repo stringlengths 1 99 | file stringlengths 13 215 | code stringlengths 12 59.2M | file_length int64 12 59.2M | avg_line_length float64 3.82 1.48M | max_line_length int64 12 2.51M | extension_type stringclasses 1
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muisc | muisc-main/transformers/examples/research_projects/seq2seq-distillation/_test_bash_script.py | #!/usr/bin/env python
import argparse
import os
import sys
from unittest.mock import patch
import pytorch_lightning as pl
import timeout_decorator
import torch
from distillation import SummarizationDistiller, distill_main
from finetune import SummarizationModule, main
from transformers import MarianMTModel
from tran... | 8,363 | 40 | 135 | py |
muisc | muisc-main/transformers/examples/research_projects/seq2seq-distillation/_test_make_student.py | import tempfile
import unittest
from make_student import create_student_by_copying_alternating_layers
from transformers import AutoConfig
from transformers.file_utils import cached_property
from transformers.testing_utils import require_torch
TINY_BART = "sshleifer/bart-tiny-random"
TINY_T5 = "patrickvonplaten/t5-ti... | 1,602 | 39.075 | 110 | py |
muisc | muisc-main/transformers/examples/research_projects/seq2seq-distillation/utils.py | import itertools
import json
import linecache
import math
import os
import pickle
import socket
from logging import getLogger
from pathlib import Path
from typing import Callable, Dict, Iterable, List, Tuple, Union
import git
import numpy as np
import torch
import torch.distributed as dist
from rouge_score import roug... | 24,333 | 36.668731 | 128 | py |
muisc | muisc-main/transformers/examples/research_projects/seq2seq-distillation/lightning_base.py | import argparse
import logging
import os
from pathlib import Path
from typing import Any, Dict
import pytorch_lightning as pl
from pytorch_lightning.utilities import rank_zero_info
from transformers import (
AdamW,
AutoConfig,
AutoModel,
AutoModelForPreTraining,
AutoModelForQuestionAnswering,
... | 15,022 | 37.32398 | 119 | py |
muisc | muisc-main/transformers/examples/research_projects/seq2seq-distillation/finetune.py | #!/usr/bin/env python
import argparse
import glob
import logging
import os
import sys
import time
from collections import defaultdict
from pathlib import Path
from typing import Dict, List, Tuple
import numpy as np
import pytorch_lightning as pl
import torch
from torch import nn
from torch.utils.data import DataLoade... | 18,860 | 41.47973 | 154 | py |
muisc | muisc-main/transformers/examples/research_projects/seq2seq-distillation/_test_seq2seq_examples_multi_gpu.py | # as due to their complexity multi-gpu tests could impact other tests, and to aid debug we have those in a separate module.
import os
import sys
from pathlib import Path
import torch
from transformers.testing_utils import TestCasePlus, execute_subprocess_async, require_torch_multi_gpu
from utils import load_json
C... | 5,672 | 33.381818 | 215 | py |
muisc | muisc-main/transformers/examples/research_projects/seq2seq-distillation/convert_pl_checkpoint_to_hf.py | #!/usr/bin/env python
import os
from pathlib import Path
from typing import Dict, List
import fire
import torch
from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
from transformers.utils.logging import get_logger
logger = get_logger(__name__)
def remove_prefix(text: str, prefix: str):
if text.star... | 2,478 | 32.053333 | 114 | py |
muisc | muisc-main/transformers/examples/research_projects/seq2seq-distillation/distillation.py | #!/usr/bin/env python
import argparse
import gc
import os
import sys
from pathlib import Path
from typing import List
import pytorch_lightning as pl
import torch
from torch import nn
from finetune import SummarizationModule, TranslationModule
from finetune import main as ft_main
from make_student import create_stude... | 14,591 | 46.070968 | 125 | py |
muisc | muisc-main/transformers/examples/research_projects/seq2seq-distillation/make_student.py | import warnings
from pathlib import Path
from typing import List, Tuple, Union
import fire
from torch import nn
from transformers import AutoModelForSeq2SeqLM, AutoTokenizer, PreTrainedModel
from transformers.utils import logging
logger = logging.get_logger(__name__)
def copy_layers(src_layers: nn.ModuleList, des... | 8,172 | 42.94086 | 126 | py |
muisc | muisc-main/transformers/examples/research_projects/wav2vec2/run_common_voice.py | #!/usr/bin/env python3
import json
import logging
import os
import re
import sys
from dataclasses import dataclass, field
