text stringlengths 29 320k | id stringlengths 22 166 | metadata dict | __index_level_0__ int64 0 195 |
|---|---|---|---|
<!--Copyright 2023 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 applicable law or agreed... | transformers/docs/source/zh/main_classes/quantization.md/0 | {
"file_path": "transformers/docs/source/zh/main_classes/quantization.md",
"repo_id": "transformers",
"token_count": 14178
} | 36 |
#!/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-... | transformers/examples/flax/language-modeling/run_mlm_flax.py/0 | {
"file_path": "transformers/examples/flax/language-modeling/run_mlm_flax.py",
"repo_id": "transformers",
"token_count": 17080
} | 37 |
#!/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... | transformers/examples/flax/text-classification/run_flax_glue.py/0 | {
"file_path": "transformers/examples/flax/text-classification/run_flax_glue.py",
"repo_id": "transformers",
"token_count": 11980
} | 38 |
import argparse
import glob
import logging
import os
import time
from argparse import Namespace
import numpy as np
import torch
from lightning_base import BaseTransformer, add_generic_args, generic_train
from torch.utils.data import DataLoader, TensorDataset
from transformers import glue_compute_metrics as compute_me... | transformers/examples/legacy/pytorch-lightning/run_glue.py/0 | {
"file_path": "transformers/examples/legacy/pytorch-lightning/run_glue.py",
"repo_id": "transformers",
"token_count": 3476
} | 39 |
#!/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... | transformers/examples/legacy/seq2seq/convert_model_to_fp16.py/0 | {
"file_path": "transformers/examples/legacy/seq2seq/convert_model_to_fp16.py",
"repo_id": "transformers",
"token_count": 450
} | 40 |
#!/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... | transformers/examples/legacy/seq2seq/run_distributed_eval.py/0 | {
"file_path": "transformers/examples/legacy/seq2seq/run_distributed_eval.py",
"repo_id": "transformers",
"token_count": 4164
} | 41 |
<!---
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 applicable law or a... | transformers/examples/pytorch/README.md/0 | {
"file_path": "transformers/examples/pytorch/README.md",
"repo_id": "transformers",
"token_count": 6250
} | 42 |
#!/usr/bin/env python
# coding=utf-8
# Copyright 2022 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... | transformers/examples/pytorch/image-pretraining/run_mim.py/0 | {
"file_path": "transformers/examples/pytorch/image-pretraining/run_mim.py",
"repo_id": "transformers",
"token_count": 8028
} | 43 |
<!---
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 required by applicable law or ... | transformers/examples/pytorch/speech-recognition/README.md/0 | {
"file_path": "transformers/examples/pytorch/speech-recognition/README.md",
"repo_id": "transformers",
"token_count": 14260
} | 44 |
#!/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.
... | transformers/examples/pytorch/text-classification/run_xnli.py/0 | {
"file_path": "transformers/examples/pytorch/text-classification/run_xnli.py",
"repo_id": "transformers",
"token_count": 7663
} | 45 |
<!---
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 applicable law or ... | transformers/examples/research_projects/README.md/0 | {
"file_path": "transformers/examples/research_projects/README.md",
"repo_id": "transformers",
"token_count": 280
} | 46 |
# MIT License
# Copyright (c) 2019 Yang Liu and the HuggingFace team
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of this software and associated documentation files (the "Software"), to deal
# in the Software without restriction, including without limitation the rights
# to use, c... | transformers/examples/research_projects/bertabs/modeling_bertabs.py/0 | {
"file_path": "transformers/examples/research_projects/bertabs/modeling_bertabs.py",
"repo_id": "transformers",
"token_count": 17890
} | 47 |
import json
import multiprocessing
import os
import re
from collections import defaultdict
import torch
from accelerate import Accelerator
from accelerate.utils import set_seed
from arguments import HumanEvalArguments
from datasets import load_dataset, load_metric
from torch.utils.data import IterableDataset
from torc... | transformers/examples/research_projects/codeparrot/scripts/human_eval.py/0 | {
"file_path": "transformers/examples/research_projects/codeparrot/scripts/human_eval.py",
"repo_id": "transformers",
"token_count": 3551
} | 48 |
import torch
from torch import nn
from torch.nn import CrossEntropyLoss, MSELoss
from transformers.file_utils import add_start_docstrings, add_start_docstrings_to_model_forward
from transformers.models.bert.modeling_bert import (
BERT_INPUTS_DOCSTRING,
BERT_START_DOCSTRING,
BertEmbeddings,
BertLayer,
