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# Performer fine-tuning
Example authors: @TevenLeScao, @Patrickvonplaten
Paper authors: Krzysztof Choromanski, Valerii Likhosherstov, David Dohan, Xingyou Song, Andreea Gane, Tamas Sarlos, Peter Hawkins, Jared Davis, Afroz Mohiuddin, Lukasz Kaiser, David Belanger, Lucy Colwell, Adrian Weller
## Requirements
`datase... | transformers/examples/research_projects/performer/README.md/0 | {
"file_path": "transformers/examples/research_projects/performer/README.md",
"repo_id": "transformers",
"token_count": 414
} | 300 |
import os
import time
import numpy as np
import onnxruntime as ort
os.environ["ORT_TENSORRT_INT8_ENABLE"] = "1"
os.environ["ORT_TENSORRT_INT8_USE_NATIVE_CALIBRATION_TABLE"] = "0"
os.environ["ORT_TENSORRT_ENGINE_CACHE_ENABLE"] = "1"
sess_opt = ort.SessionOptions()
sess_opt.graph_optimization_level = ort.GraphOptimiz... | transformers/examples/research_projects/quantization-qdqbert/ort-infer-benchmark.py/0 | {
"file_path": "transformers/examples/research_projects/quantization-qdqbert/ort-infer-benchmark.py",
"repo_id": "transformers",
"token_count": 644
} | 301 |
to a snake
Moses' assistant
Egyptian royal court
let his rod turn in to a snake
The Pokémon Company
Nintendo
world's top-selling toy brand, the top-selling trading card game
over 20 seasons
| transformers/examples/research_projects/rag-end2end-retriever/test_run/dummy-train-data/test.target/0 | {
"file_path": "transformers/examples/research_projects/rag-end2end-retriever/test_run/dummy-train-data/test.target",
"repo_id": "transformers",
"token_count": 49
} | 302 |
""" Evaluation script for RAG models."""
import argparse
import ast
import logging
import os
import sys
import pandas as pd
import torch
from tqdm import tqdm
from transformers import BartForConditionalGeneration, RagRetriever, RagSequenceForGeneration, RagTokenForGeneration
from transformers import logging as trans... | transformers/examples/research_projects/rag/eval_rag.py/0 | {
"file_path": "transformers/examples/research_projects/rag/eval_rag.py",
"repo_id": "transformers",
"token_count": 4854
} | 303 |
# coding=utf-8
# Copyright 2022 The Google Research 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
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicab... | transformers/examples/research_projects/self-training-text-classification/finetuning.py/0 | {
"file_path": "transformers/examples/research_projects/self-training-text-classification/finetuning.py",
"repo_id": "transformers",
"token_count": 14689
} | 304 |
# the proper usage is documented in the README, you need to specify data_dir, output_dir and model_name_or_path
# run ./finetune.sh --help to see all the possible options
python finetune.py \
--learning_rate=3e-5 \
--fp16 \
--gpus 1 \
--do_train \
--do_predict \
--n_val 1000 \
--val_check_in... | transformers/examples/research_projects/seq2seq-distillation/finetune.sh/0 | {
"file_path": "transformers/examples/research_projects/seq2seq-distillation/finetune.sh",
"repo_id": "transformers",
"token_count": 138
} | 305 |
#!/usr/bin/env python
# coding=utf-8
# Copyright 2022 The Microsoft 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.apac... | transformers/examples/research_projects/tapex/run_tabfact_with_tapex.py/0 | {
"file_path": "transformers/examples/research_projects/tapex/run_tabfact_with_tapex.py",
"repo_id": "transformers",
"token_count": 7840
} | 306 |
#!/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... | transformers/examples/research_projects/wav2vec2/run_common_voice.py/0 | {
"file_path": "transformers/examples/research_projects/wav2vec2/run_common_voice.py",
"repo_id": "transformers",
"token_count": 8137
} | 307 |
<!---
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 ... | transformers/examples/tensorflow/contrastive-image-text/README.md/0 | {
"file_path": "transformers/examples/tensorflow/contrastive-image-text/README.md",
"repo_id": "transformers",
"token_count": 1057
} | 308 |
#!/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/token-classification/run_ner.py/0 | {
"file_path": "transformers/examples/tensorflow/token-classification/run_ner.py",
"repo_id": "transformers",
"token_count": 11688
} | 309 |
#!/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-facebook-wmt19.sh/0 | {
"file_path": "transformers/scripts/fsmt/eval-facebook-wmt19.sh",
"repo_id": "transformers",
"token_count": 2623
} | 310 |
# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team and the librosa & torchaudio 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
#
# http://www.apache.org/licenses/LICENSE-... | transformers/src/transformers/audio_utils.py/0 | {
"file_path": "transformers/src/transformers/audio_utils.py",
"repo_id": "transformers",
"token_count": 14019
} | 311 |
# Copyright 2022 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/pt_to_tf.py/0 | {
"file_path": "transformers/src/transformers/commands/pt_to_tf.py",
"repo_id": "transformers",
"token_count": 8900
} | 312 |
# 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/data/datasets/language_modeling.py/0 | {
"file_path": "transformers/src/transformers/data/datasets/language_modeling.py",
"repo_id": "transformers",
"token_count": 11449
} | 313 |
# 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/file_utils.py/0 | {
"file_path": "transformers/src/transformers/file_utils.py",
"repo_id": "transformers",
"token_count": 1564
} | 314 |
/*!