from typing import Any, Dict, List, Optional, Union
import datasets
import numpy as np
import torch
import torchaudio
from packaging import version
from torch import nn
import transformers
from tr... | 19,872 | 37.738791 | 145 | py |
muisc | muisc-main/transformers/examples/research_projects/wav2vec2/test_wav2vec2_deepspeed.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# 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 applicabl... | 6,499 | 31.178218 | 114 | py |
muisc | muisc-main/transformers/examples/research_projects/wav2vec2/run_pretrain.py | #!/usr/bin/env python3
import logging
import sys
from dataclasses import dataclass, field
from typing import Any, Dict, List, Optional, Union
import torch
from datasets import DatasetDict, load_dataset
from packaging import version
from torch import nn
import librosa
from transformers import (
HfArgumentParser,
... | 15,600 | 38.798469 | 145 | py |
muisc | muisc-main/transformers/examples/research_projects/wav2vec2/run_asr.py | #!/usr/bin/env python3
import logging
import pathlib
import re
import sys
from dataclasses import dataclass, field
from typing import Any, Callable, Dict, List, Optional, Set, Union
import datasets
import numpy as np
import torch
from packaging import version
from torch import nn
import librosa
from lang_trans import... | 19,941 | 40.807128 | 146 | py |
muisc | muisc-main/transformers/examples/research_projects/distillation/grouped_batch_sampler.py | # coding=utf-8
# Copyright 2019-present, the HuggingFace Inc. team and Facebook, Inc.
#
# 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
#
# Un... | 4,360 | 39.009174 | 125 | py |
muisc | muisc-main/transformers/examples/research_projects/distillation/utils.py | # coding=utf-8
# Copyright 2019-present, the HuggingFace Inc. team and Facebook, Inc.
#
# 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
#
# Un... | 4,280 | 30.947761 | 90 | py |
muisc | muisc-main/transformers/examples/research_projects/distillation/lm_seqs_dataset.py | # coding=utf-8
# Copyright 2019-present, the HuggingFace Inc. team and Facebook, Inc.
#
# 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
#
# Un... | 6,132 | 35.724551 | 111 | py |
muisc | muisc-main/transformers/examples/research_projects/distillation/run_squad_w_distillation.py | # coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# 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 cop... | 36,189 | 40.502294 | 162 | py |
muisc | muisc-main/transformers/examples/research_projects/distillation/train.py | # coding=utf-8
# Copyright 2019-present, the HuggingFace Inc. team.
#
# 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 a... | 12,975 | 39.173375 | 122 | py |
muisc | muisc-main/transformers/examples/research_projects/distillation/distiller.py | # coding=utf-8
# Copyright 2019-present, the HuggingFace Inc. team and Facebook, Inc.
#
# 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
#
# Un... | 26,118 | 42.315091 | 144 | py |
muisc | muisc-main/transformers/examples/research_projects/distillation/scripts/extract.py | # coding=utf-8
# Copyright 2019-present, the HuggingFace Inc. team.
#
# 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 a... | 4,450 | 42.213592 | 128 | py |
muisc | muisc-main/transformers/examples/research_projects/distillation/scripts/extract_distilbert.py | # coding=utf-8
# Copyright 2019-present, the HuggingFace Inc. team.
#
# 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 a... | 4,316 | 45.419355 | 128 | py |
muisc | muisc-main/transformers/examples/research_projects/jax-projects/hybrid_clip/modeling_hybrid_clip.py | # coding=utf-8
# Copyright 2021 The HuggingFace Team. All rights reserved.
#
# 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 requir... | 17,992 | 41.738717 | 136 | py |
muisc | muisc-main/transformers/examples/research_projects/jax-projects/hybrid_clip/run_hybrid_clip.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Team All rights reserved.
#
# 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-... | 21,409 | 37.028419 | 151 | py |
muisc | muisc-main/transformers/examples/research_projects/jax-projects/model_parallel/partitions.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The Google Research Authors and The HuggingFace Team All rights reserved.
#
# 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://... | 2,914 | 32.895349 | 113 | py |
muisc | muisc-main/transformers/examples/research_projects/jax-projects/model_parallel/run_clm_mp.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Team All rights reserved.