... | transformers/examples/research_projects/deebert/src/modeling_highway_bert.py/0 | {
"file_path": "transformers/examples/research_projects/deebert/src/modeling_highway_bert.py",
"repo_id": "transformers",
"token_count": 7800
} | 49 |
#!/usr/bin/env python
# coding=utf-8
# Copyright 2022 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... | transformers/examples/research_projects/luke/run_luke_ner_no_trainer.py/0 | {
"file_path": "transformers/examples/research_projects/luke/run_luke_ner_no_trainer.py",
"repo_id": "transformers",
"token_count": 12486
} | 50 |
# Movement Pruning: Adaptive Sparsity by Fine-Tuning
Author: @VictorSanh
*Magnitude pruning is a widely used strategy for reducing model size in pure supervised learning; however, it is less effective in the transfer learning regime that has become standard for state-of-the-art natural language processing application... | transformers/examples/research_projects/movement-pruning/README.md/0 | {
"file_path": "transformers/examples/research_projects/movement-pruning/README.md",
"repo_id": "transformers",
"token_count": 4045
} | 51 |
<!---
Copyright 2021 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 copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agr... | transformers/examples/research_projects/quantization-qdqbert/README.md/0 | {
"file_path": "transformers/examples/research_projects/quantization-qdqbert/README.md",
"repo_id": "transformers",
"token_count": 2147
} | 52 |
import logging
import os
from typing import List, Tuple
import numpy as np
import psutil
import torch
import torch.distributed as dist
from transformers import RagRetriever
logger = logging.getLogger(__name__)
class RagPyTorchDistributedRetriever(RagRetriever):
"""
A distributed retriever built on top of ... | transformers/examples/research_projects/rag/distributed_pytorch_retriever.py/0 | {
"file_path": "transformers/examples/research_projects/rag/distributed_pytorch_retriever.py",
"repo_id": "transformers",
"token_count": 2561
} | 53 |
#!/usr/bin/env bash
export PYTHONPATH="../":"${PYTHONPATH}"
export WANDB_PROJECT=dmar
export MAX_LEN=128
export m=sshleifer/student_marian_en_ro_6_1
python finetune.py \
--learning_rate=3e-4 \
--do_train \
--fp16 \
--data_dir wmt_en_ro \
--max_source_length $MAX_LEN --max_target_length $MAX_LEN --val_max_targ... | transformers/examples/research_projects/seq2seq-distillation/dynamic_bs_example.sh/0 | {
"file_path": "transformers/examples/research_projects/seq2seq-distillation/dynamic_bs_example.sh",
"repo_id": "transformers",
"token_count": 267
} | 54 |
<!---
Copyright 2022 The Microsoft Inc. 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.apache.org/licenses/LICENSE-2.0
Unless re... | transformers/examples/research_projects/tapex/README.md/0 | {
"file_path": "transformers/examples/research_projects/tapex/README.md",
"repo_id": "transformers",
"token_count": 3719
} | 55 |
import numpy as np
import PIL
import torch
import torchvision.transforms as T
import torchvision.transforms.functional as TF
from PIL import Image
def preprocess(img, target_image_size=256):
s = min(img.size)
if s < target_image_size:
raise ValueError(f"min dim for image {s} < {target_image_size}")
... | transformers/examples/research_projects/vqgan-clip/img_processing.py/0 | {
"file_path": "transformers/examples/research_projects/vqgan-clip/img_processing.py",
"repo_id": "transformers",
"token_count": 545
} | 56 |
#!/usr/bin/env bash
python alignment.py \
--model_name="arijitx/wav2vec2-xls-r-300m-bengali" \
--wav_dir="./wavs" \
--text_file="script.txt" \
--input_wavs_sr=48000 \
--output_dir="./out_alignment" \
--cuda
| transformers/examples/research_projects/wav2vec2/run_alignment.sh/0 | {
"file_path": "transformers/examples/research_projects/wav2vec2/run_alignment.sh",
"repo_id": "transformers",
"token_count": 97
} | 57 |
#!/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... | transformers/examples/tensorflow/language-modeling/run_mlm.py/0 | {
"file_path": "transformers/examples/tensorflow/language-modeling/run_mlm.py",
"repo_id": "transformers",
"token_count": 12796
} | 58 |
<!---
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 required by applicable law or ... | transformers/examples/tensorflow/token-classification/README.md/0 | {
"file_path": "transformers/examples/tensorflow/token-classification/README.md",
"repo_id": "transformers",
"token_count": 579
} | 59 |
#!/usr/bin/env bash
# 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 r... | transformers/scripts/fsmt/eval-allenai-wmt16.sh/0 | {
"file_path": "transformers/scripts/fsmt/eval-allenai-wmt16.sh",
"repo_id": "transformers",
"token_count": 1452
} | 60 |
# 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... | transformers/src/transformers/activations.py/0 | {
"file_path": "transformers/src/transformers/activations.py",
