [Rank 0]   Group 7 Loss: 4.8017
+[2025-08-31 15:18:25] [Rank 0]   Group 8 Loss: 4.9210
+[2025-08-31 15:18:25] [Rank 0]   Group 8 Loss: 4.9210
+[2025-08-31 15:18:25] [Rank 0]   Group 9 Loss: 4.8644
+[2025-08-31 15:18:25] [Rank 0]   Group 9 Loss: 4.8644
+[2025-08-31 15:18:25] [Rank 0]   Group 10 Loss: 5.0500
+[2025-08-31 15:18:25] [Rank 0]   Group 10 Loss: 5.0500
+[2025-08-31 15:18:25] [Rank 0]   Group 11 Loss: 4.9931
+[2025-08-31 15:18:25] [Rank 0]   Group 11 Loss: 4.9931
+[2025-08-31 15:18:25] [Rank 0]   Group 12 Loss: 4.9872
+[2025-08-31 15:18:25] [Rank 0]   Group 12 Loss: 4.9872
+[2025-08-31 15:18:25] [Rank 0]   Group 13 Loss: 5.0613
+[2025-08-31 15:18:25] [Rank 0]   Group 13 Loss: 5.0613
+[2025-08-31 15:18:25] [Rank 0]   Group 14 Loss: 5.1029
+[2025-08-31 15:18:25] [Rank 0]   Group 14 Loss: 5.1029
+[2025-08-31 15:18:25] [Rank 0]   Group 15 Loss: 5.1166
+[2025-08-31 15:18:25] [Rank 0]   Group 15 Loss: 5.1166
+[2025-08-31 15:18:25] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 7 FTA: 0.9900
+[2025-08-31 15:18:25] [Rank 0]   Group 7 FTA: 0.9900
+[2025-08-31 15:18:25] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 9 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 9 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 10 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 10 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 11 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 11 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 12 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 12 FTA: 1.0000
+[2025-08-31 15:18:25] [Rank 0]   Group 13 FTA: 0.9500
+[2025-08-31 15:18:25] [Rank 0]   Group 13 FTA: 0.9500
+[2025-08-31 15:18:25] [Rank 0]   Group 14 FTA: 0.5600
+[2025-08-31 15:18:25] [Rank 0]   Group 14 FTA: 0.5600
+[2025-08-31 15:18:25] [Rank 0]   Group 15 FTA: 0.3100
+[2025-08-31 15:18:25] [Rank 0]   Group 15 FTA: 0.3100
+[2025-08-31 15:18:26] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:18:26] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:18:26] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:18:26] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:18:27] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:18:27] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:18:27] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:18:27] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:18:27] [Rank 0] step:4501/5000 train_time:223528ms step_avg:49.66ms
+[2025-08-31 15:18:27] [Rank 0] step:4501/5000 train_time:223528ms step_avg:49.66ms
+[2025-08-31 15:18:28] [Rank 0] step:4521/5000 train_time:224378ms step_avg:49.63ms
+[2025-08-31 15:18:28] [Rank 0] step:4521/5000 train_time:224378ms step_avg:49.63ms
+[2025-08-31 15:18:29] [Rank 0] step:4541/5000 train_time:225479ms step_avg:49.65ms
+[2025-08-31 15:18:29] [Rank 0] step:4541/5000 train_time:225479ms step_avg:49.65ms
+[2025-08-31 15:18:30] [Rank 0] step:4561/5000 train_time:226295ms step_avg:49.62ms
+[2025-08-31 15:18:30] [Rank 0] step:4561/5000 train_time:226295ms step_avg:49.62ms
+[2025-08-31 15:18:30] [Rank 0] step:4581/5000 train_time:227111ms step_avg:49.58ms
+[2025-08-31 15:18:30] [Rank 0] step:4581/5000 train_time:227111ms step_avg:49.58ms
+[2025-08-31 15:18:31] [Rank 0] step:4601/5000 train_time:227927ms step_avg:49.54ms
+[2025-08-31 15:18:31] [Rank 0] step:4601/5000 train_time:227927ms step_avg:49.54ms
+[2025-08-31 15:18:32] [Rank 0] step:4621/5000 train_time:228743ms step_avg:49.50ms
+[2025-08-31 15:18:32] [Rank 0] step:4621/5000 train_time:228743ms step_avg:49.50ms
+[2025-08-31 15:18:33] [Rank 0] step:4641/5000 train_time:229560ms step_avg:49.46ms
+[2025-08-31 15:18:33] [Rank 0] step:4641/5000 train_time:229560ms step_avg:49.46ms
+[2025-08-31 15:18:34] [Rank 0] step:4661/5000 train_time:230375ms step_avg:49.43ms
+[2025-08-31 15:18:34] [Rank 0] step:4661/5000 train_time:230375ms step_avg:49.43ms
+[2025-08-31 15:18:34] [Rank 0] step:4681/5000 train_time:231192ms step_avg:49.39ms
+[2025-08-31 15:18:34] [Rank 0] step:4681/5000 train_time:231192ms step_avg:49.39ms
+[2025-08-31 15:18:35] [Rank 0] step:4701/5000 train_time:232008ms step_avg:49.35ms
