Datasets:

AlgorithmicResearchGroup
/

arxiv_python_research_code

repo stringlengths 2 99	file stringlengths 13 225	code stringlengths 0 18.3M	file_length int64 0 18.3M	avg_line_length float64 0 1.36M	max_line_length int64 0 4.26M	extension_type stringclasses 1 value
TiKick	TiKick-main/setup.py	#!/usr/bin/env python # -- coding: utf-8 -- # Copyright 2021 The TARTRL Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unle...	1,788	35.510204	74	py
TiKick	TiKick-main/tmarl/__init__.py	__version__ = "0.0.3"	21	21	21	py
TiKick	TiKick-main/tmarl/networks/policy_network.py	import torch import torch.nn as nn from tmarl.networks.utils.util import init, check from tmarl.networks.utils.mlp import MLPBase, MLPLayer from tmarl.networks.utils.rnn import RNNLayer from tmarl.networks.utils.act import ACTLayer from tmarl.networks.utils.popart import PopArt from tmarl.utils.util import get_shape_...	5,558	41.113636	181	py
TiKick	TiKick-main/tmarl/networks/__init__.py	#!/usr/bin/env python # -- coding: utf-8 -- # Copyright 2021 The TARTRL Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unle...	638	34.5	74	py
TiKick	TiKick-main/tmarl/networks/utils/distributions.py	import torch import torch.nn as nn from .util import init """ Modify standard PyTorch distributions so they are compatible with this code. """ # # Standardize distribution interfaces # # Categorical class FixedCategorical(torch.distributions.Categorical): def sample(self): return super().sample().unsque...	3,466	27.891667	86	py
TiKick	TiKick-main/tmarl/networks/utils/mlp.py	import torch.nn as nn from .util import init, get_clones class MLPLayer(nn.Module): def __init__(self, input_dim, hidden_size, layer_N, use_orthogonal, activation_id): super(MLPLayer, self).__init__() self._layer_N = layer_N active_func = [nn.Tanh(), nn.ReLU(), nn.LeakyReLU(), nn.ELU()]...	2,116	32.603175	98	py
TiKick	TiKick-main/tmarl/networks/utils/popart.py	import math import numpy as np import torch import torch.nn as nn import torch.nn.functional as F class PopArt(torch.nn.Module): def __init__(self, input_shape, output_shape, norm_axes=1, beta=0.99999, epsilon=1e-5, device=torch.device("cpu")): super(PopArt, self).__init__() self.bet...	3,796	38.968421	119	py
TiKick	TiKick-main/tmarl/networks/utils/util.py	import copy import numpy as np import torch import torch.nn as nn def init(module, weight_init, bias_init, gain=1): weight_init(module.weight.data, gain=gain) bias_init(module.bias.data) return module def get_clones(module, N): return nn.ModuleList([copy.deepcopy(module) for i in range(N)]) def che...	426	21.473684	76	py
TiKick	TiKick-main/tmarl/networks/utils/act.py	from .distributions import Bernoulli, Categorical, DiagGaussian import torch import torch.nn as nn class ACTLayer(nn.Module): def __init__(self, action_space, inputs_dim, use_orthogonal, gain): super(ACTLayer, self).__init__() self.multidiscrete_action = False self.continuous_action = Fal...	7,195	46.342105	121	py
TiKick	TiKick-main/tmarl/networks/utils/rnn.py	import torch import torch.nn as nn class RNNLayer(nn.Module): def __init__(self, inputs_dim, outputs_dim, recurrent_N, use_orthogonal): super(RNNLayer, self).__init__() self._recurrent_N = recurrent_N self._use_orthogonal = use_orthogonal self.rnn = nn.GRU(inputs_dim, outputs_dim...	2,816	34.2125	132	py
TiKick	TiKick-main/tmarl/drivers/__init__.py		0	0	0	py
TiKick	TiKick-main/tmarl/drivers/shared_distributed/base_driver.py	import numpy as np import torch def _t2n(x): return x.detach().cpu().numpy() class Driver(object): def __init__(self, config, client=None): self.all_args = config['all_args'] self.envs = config['envs'] self.eval_envs = config['eval_envs'] self.device = config['device'] ...	4,244	39.04717	126	py
TiKick	TiKick-main/tmarl/drivers/shared_distributed/football_driver.py	from tqdm import tqdm import numpy as np from tmarl.drivers.shared_distributed.base_driver import Driver def _t2n(x): return x.detach().cpu().numpy() class FootballDriver(Driver): def __init__(self, config): super(FootballDriver, self).__init__(config) def run(self): self.trainer.prep_...	4,315	42.16	102	py
TiKick	TiKick-main/tmarl/envs/env_wrappers.py	""" Modified from OpenAI Baselines code to work with multi-agent envs """ import numpy as np from multiprocessing import Process, Pipe from abc import ABC, abstractmethod from tmarl.utils.util import tile_images class CloudpickleWrapper(object): """ Uses cloudpickle to serialize contents (otherwise multiproc...	15,351	32.373913	118	py
TiKick	TiKick-main/tmarl/envs/__init__.py		0	0	0	py
TiKick	TiKick-main/tmarl/envs/football/__init__.py	#!/usr/bin/env python # -- coding: utf-8 -- # Copyright 2021 The TARTRL Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unle...	638	34.5	74	py
TiKick	TiKick-main/tmarl/envs/football/football.py	import numpy as np import gym from ray.rllib.env.multi_agent_env import MultiAgentEnv import tmarl.envs.football.env as football_env class RllibGFootball(MultiAgentEnv): """An example of a wrapper for GFootball to make it compatible with rllib.""" def __init__(self, all_args, rank, log_dir=None, isEval=Fals...	11,164	38.038462	116	py
TiKick	TiKick-main/tmarl/envs/football/scenarios/11_vs_11_kaggle.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	2,396	39.627119	77	py