"repo_id": "transformers",
"token_count": 3234
} | 61 |
# 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... | transformers/src/transformers/commands/env.py/0 | {
"file_path": "transformers/src/transformers/commands/env.py",
"repo_id": "transformers",
"token_count": 2227
} | 62 |
# 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... | transformers/src/transformers/feature_extraction_sequence_utils.py/0 | {
"file_path": "transformers/src/transformers/feature_extraction_sequence_utils.py",
"repo_id": "transformers",
"token_count": 7735
} | 63 |
import logging
import os
from pathlib import Path
from time import sleep
from typing import Callable, List, Optional, Union
import numpy as np
import tensorflow as tf
from huggingface_hub import Repository, create_repo
from packaging.version import parse
from . import IntervalStrategy, PreTrainedTokenizerBase
from .m... | transformers/src/transformers/keras_callbacks.py/0 | {
"file_path": "transformers/src/transformers/keras_callbacks.py",
"repo_id": "transformers",
"token_count": 8732
} | 64 |
/*!
**************************************************************************************************
* Deformable DETR
* Copyright (c) 2020 SenseTime. All Rights Reserved.
* Licensed under the Apache License, Version 2.0 [see LICENSE for details]
***********************************************************************... | transformers/src/transformers/kernels/deta/vision.cpp/0 | {
"file_path": "transformers/src/transformers/kernels/deta/vision.cpp",
"repo_id": "transformers",
"token_count": 220
} | 65 |
#include <torch/extension.h>
#include <ATen/ATen.h>
#include "fast_lsh_cumulation.h"
#include "common_cuda.h"
#include <vector>
std::vector<at::Tensor> fast_hash(
at::Tensor query_mask,
at::Tensor query_vector,
at::Tensor key_mask,
at::Tensor key_vector,
int num_hash_f,
int hash_code_len,
bool use_cuda,
... | transformers/src/transformers/kernels/yoso/fast_lsh_cumulation_torch.cpp/0 | {
"file_path": "transformers/src/transformers/kernels/yoso/fast_lsh_cumulation_torch.cpp",
"repo_id": "transformers",
"token_count": 1498
} | 66 |
# coding=utf-8
# Copyright 2021 Google AI, Google Brain 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/LICENSE-2.0
#
# U... | transformers/src/transformers/models/albert/modeling_flax_albert.py/0 | {
"file_path": "transformers/src/transformers/models/albert/modeling_flax_albert.py",
"repo_id": "transformers",
"token_count": 17763
} | 67 |
# coding=utf-8
# Copyright 2022 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... | transformers/src/transformers/models/audio_spectrogram_transformer/feature_extraction_audio_spectrogram_transformer.py/0 | {
"file_path": "transformers/src/transformers/models/audio_spectrogram_transformer/feature_extraction_audio_spectrogram_transformer.py",
"repo_id": "transformers",
"token_count": 4205
} | 68 |
# coding=utf-8
# Copyright 2023 The Suno AI Authors 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.apache.org/licenses/... | transformers/src/transformers/models/bark/configuration_bark.py/0 | {
"file_path": "transformers/src/transformers/models/bark/configuration_bark.py",
"repo_id": "transformers",
"token_count": 4847
} | 69 |
# coding=utf-8
# Copyright 2021 Google Research 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.apache.org/licenses/LICE... | transformers/src/transformers/models/big_bird/modeling_big_bird.py/0 | {
"file_path": "transformers/src/transformers/models/big_bird/modeling_big_bird.py",
"repo_id": "transformers",
"token_count": 64968
} | 70 |
# coding=utf-8
# Copyright 2021, The Facebook, Inc. 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.apache.org/licenses/... | transformers/src/transformers/models/blenderbot_small/tokenization_blenderbot_small_fast.py/0 | {
"file_path": "transformers/src/transformers/models/blenderbot_small/tokenization_blenderbot_small_fast.py",
"repo_id": "transformers",
"token_count": 2174
} | 71 |
# coding=utf-8
# Copyright 2022 the Big Science Workshop and 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/license... | transformers/src/transformers/models/bloom/configuration_bloom.py/0 | {
"file_path": "transformers/src/transformers/models/bloom/configuration_bloom.py",
"repo_id": "transformers",
"token_count": 4332
} | 72 |
# coding=utf-8
# Copyright 2018 The T5 authors and 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 require... | transformers/src/transformers/models/byt5/convert_byt5_original_tf_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/byt5/convert_byt5_original_tf_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 735
} | 73 |