+[2025-08-31 15:18:35] [Rank 0] step:4701/5000 train_time:232008ms step_avg:49.35ms
+[2025-08-31 15:18:36] [Rank 0] step:4721/5000 train_time:232824ms step_avg:49.32ms
+[2025-08-31 15:18:36] [Rank 0] step:4721/5000 train_time:232824ms step_avg:49.32ms
+[2025-08-31 15:18:37] [Rank 0] step:4741/5000 train_time:233639ms step_avg:49.28ms
+[2025-08-31 15:18:37] [Rank 0] step:4741/5000 train_time:233639ms step_avg:49.28ms
+[2025-08-31 15:18:38] [Rank 0] step:4761/5000 train_time:234455ms step_avg:49.24ms
+[2025-08-31 15:18:38] [Rank 0] step:4761/5000 train_time:234455ms step_avg:49.24ms
+[2025-08-31 15:18:39] [Rank 0] step:4781/5000 train_time:235272ms step_avg:49.21ms
+[2025-08-31 15:18:39] [Rank 0] step:4781/5000 train_time:235272ms step_avg:49.21ms
+[2025-08-31 15:18:39] [Rank 0] step:4801/5000 train_time:236088ms step_avg:49.17ms
+[2025-08-31 15:18:39] [Rank 0] step:4801/5000 train_time:236088ms step_avg:49.17ms
+[2025-08-31 15:18:40] [Rank 0] step:4821/5000 train_time:236905ms step_avg:49.14ms
+[2025-08-31 15:18:40] [Rank 0] step:4821/5000 train_time:236905ms step_avg:49.14ms
+[2025-08-31 15:18:41] [Rank 0] step:4841/5000 train_time:238030ms step_avg:49.17ms
+[2025-08-31 15:18:41] [Rank 0] step:4841/5000 train_time:238030ms step_avg:49.17ms
+[2025-08-31 15:18:42] [Rank 0] step:4861/5000 train_time:238847ms step_avg:49.14ms
+[2025-08-31 15:18:42] [Rank 0] step:4861/5000 train_time:238847ms step_avg:49.14ms
+[2025-08-31 15:18:43] [Rank 0] step:4881/5000 train_time:239663ms step_avg:49.10ms
+[2025-08-31 15:18:43] [Rank 0] step:4881/5000 train_time:239663ms step_avg:49.10ms
+[2025-08-31 15:18:44] [Rank 0] step:4901/5000 train_time:240478ms step_avg:49.07ms
+[2025-08-31 15:18:44] [Rank 0] step:4901/5000 train_time:240478ms step_avg:49.07ms
+[2025-08-31 15:18:45] [Rank 0] step:4921/5000 train_time:241295ms step_avg:49.03ms
+[2025-08-31 15:18:45] [Rank 0] step:4921/5000 train_time:241295ms step_avg:49.03ms
+[2025-08-31 15:18:45] [Rank 0] step:4941/5000 train_time:242110ms step_avg:49.00ms
+[2025-08-31 15:18:45] [Rank 0] step:4941/5000 train_time:242110ms step_avg:49.00ms
+[2025-08-31 15:18:46] [Rank 0] step:4961/5000 train_time:242928ms step_avg:48.97ms
+[2025-08-31 15:18:46] [Rank 0] step:4961/5000 train_time:242928ms step_avg:48.97ms
+[2025-08-31 15:18:47] [Rank 0] step:4981/5000 train_time:243744ms step_avg:48.93ms
+[2025-08-31 15:18:47] [Rank 0] step:4981/5000 train_time:243744ms step_avg:48.93ms
+[2025-08-31 15:18:48] [Rank 0] step:5000/5000 train_time:244520ms step_avg:48.90ms
+[2025-08-31 15:18:48] [Rank 0] step:5000/5000 train_time:244520ms step_avg:48.90ms
+[2025-08-31 15:18:48] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:18:48] [Rank 0] PRINT: Warning: val_tokens (491520) not perfectly divisible by val_batch_size (65536). Some tokens might be missed.
+[2025-08-31 15:18:48] [Rank 0] PRINT: step:5000/5000 train_loss:0.6471 val_loss:0.6316 train_time:244546ms step_avg:48.91ms
+[2025-08-31 15:18:48] [Rank 0] PRINT: step:5000/5000 train_loss:0.6471 val_loss:0.6316 train_time:244546ms step_avg:48.91ms
+[2025-08-31 15:18:48] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:18:48] [Rank 0] 
+--- Starting Detailed Evaluation (Loss & FTA) ---
+[2025-08-31 15:18:48] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:18:48] [Rank 0] PRINT: Fixed-eval set loaded with 1600 samples.
+[2025-08-31 15:20:26] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:20:26] [Rank 0] --- Detailed Evaluation Complete ---
+[2025-08-31 15:20:26] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:20:26] [Rank 0] --- Detailed Evaluation Results (This Step) ---
+[2025-08-31 15:20:26] [Rank 0]   Total Loss: 4.9010
+[2025-08-31 15:20:26] [Rank 0]   Total Loss: 4.9010
+[2025-08-31 15:20:26] [Rank 0]   Total FTA (Unweighted): 0.9394
+[2025-08-31 15:20:26] [Rank 0]   Total FTA (Unweighted): 0.9394
+[2025-08-31 15:20:26] [Rank 0]   Total FTA (Weighted):   0.9394
+[2025-08-31 15:20:26] [Rank 0]   Total FTA (Weighted):   0.9394
+[2025-08-31 15:20:26] [Rank 0]   Group 0 Loss: 4.8011
+[2025-08-31 15:20:26] [Rank 0]   Group 0 Loss: 4.8011
+[2025-08-31 15:20:26] [Rank 0]   Group 1 Loss: 4.4886
+[2025-08-31 15:20:26] [Rank 0]   Group 1 Loss: 4.4886