#
# 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-... | 27,715 | 41.705701 | 152 | py |
muisc | muisc-main/transformers/examples/research_projects/jax-projects/dataset-streaming/run_mlm_flax_stream.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Team All rights reserved.
#
# 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-... | 26,259 | 41.016 | 151 | py |
muisc | muisc-main/transformers/examples/research_projects/jax-projects/big_bird/evaluate.py | from datasets import load_from_disk
import jax
import jax.numpy as jnp
from bigbird_flax import FlaxBigBirdForNaturalQuestions
from transformers import BigBirdTokenizerFast
CATEGORY_MAPPING = {0: "null", 1: "short", 2: "long", 3: "yes", 4: "no"}
PUNCTUATION_SET_TO_EXCLUDE = set("".join(["‘", "’", "´", "`", ".", ",",... | 6,460 | 37.921687 | 133 | py |
muisc | muisc-main/transformers/examples/research_projects/jax-projects/big_bird/bigbird_flax.py | import json
import os
from dataclasses import dataclass
from functools import partial
from typing import Callable
from tqdm.auto import tqdm
import flax.linen as nn
import jax
import jax.numpy as jnp
import joblib
import optax
import wandb
from flax import jax_utils, struct, traverse_util
from flax.serialization impo... | 11,714 | 35.381988 | 108 | py |
muisc | muisc-main/transformers/examples/research_projects/jax-projects/big_bird/train.py | import os
from dataclasses import replace
from datasets import load_dataset
import jax
import wandb
from bigbird_flax import Args, DataCollator, FlaxBigBirdForNaturalQuestions, Trainer, build_tx, train_step, val_step
from flax import jax_utils
from transformers import BigBirdTokenizerFast
if __name__ == "__main__":... | 2,815 | 34.64557 | 116 | py |
muisc | muisc-main/transformers/examples/research_projects/jax-projects/wav2vec2/run_wav2vec2_pretrain_flax.py | #!/usr/bin/env python3
import logging
import sys
import time
from dataclasses import field
from pathlib import Path
from typing import Dict, List, Optional, Union
import numpy as np
from datasets import DatasetDict, load_dataset
from tqdm import tqdm
import flax
import jax
import jax.numpy as jnp
import librosa
impor... | 24,931 | 40.415282 | 151 | py |
muisc | muisc-main/transformers/examples/research_projects/bert-loses-patience/run_glue_with_pabee.py | # coding=utf-8
# Copyright 2020 The Google AI Language Team Authors, The HuggingFace Inc. team and Microsoft Corporation.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.... | 30,507 | 39.569149 | 150 | py |
muisc | muisc-main/transformers/examples/research_projects/bert-loses-patience/pabee/modeling_pabee_bert.py | # coding=utf-8
# Copyright 2020 The Google AI Language Team Authors, The HuggingFace Inc. team and Microsoft Corporation.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.... | 15,505 | 44.075581 | 168 | py |
muisc | muisc-main/transformers/examples/research_projects/bert-loses-patience/pabee/modeling_pabee_albert.py | # coding=utf-8
# Copyright 2020 Google AI, Google Brain, the HuggingFace Inc. team and Microsoft Corporation.
#
# 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/lic... | 14,094 | 43.323899 | 168 | py |
muisc | muisc-main/transformers/examples/flax/summarization/run_summarization_flax.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Team All rights reserved.
#
# 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-... | 34,428 | 41.348093 | 151 | py |
muisc | muisc-main/transformers/examples/flax/text-classification/run_flax_glue.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# 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/LI... | 20,966 | 39.951172 | 119 | py |
muisc | muisc-main/transformers/examples/flax/vision/run_image_classification.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Team All rights reserved.
#
# 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-... | 17,471 | 36.333333 | 151 | py |
muisc | muisc-main/transformers/examples/flax/language-modeling/run_t5_mlm_flax.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Team All rights reserved.
#
# 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-... | 35,459 | 43.380476 | 209 | py |
muisc | muisc-main/transformers/examples/flax/language-modeling/run_clm_flax.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Team All rights reserved.
#
# 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-... | 28,091 | 41.88855 | 164 | py |
muisc | muisc-main/transformers/examples/flax/language-modeling/run_mlm_flax.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Team All rights reserved.