TiKick	TiKick-main/tmarl/envs/football/scenarios/11_vs_11_lazy.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	2,506	41.491525	77	py
TiKick	TiKick-main/tmarl/envs/football/scenarios/academy_3_vs_1_with_keeper.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	1,324	31.317073	74	py
TiKick	TiKick-main/tmarl/envs/football/scenarios/academy_empty_goal.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	1,179	30.052632	74	py
TiKick	TiKick-main/tmarl/envs/football/scenarios/academy_run_to_score_with_keeper.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	1,422	32.093023	74	py
TiKick	TiKick-main/tmarl/envs/football/scenarios/academy_counterattack_hard.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	2,186	36.706897	74	py
TiKick	TiKick-main/tmarl/envs/football/scenarios/academy_run_to_score.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	1,421	32.069767	74	py
TiKick	TiKick-main/tmarl/envs/football/scenarios/academy_empty_goal_close.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	1,180	30.078947	74	py
TiKick	TiKick-main/tmarl/envs/football/scenarios/academy_corner.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	2,118	35.534483	74	py
TiKick	TiKick-main/tmarl/envs/football/scenarios/__init__.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	1,198	38.966667	74	py
TiKick	TiKick-main/tmarl/envs/football/scenarios/academy_pass_and_shoot_with_keeper.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	1,278	30.975	74	py
TiKick	TiKick-main/tmarl/envs/football/scenarios/academy_run_pass_and_shoot_with_keeper.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	1,278	30.975	74	py
TiKick	TiKick-main/tmarl/envs/football/scenarios/academy_counterattack_easy.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	2,185	36.689655	74	py
TiKick	TiKick-main/tmarl/envs/football/env/football_env_core.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	17,067	37.269058	91	py
TiKick	TiKick-main/tmarl/envs/football/env/script_helpers.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	4,449	32.712121	81	py
TiKick	TiKick-main/tmarl/envs/football/env/scenario_builder.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	4,305	33.725806	100	py
TiKick	TiKick-main/tmarl/envs/football/env/config.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	4,590	28.811688	92	py
TiKick	TiKick-main/tmarl/envs/football/env/__init__.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	11,541	41.748148	80	py
TiKick	TiKick-main/tmarl/envs/football/env/football_env.py	# coding=utf-8 # Copyright 2019 Google LLC # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to ...	8,348	36.272321	80	py
TiKick	TiKick-main/tmarl/algorithms/__init__.py		0	0	0	py
TiKick	TiKick-main/tmarl/algorithms/r_mappo_distributed/mappo_algorithm.py	import torch from tmarl.utils.valuenorm import ValueNorm # implement the loss of the MAPPO here class MAPPOAlgorithm(): def __init__(self, args, init_module, device=torch.device("cpu")): self.device = device self.tpdv = dict(dtype=torch.float32, ...	2,234	38.210526	147	py
TiKick	TiKick-main/tmarl/algorithms/r_mappo_distributed/mappo_module.py	import torch from tmarl.networks.policy_network import PolicyNetwork class MAPPOModule: def __init__(self, args, obs_space, share_obs_space, act_space, device=torch.device("cpu")): self.device = device self.lr = args.lr self.critic_lr = args.critic_lr self.opti_eps = args....	1,050	41.04	135	py
TiKick	TiKick-main/tmarl/algorithms/r_mappo_distributed/__init__.py	#!/usr/bin/env python # -- coding: utf-8 -- # Copyright 2021 The TARTRL Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unle...	638	34.5	74	py
TiKick	TiKick-main/tmarl/loggers/utils.py	#!/usr/bin/env python # -- coding: utf-8 -- # Copyright 2021 The TARTRL Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unle...	1,011	27.914286	74	py
TiKick	TiKick-main/tmarl/loggers/__init__.py		0	0	0	py
TiKick	TiKick-main/tmarl/loggers/TSee/__init__.py		0	0	0	py
TiKick	TiKick-main/tmarl/replay_buffers/__init__.py		0	0	0	py
TiKick	TiKick-main/tmarl/replay_buffers/normal/shared_buffer.py	import torch import numpy as np from collections import defaultdict from tmarl.utils.util import check,get_shape_from_obs_space, get_shape_from_act_space def _flatten(T, N, x): return x.reshape(T * N, x.shape[2:]) def _cast(x): return x.transpose(1, 2, 0, 3).reshape(-1, x.shape[3:]) class SharedReplayBuff...	28,769	52.081181	231	py
TiKick	TiKick-main/tmarl/replay_buffers/normal/__init__.py	#!/usr/bin/env python # -- coding: utf-8 -- # Copyright 2021 The TARTRL Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unle...	638	34.5	74	py
TiKick	TiKick-main/tmarl/configs/config.py	#!/usr/bin/env python # -- coding: utf-8 -- # Copyright 2021 The TARTRL Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unle...	10,665	55.734043	146	py
TiKick	TiKick-main/tmarl/configs/__init__.py	#!/usr/bin/env python # -- coding: utf-8 -- # Copyright 2021 The TARTRL Authors. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://www.apache.org/licenses/LICENSE-2.0 # # Unle...	638	34.5	74	py
TiKick	TiKick-main/tmarl/wrappers/__init__.py		0	0	0	py
TiKick	TiKick-main/tmarl/wrappers/TWrapper/__init__.py		0	0	0	py