+[2025-08-31 15:20:26] [Rank 0]   Group 2 Loss: 4.3938
+[2025-08-31 15:20:26] [Rank 0]   Group 2 Loss: 4.3938
+[2025-08-31 15:20:26] [Rank 0]   Group 3 Loss: 4.7966
+[2025-08-31 15:20:26] [Rank 0]   Group 3 Loss: 4.7966
+[2025-08-31 15:20:26] [Rank 0]   Group 4 Loss: 4.7911
+[2025-08-31 15:20:26] [Rank 0]   Group 4 Loss: 4.7911
+[2025-08-31 15:20:26] [Rank 0]   Group 5 Loss: 4.8547
+[2025-08-31 15:20:26] [Rank 0]   Group 5 Loss: 4.8547
+[2025-08-31 15:20:26] [Rank 0]   Group 6 Loss: 4.8132
+[2025-08-31 15:20:26] [Rank 0]   Group 6 Loss: 4.8132
+[2025-08-31 15:20:26] [Rank 0]   Group 7 Loss: 4.8465
+[2025-08-31 15:20:26] [Rank 0]   Group 7 Loss: 4.8465
+[2025-08-31 15:20:26] [Rank 0]   Group 8 Loss: 4.9881
+[2025-08-31 15:20:26] [Rank 0]   Group 8 Loss: 4.9881
+[2025-08-31 15:20:26] [Rank 0]   Group 9 Loss: 4.9297
+[2025-08-31 15:20:26] [Rank 0]   Group 9 Loss: 4.9297
+[2025-08-31 15:20:26] [Rank 0]   Group 10 Loss: 5.1299
+[2025-08-31 15:20:26] [Rank 0]   Group 10 Loss: 5.1299
+[2025-08-31 15:20:26] [Rank 0]   Group 11 Loss: 5.1022
+[2025-08-31 15:20:26] [Rank 0]   Group 11 Loss: 5.1022
+[2025-08-31 15:20:26] [Rank 0]   Group 12 Loss: 5.0437
+[2025-08-31 15:20:26] [Rank 0]   Group 12 Loss: 5.0437
+[2025-08-31 15:20:26] [Rank 0]   Group 13 Loss: 5.1525
+[2025-08-31 15:20:26] [Rank 0]   Group 13 Loss: 5.1525
+[2025-08-31 15:20:26] [Rank 0]   Group 14 Loss: 5.1458
+[2025-08-31 15:20:26] [Rank 0]   Group 14 Loss: 5.1458
+[2025-08-31 15:20:26] [Rank 0]   Group 15 Loss: 5.1388
+[2025-08-31 15:20:26] [Rank 0]   Group 15 Loss: 5.1388
+[2025-08-31 15:20:26] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 0 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 1 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 2 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 3 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 4 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 5 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 6 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 7 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 8 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 9 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 9 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 10 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 10 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 11 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 11 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 12 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 12 FTA: 1.0000
+[2025-08-31 15:20:26] [Rank 0]   Group 13 FTA: 0.9600
+[2025-08-31 15:20:26] [Rank 0]   Group 13 FTA: 0.9600
+[2025-08-31 15:20:26] [Rank 0]   Group 14 FTA: 0.7000
+[2025-08-31 15:20:26] [Rank 0]   Group 14 FTA: 0.7000
+[2025-08-31 15:20:26] [Rank 0]   Group 15 FTA: 0.3700
+[2025-08-31 15:20:26] [Rank 0]   Group 15 FTA: 0.3700
+[2025-08-31 15:20:27] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:20:27] [Rank 0] [✓] Per-Class Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_loss_curves.png
+[2025-08-31 15:20:27] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:20:27] [Rank 0] [✓] Per-Class FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/per_class_acc_curves.png
+[2025-08-31 15:20:27] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:20:27] [Rank 0] [✓] Total Detailed Loss curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_loss_curve.png
+[2025-08-31 15:20:28] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:20:28] [Rank 0] [✓] Total Detailed FTA curve updated and saved to: logs_qa_muon/lr_search/mode_0_param_qkvo_lr_0.01_seed_44/total_acc_curve.png
+[2025-08-31 15:20:28] [Rank 0] step:5001/5000 train_time:244572ms step_avg:48.90ms
+[2025-08-31 15:20:28] [Rank 0] step:5001/5000 train_time:244572ms step_avg:48.90ms
+[2025-08-31 15:20:28] [Rank 0] PRINT: --- Training Finished: Sun Aug 31 15:20:28 2025 ---
+[2025-08-31 15:20:28] [Rank 0] PRINT: --- Training Finished: Sun Aug 31 15:20:28 2025 ---
+[2025-08-31 15:20:28] [Rank 0] PRINT: Peak memory allocated: 3757 MiB reserved: 4628 MiB
+[2025-08-31 15:20:28] [Rank 0] PRINT: Peak memory allocated: 3757 MiB reserved: 4628 MiB