#
# 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-... | 30,200 | 42.643064 | 164 | py |
muisc | muisc-main/transformers/examples/pytorch/xla_spawn.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# 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 applicabl... | 2,519 | 28.302326 | 108 | py |
muisc | muisc-main/transformers/examples/pytorch/test_xla_examples.py | # coding=utf-8
# Copyright 2018 HuggingFace Inc..
#
# 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 a... | 2,952 | 30.414894 | 94 | py |
muisc | muisc-main/transformers/examples/pytorch/test_examples.py | # coding=utf-8
# Copyright 2018 HuggingFace Inc..
#
# 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 a... | 11,258 | 31.825073 | 112 | py |
muisc | muisc-main/transformers/examples/pytorch/question-answering/run_qa.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 The HuggingFace Team All rights reserved.
#
# 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-... | 29,568 | 45.492138 | 124 | py |
muisc | muisc-main/transformers/examples/pytorch/question-answering/run_qa_beam_search_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# 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/LI... | 37,877 | 45.305623 | 120 | py |
muisc | muisc-main/transformers/examples/pytorch/question-answering/utils_qa.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team All rights reserved.
#
# 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 require... | 22,106 | 50.651869 | 135 | py |
muisc | muisc-main/transformers/examples/pytorch/question-answering/trainer_qa.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team All rights reserved.
#
# 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 require... | 4,741 | 43.735849 | 118 | py |
muisc | muisc-main/transformers/examples/pytorch/question-answering/run_qa_beam_search.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 The HuggingFace Team All rights reserved.
#
# 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-... | 31,464 | 45.683976 | 119 | py |
muisc | muisc-main/transformers/examples/pytorch/question-answering/run_qa_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# 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/LI... | 34,869 | 43.762516 | 120 | py |
muisc | muisc-main/transformers/examples/pytorch/token-classification/run_ner_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# 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/LI... | 22,662 | 39.253996 | 147 | py |
muisc | muisc-main/transformers/examples/pytorch/token-classification/run_ner.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 The HuggingFace Team All rights reserved.
#
# 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-... | 23,373 | 40.964093 | 124 | py |
muisc | muisc-main/transformers/examples/pytorch/summarization/run_summarization_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright The HuggingFace Team and The HuggingFace Inc. team. All rights reserved.
#
# 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.ap... | 23,521 | 39.07155 | 119 | py |
muisc | muisc-main/transformers/examples/pytorch/summarization/run_summarization.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Team. All rights reserved.
#
# 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... | 26,429 | 41.560386 | 120 | py |
muisc | muisc-main/transformers/examples/pytorch/text-classification/run_glue.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 The HuggingFace Inc. team. All rights reserved.
#
# 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/LI... | 24,932 | 43.207447 | 119 | py |
muisc | muisc-main/transformers/examples/pytorch/text-classification/run_xnli.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
... | 16,340 | 39.750623 | 119 | py |
muisc | muisc-main/transformers/examples/pytorch/text-classification/run_glue_no_trainer.py | # coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# 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 r... | 19,102 | 41.077093 | 119 | py |
muisc | muisc-main/transformers/examples/pytorch/text-generation/run_generation.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 Google AI, Google Brain and Carnegie Mellon University Authors and the HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in co... | 10,991 | 36.773196 | 119 | py |
muisc | muisc-main/transformers/examples/pytorch/multiple-choice/run_swag.py | #!/usr/bin/env python
# coding=utf-8
# Copyright The HuggingFace Team and The HuggingFace Inc. team. All rights reserved.
#
# 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.ap... | 18,898 | 40.904656 | 132 | py |
muisc | muisc-main/transformers/examples/pytorch/multiple-choice/run_swag_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright The HuggingFace Team and The HuggingFace Inc. team. All rights reserved.
#
# 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.ap... | 19,745 | 39.380368 | 132 | py |
muisc | muisc-main/transformers/examples/pytorch/translation/run_translation_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright The HuggingFace Team and The HuggingFace Inc. team. All rights reserved.
#
# 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.ap... | 22,952 | 39.624779 | 119 | py |
muisc | muisc-main/transformers/examples/pytorch/translation/run_translation.py | #!/usr/bin/env python
# coding=utf-8
# Copyright The HuggingFace Team and The HuggingFace Inc. team. All rights reserved.
#
# 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.ap... | 26,804 | 42.373786 | 120 | py |
muisc | muisc-main/transformers/examples/pytorch/language-modeling/run_mlm.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 The HuggingFace Team All rights reserved.