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Dataset Card for "ArtifactAI/arxiv_python_research_code"

Dataset Description

https://huggingface.co/datasets/AlgorithmicResearchGroup/arxiv_python_research_code

Dataset Summary

AlgorithmicResearchGroup/arxiv_python_research_code contains over 4.13GB of source code files referenced strictly in ArXiv papers. The dataset serves as a curated dataset for Code LLMs.

How to use it

from datasets import load_dataset

# full dataset (4.13GB of data)
ds = load_dataset("AlgorithmicResearchGroup/arxiv_python_research_code", split="train")

# dataset streaming (will only download the data as needed)
ds = load_dataset("AlgorithmicResearchGroup/arxiv_python_research_code", streaming=True, split="train")
for sample in iter(ds): print(sample["code"])

Dataset Structure

Data Instances

Each data instance corresponds to one file. The content of the file is in the code feature, and other features (repo, file, etc.) provide some metadata.

Data Fields

repo (string): code repository name.
file (string): file path in the repository.
code (string): code within the file.
file_length: (integer): number of characters in the file.
avg_line_length: (float): the average line-length of the file.
max_line_length: (integer): the maximum line-length of the file.
extension_type: (string): file extension.

Data Splits

The dataset has no splits and all data is loaded as train split by default.

Dataset Creation

Source Data

Initial Data Collection and Normalization

34,099 active GitHub repository names were extracted from ArXiv papers from its inception through July 21st, 2023 totaling 773G of compressed github repositories.

These repositories were then filtered, and the code from each '.py' file extension was extracted into 1.4 million files.

Who are the source language producers?

The source (code) language producers are users of GitHub that created unique repository

Personal and Sensitive Information

The released dataset may contain sensitive information such as emails, IP addresses, and API/ssh keys that have previously been published to public repositories on GitHub.

Additional Information

Dataset Curators

Matthew Kenney, AlgorithmicResearchGroup, matt@algorithmicresearchgroup.com

Citation Information

@misc{arxiv_python_research_code,
    title={arxiv_python_research_code},
    author={Matthew Kenney},
    year={2023}
}

Downloads last month: 307

Size of downloaded dataset files:

4.03 GB

Size of the auto-converted Parquet files:

4.03 GB

Number of rows:

1,415,924