# coding=utf-8
# Copyright 2021 The OpenAI Team Authors, The Google Flax 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.... | transformers/src/transformers/models/clip/modeling_flax_clip.py/0 | {
"file_path": "transformers/src/transformers/models/clip/modeling_flax_clip.py",
"repo_id": "transformers",
"token_count": 21928
} | 74 |
# coding=utf-8
# Copyright 2023 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... | transformers/src/transformers/models/clvp/processing_clvp.py/0 | {
"file_path": "transformers/src/transformers/models/clvp/processing_clvp.py",
"repo_id": "transformers",
"token_count": 1351
} | 75 |
# 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... | transformers/src/transformers/models/convbert/__init__.py/0 | {
"file_path": "transformers/src/transformers/models/convbert/__init__.py",
"repo_id": "transformers",
"token_count": 1714
} | 76 |
# coding=utf-8
# Copyright 2023 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... | transformers/src/transformers/models/convnextv2/convert_convnextv2_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/convnextv2/convert_convnextv2_to_pytorch.py",
"repo_id": "transformers",
"token_count": 5402
} | 77 |
# coding=utf-8
# Copyright 2022 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... | transformers/src/transformers/models/cvt/configuration_cvt.py/0 | {
"file_path": "transformers/src/transformers/models/cvt/configuration_cvt.py",
"repo_id": "transformers",
"token_count": 2781
} | 78 |
# coding=utf-8
# Copyright 2020, Microsoft 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/LICENSE-2.0
#
# Unless require... | transformers/src/transformers/models/deberta/configuration_deberta.py/0 | {
"file_path": "transformers/src/transformers/models/deberta/configuration_deberta.py",
"repo_id": "transformers",
"token_count": 3671
} | 79 |
# coding=utf-8
# Copyright 2022 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... | transformers/src/transformers/models/deformable_detr/convert_deformable_detr_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/deformable_detr/convert_deformable_detr_to_pytorch.py",
"repo_id": "transformers",
"token_count": 4058
} | 80 |
# coding=utf-8
# Copyright 2022 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
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# You may obtain a copy of the License at
#
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# You may obtain a copy of the License at
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LI... | transformers/src/transformers/models/efficientformer/modeling_efficientformer.py/0 | {
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# http://www.apa... | transformers/src/transformers/models/encodec/configuration_encodec.py/0 | {
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# Copyright 2022 Facebook and The HuggingFace Team. All rights reserved.
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# Copyright 2023 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
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# Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# Copyright 2022 The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# Copyright 2023 Microsoft Research and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
#
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# coding=utf-8
# Copyright Microsoft Research and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
#
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# Copyright 2021 Iz Beltagy, Matthew E. Peters, Arman Cohan and The HuggingFace Inc. team. All rights reserved.
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# Copyright 2022 EleutherAI 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.apache.org/licenses/LICENSE-2.0
#
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# coding=utf-8
# Copyright 2021, The Microsoft Research Asia MarkupLM Team authors
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# 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
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# 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
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# coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
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# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
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# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
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# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
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# You may obtain a copy of the License at
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# Copyright 2022 Meta Platforms, Inc. 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
#
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# Copyright 2018 The HuggingFace Inc. team.