#
# 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-... | 24,084 | 42.711434 | 119 | py |
muisc | muisc-main/transformers/examples/pytorch/language-modeling/run_clm_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# 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/LI... | 19,445 | 39.5125 | 242 | py |
muisc | muisc-main/transformers/examples/pytorch/language-modeling/run_plm.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 The HuggingFace Team All rights reserved.
#
# 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-... | 22,461 | 42.030651 | 120 | py |
muisc | muisc-main/transformers/examples/pytorch/language-modeling/run_mlm_no_trainer.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# 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/LI... | 21,724 | 40.380952 | 121 | py |
muisc | muisc-main/transformers/examples/pytorch/language-modeling/run_clm.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 The HuggingFace Inc. team. All rights reserved.
#
# 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/LI... | 22,307 | 42.232558 | 152 | py |
muisc | muisc-main/transformers/examples/tensorflow/question-answering/run_qa.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 The HuggingFace Team All rights reserved.
#
# 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-... | 31,635 | 44.519424 | 124 | py |
muisc | muisc-main/transformers/examples/tensorflow/question-answering/utils_qa.py | # coding=utf-8
# Copyright 2020 The HuggingFace Team All rights reserved.
#
# 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 require... | 22,106 | 50.651869 | 135 | py |
muisc | muisc-main/transformers/examples/tensorflow/token-classification/run_ner.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# 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/LI... | 22,260 | 40.377323 | 147 | py |
muisc | muisc-main/transformers/examples/tensorflow/summarization/run_summarization.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Team. All rights reserved.
#
# 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... | 27,700 | 40.718373 | 120 | py |
muisc | muisc-main/transformers/examples/tensorflow/text-classification/run_glue.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2020 The HuggingFace Inc. team. All rights reserved.
#
# 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/LI... | 23,478 | 41.077061 | 119 | py |
muisc | muisc-main/transformers/examples/tensorflow/text-classification/run_text_classification.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# 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/LI... | 23,002 | 42.238722 | 121 | py |
muisc | muisc-main/transformers/examples/tensorflow/multiple-choice/run_swag.py | #!/usr/bin/env python
# coding=utf-8
# Copyright The HuggingFace Team and The HuggingFace Inc. team. All rights reserved.
#
# 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.ap... | 19,207 | 40.756522 | 119 | py |
muisc | muisc-main/transformers/examples/tensorflow/translation/run_translation.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Team. All rights reserved.
#
# 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... | 26,661 | 41.933977 | 120 | py |
muisc | muisc-main/transformers/examples/tensorflow/language-modeling/run_mlm.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# 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/LI... | 27,747 | 43.68277 | 142 | py |
muisc | muisc-main/transformers/examples/tensorflow/language-modeling/run_clm.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team. All rights reserved.
#
# 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/LI... | 24,249 | 42.381038 | 142 | py |
muisc | muisc-main/transformers/examples/legacy/run_transfo_xl.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 Google AI, Google Brain and Carnegie Mellon University Authors and the HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in co... | 6,205 | 41.506849 | 114 | py |
muisc | muisc-main/transformers/examples/legacy/run_swag.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
... | 30,163 | 40.836338 | 150 | py |
muisc | muisc-main/transformers/examples/legacy/run_language_modeling.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
... | 13,704 | 36.547945 | 136 | py |
muisc | muisc-main/transformers/examples/legacy/run_openai_gpt.py | #!/usr/bin/env python
# coding=utf-8
# Copyright 2018 Google AI, Google Brain and Carnegie Mellon University Authors and the HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in co... | 14,269 | 43.454829 | 128 | py |
muisc | muisc-main/transformers/examples/legacy/run_camembert.py | #!/usr/bin/env python
import torch
from transformers import CamembertForMaskedLM, CamembertTokenizer
def fill_mask(masked_input, model, tokenizer, topk=5):
# Adapted from https://github.com/pytorch/fairseq/blob/master/fairseq/models/roberta/hub_interface.py
assert masked_input.count("<mask>") == 1
input_... | 1,935 | 39.333333 | 114 | py |
muisc | muisc-main/transformers/examples/legacy/question-answering/run_squad.py | # coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# 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 cop... | 34,739 | 40.805054 | 126 | py |