logs_qa_muon/lr_search_long/mode_0_param_qkvo_lr_0.001_seed_42/config.json

@@ -0,0 +1,29 @@
+{
+    "cli_args": {
+        "unet": false,
+        "seed": 42,
+        "optimizer_mode": 0,
+        "model_parameterization": "qkvo",
+        "per_group_k": 100,
+        "muon_lr": 0.001,
+        "adam_lr": 0.002,
+        "base_dir": "logs_qa_muon/lr_search_long",
+        "sgd_lr": 0.01,
+        "m_val": 15,
+        "qa_jsonl_path": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15.jsonl"
+    },
+    "hyperparameters": {
+        "train_files": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15_bin/train_data/train_*.bin",
+        "val_files": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15_bin/val_data/val_*.bin",
+        "val_tokens": 491520,
+        "train_seq_len": 3072,
+        "val_seq_len": 16384,
+        "num_iterations": 10000,
+        "cooldown_frac": 0.8,
+        "vocab_size": 50257,
+        "val_loss_every": 500,
+        "save_checkpoint": false
+    },
+    "run_uuid_for_log": "469d87ad-b80f-4d23-ba5a-2d44f336b3a8",
+    "script_code_logged_at_start": true
+}

logs_qa_muon/lr_search_long/mode_0_param_qkvo_lr_0.001_seed_42/fixed_eval_indices.json

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logs_qa_muon/lr_search_long/mode_0_param_qkvo_lr_0.001_seed_43/config.json

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+}

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logs_qa_muon/lr_search_long/mode_0_param_qkvo_lr_0.001_seed_44/config.json

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+}

logs_qa_muon/lr_search_long/mode_0_param_qkvo_lr_0.001_seed_44/fixed_eval_indices.json

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logs_qa_muon/lr_search_long/mode_0_param_qkvo_lr_0.001_seed_45/config.json

@@ -0,0 +1,29 @@
+{
+    "cli_args": {
+        "unet": false,
+        "seed": 45,
+        "optimizer_mode": 0,
+        "model_parameterization": "qkvo",
+        "per_group_k": 100,
+        "muon_lr": 0.001,
+        "adam_lr": 0.002,
+        "base_dir": "logs_qa_muon/lr_search_long",
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+        "m_val": 15,
+        "qa_jsonl_path": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15.jsonl"
+    },
+    "hyperparameters": {
+        "train_files": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15_bin/train_data/train_*.bin",
+        "val_files": "/home/aiops/zhangfz/MUON_theory_copy/qa_m15/qa_tail_m15_bin/val_data/val_*.bin",
+        "val_tokens": 491520,
+        "train_seq_len": 3072,
+        "val_seq_len": 16384,
+        "num_iterations": 10000,
+        "cooldown_frac": 0.8,
+        "vocab_size": 50257,
+        "val_loss_every": 500,
+        "save_checkpoint": false
+    },
+    "run_uuid_for_log": "efdd1919-11db-4f0a-b72f-dbfe331ea44b",
+    "script_code_logged_at_start": true
+}