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# 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
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# 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
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# coding=utf-8
# Copyright 2023 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
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#
# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# coding=utf-8
# Copyright 2021 The Fairseq Authors 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
#
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# Copyright 2023 The HuggingFace Inc. team. All rights reserved.
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
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# Copyright 2023 MBZUAI 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.apache.org/licenses/LICENSE-2.0
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# Licensed under the Apache License, Version 2.0 (the "License");
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# You may obtain a copy of the License at
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# http://www.apache.org/licenses/LICENSE-2.0
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# coding=utf-8
# Copyright 2018 T5 Authors and HuggingFace Inc. team.
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# 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
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#
# 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
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# Copyright 2022 The HuggingFace Inc. team.
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# 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
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# coding=utf-8
# Copyright 2021 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 copy of the License at
#
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# 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... | transformers/src/transformers/models/vit/convert_dino_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/vit/convert_dino_to_pytorch.py",
"repo_id": "transformers",
"token_count": 3685
} | 125 |
# coding=utf-8
# Copyright 2022 Facebook AI 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.apache.org/licenses/LICENSE-... | transformers/src/transformers/models/vit_mae/modeling_vit_mae.py/0 | {
"file_path": "transformers/src/transformers/models/vit_mae/modeling_vit_mae.py",
"repo_id": "transformers",
"token_count": 17941
} | 126 |
# coding=utf-8
# Copyright 2023 The Kakao Enterprise Authors 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.apache.org/... | transformers/src/transformers/models/vits/modeling_vits.py/0 | {
"file_path": "transformers/src/transformers/models/vits/modeling_vits.py",
"repo_id": "transformers",
"token_count": 28934
} | 127 |
# coding=utf-8
# Copyright 2021 The Facebook Inc. 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.apache.org/licenses/LI... | transformers/src/transformers/models/wav2vec2/tokenization_wav2vec2.py/0 | {
"file_path": "transformers/src/transformers/models/wav2vec2/tokenization_wav2vec2.py",
"repo_id": "transformers",
"token_count": 16882
} | 128 |
# 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... | transformers/src/transformers/models/wavlm/convert_wavlm_original_pytorch_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/wavlm/convert_wavlm_original_pytorch_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 3804
} | 129 |
# coding=utf-8
# Copyright 2022 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... | transformers/src/transformers/models/x_clip/configuration_x_clip.py/0 | {
"file_path": "transformers/src/transformers/models/x_clip/configuration_x_clip.py",
"repo_id": "transformers",
"token_count": 8112
} | 130 |
# coding=utf-8
# Copyright 2022 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... | transformers/src/transformers/models/yolos/image_processing_yolos.py/0 | {
"file_path": "transformers/src/transformers/models/yolos/image_processing_yolos.py",
"repo_id": "transformers",
"token_count": 27054
} | 131 |
# Copyright 2023 The HuggingFace Team. All rights reserved.
import datetime
import platform
import subprocess
from typing import Optional, Tuple, Union
import numpy as np
def ffmpeg_read(bpayload: bytes, sampling_rate: int) -> np.array:
"""
Helper function to read an audio file through ffmpeg.
"""
ar... | transformers/src/transformers/pipelines/audio_utils.py/0 | {
"file_path": "transformers/src/transformers/pipelines/audio_utils.py",
"repo_id": "transformers",
"token_count": 3857
} | 132 |
import inspect
import types
import warnings
from collections.abc import Iterable
from typing import TYPE_CHECKING, Dict, List, Optional, Tuple, Union
import numpy as np
from ..data import SquadExample, SquadFeatures, squad_convert_examples_to_features
from ..modelcard import ModelCard
from ..tokenization_utils import... | transformers/src/transformers/pipelines/question_answering.py/0 | {
"file_path": "transformers/src/transformers/pipelines/question_answering.py",
"repo_id": "transformers",
"token_count": 13330
} | 133 |
# Copyright 2024 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 required by appl... | transformers/src/transformers/quantizers/auto.py/0 | {
"file_path": "transformers/src/transformers/quantizers/auto.py",
"repo_id": "transformers",
"token_count": 2583
} | 134 |
# coding=utf-8
# Copyright 2020 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... | transformers/src/transformers/tokenization_utils_base.py/0 | {
"file_path": "transformers/src/transformers/tokenization_utils_base.py",
"repo_id": "transformers",
"token_count": 85662
} | 135 |
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