muisc | muisc-main/transformers/examples/legacy/pytorch-lightning/run_glue.py | import argparse
import glob
import logging
import os
import time
from argparse import Namespace
import numpy as np
import torch
from torch.utils.data import DataLoader, TensorDataset
from lightning_base import BaseTransformer, add_generic_args, generic_train
from transformers import glue_compute_metrics as compute_me... | 8,014 | 38.678218 | 119 | py |
muisc | muisc-main/transformers/examples/legacy/pytorch-lightning/lightning_base.py | import argparse
import logging
import os
from pathlib import Path
from typing import Any, Dict
import pytorch_lightning as pl
from pytorch_lightning.utilities import rank_zero_info
from transformers import (
AdamW,
AutoConfig,
AutoModel,
AutoModelForPreTraining,
AutoModelForQuestionAnswering,
... | 15,022 | 37.32398 | 119 | py |
muisc | muisc-main/transformers/examples/legacy/pytorch-lightning/run_ner.py | import argparse
import glob
import logging
import os
from argparse import Namespace
from importlib import import_module
import numpy as np
import torch
from seqeval.metrics import accuracy_score, f1_score, precision_score, recall_score
from torch.nn import CrossEntropyLoss
from torch.utils.data import DataLoader, Tens... | 9,690 | 43.865741 | 119 | py |
muisc | muisc-main/transformers/examples/legacy/token-classification/run_ner.py | # coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# 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 cop... | 12,219 | 36.950311 | 133 | py |
muisc | muisc-main/transformers/examples/legacy/token-classification/utils_ner.py | # coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# 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 cop... | 15,657 | 40.978552 | 160 | py |
muisc | muisc-main/transformers/examples/legacy/multiple_choice/utils_multiple_choice.py | # coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# 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 cop... | 20,898 | 35.032759 | 116 | py |
muisc | muisc-main/transformers/examples/legacy/seq2seq/run_distributed_eval.py | #!/usr/bin/env python
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# 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... | 10,216 | 37.847909 | 119 | py |
muisc | muisc-main/transformers/examples/legacy/seq2seq/old_test_datasets.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# 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 applicabl... | 11,060 | 43.600806 | 118 | py |
muisc | muisc-main/transformers/examples/legacy/seq2seq/run_eval.py | #!/usr/bin/env python
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# 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... | 7,285 | 38.814208 | 189 | py |
muisc | muisc-main/transformers/examples/legacy/seq2seq/xla_spawn.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# 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 applicabl... | 2,519 | 28.302326 | 108 | py |
muisc | muisc-main/transformers/examples/legacy/seq2seq/old_test_fsmt_bleu_score.py | # coding=utf-8
# Copyright 2020 Huggingface
#
# 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 ... | 2,504 | 33.791667 | 114 | py |
muisc | muisc-main/transformers/examples/legacy/seq2seq/utils.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# 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 applicabl... | 25,293 | 37.03609 | 128 | py |
muisc | muisc-main/transformers/examples/legacy/seq2seq/old_test_tatoeba_conversion.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# 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 applicabl... | 1,388 | 34.615385 | 103 | py |
muisc | muisc-main/transformers/examples/legacy/seq2seq/seq2seq_trainer.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# 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 applicabl... | 11,149 | 42.050193 | 154 | py |
muisc | muisc-main/transformers/examples/legacy/seq2seq/convert_model_to_fp16.py | #!/usr/bin/env python
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# 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... | 1,383 | 36.405405 | 117 | py |
muisc | muisc-main/transformers/examples/legacy/seq2seq/save_len_file.py | #!/usr/bin/env python
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# 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... | 2,111 | 36.052632 | 111 | py |
muisc | muisc-main/transformers/examples/legacy/seq2seq/old_test_seq2seq_examples_multi_gpu.py | # Copyright 2020 The HuggingFace Team. All rights reserved.
#
# 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 applicabl... | 2,032 | 35.303571 | 123 | py |
muisc | muisc-main/transformers/src/transformers/optimization.py | # coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
#
# 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/LICEN... | 27,375 | 41.116923 | 178 | py |
muisc | muisc-main/transformers/src/transformers/modeling_flax_pytorch_utils.py | # coding=utf-8
# Copyright 2021 The HuggingFace Inc. team.
#
# 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... | 10,482 | 43.046218 | 143 | py |
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