**************************************************************************************************
* 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/deformable_detr/cuda/ms_deform_attn_cuda.cuh/0 | {
"file_path": "transformers/src/transformers/kernels/deformable_detr/cuda/ms_deform_attn_cuda.cuh",
"repo_id": "transformers",
"token_count": 34739
} | 315 |
#include <torch/extension.h>
#include <ATen/ATen.h>
#include <vector>
#define min(a, b) ((a)<(b)?(a):(b))
#define max(a, b) ((a)>(b)?(a):(b))
std::vector<at::Tensor> index_max_kernel(
at::Tensor index_vals,
at::Tensor indices,
int A_num_block,
int B_num_block
);
at::Tensor mm_to_sparse_kernel(
at::Tensor d... | transformers/src/transformers/kernels/mra/cuda_launch.h/0 | {
"file_path": "transformers/src/transformers/kernels/mra/cuda_launch.h",
"repo_id": "transformers",
"token_count": 312
} | 316 |
# 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/modeling_flax_pytorch_utils.py/0 | {
"file_path": "transformers/src/transformers/modeling_flax_pytorch_utils.py",
"repo_id": "transformers",
"token_count": 9864
} | 317 |
# coding=utf-8
# Copyright 2018 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/auto/configuration_auto.py/0 | {
"file_path": "transformers/src/transformers/models/auto/configuration_auto.py",
"repo_id": "transformers",
"token_count": 17654
} | 318 |
# 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/processing_bark.py/0 | {
"file_path": "transformers/src/transformers/models/bark/processing_bark.py",
"repo_id": "transformers",
"token_count": 6008
} | 319 |
# 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/beit/convert_beit_unilm_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/beit/convert_beit_unilm_to_pytorch.py",
"repo_id": "transformers",
"token_count": 7533
} | 320 |
import os
from typing import List, Union
import tensorflow as tf
from tensorflow_text import BertTokenizer as BertTokenizerLayer
from tensorflow_text import FastBertTokenizer, ShrinkLongestTrimmer, case_fold_utf8, combine_segments, pad_model_inputs
from ...modeling_tf_utils import keras
from .tokenization_bert import... | transformers/src/transformers/models/bert/tokenization_bert_tf.py/0 | {
"file_path": "transformers/src/transformers/models/bert/tokenization_bert_tf.py",
"repo_id": "transformers",
"token_count": 5234
} | 321 |
# 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/models/blenderbot/convert_blenderbot_original_pytorch_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/blenderbot/convert_blenderbot_original_pytorch_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 1504
} | 322 |
# coding=utf-8
# Copyright 2021 The Open AI 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/LICENSE-2.0
#
# ... | transformers/src/transformers/models/clip/tokenization_clip_fast.py/0 | {
"file_path": "transformers/src/transformers/models/clip/tokenization_clip_fast.py",
"repo_id": "transformers",
"token_count": 2646
} | 323 |
# 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/code_llama/tokenization_code_llama_fast.py/0 | {
"file_path": "transformers/src/transformers/models/code_llama/tokenization_code_llama_fast.py",
"repo_id": "transformers",
"token_count": 8207
} | 324 |
# 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
} | 325 |
# 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
} | 326 |
# 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": 2732
} | 327 |
# 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": 3424
} | 328 |
# 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
} | 329 |
# coding=utf-8
# Copyright 2022 BNRist (Tsinghua University), TKLNDST (Nankai University) 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
#... | transformers/src/transformers/models/deprecated/van/convert_van_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/van/convert_van_to_pytorch.py",
"repo_id": "transformers",
"token_count": 4514
} | 330 |
# coding=utf-8
# Copyright 2019-present, the HuggingFace Inc. team, The Google AI Language 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.or... | transformers/src/transformers/models/distilbert/modeling_tf_distilbert.py/0 | {
"file_path": "transformers/src/transformers/models/distilbert/modeling_tf_distilbert.py",
"repo_id": "transformers",
"token_count": 21094
} | 331 |
# coding=utf-8
# Copyright 2018 DPR Authors, The Hugging Face 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... | transformers/src/transformers/models/dpr/modeling_tf_dpr.py/0 | {
"file_path": "transformers/src/transformers/models/dpr/modeling_tf_dpr.py",
"repo_id": "transformers",
"token_count": 13839
} | 332 |
# coding=utf-8
# Copyright 2023 Xuan Ouyang, Shuohuan Wang, Chao Pang, Yu Sun, Hao Tian, Hua Wu, Haifeng Wang 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... | transformers/src/transformers/models/ernie_m/tokenization_ernie_m.py/0 | {
"file_path": "transformers/src/transformers/models/ernie_m/tokenization_ernie_m.py",
"repo_id": "transformers",
"token_count": 7502
} | 333 |
# coding=utf-8
# Copyright 2022 Meta 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
#
#... | transformers/src/transformers/models/esm/tokenization_esm.py/0 | {
"file_path": "transformers/src/transformers/models/esm/tokenization_esm.py",
"repo_id": "transformers",
"token_count": 2315
} | 334 |
# coding=utf-8
# Copyright 2019-present CNRS, Facebook Inc. 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
#... | transformers/src/transformers/models/flaubert/tokenization_flaubert.py/0 | {
"file_path": "transformers/src/transformers/models/flaubert/tokenization_flaubert.py",
"repo_id": "transformers",
"token_count": 9945
} | 335 |
# 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
#
# Unless r... | transformers/src/transformers/models/focalnet/configuration_focalnet.py/0 | {
"file_path": "transformers/src/transformers/models/focalnet/configuration_focalnet.py",
"repo_id": "transformers",
"token_count": 3106
} | 336 |
# coding=utf-8
# Copyright 2023 Adept 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-2.0... | transformers/src/transformers/models/fuyu/configuration_fuyu.py/0 | {
"file_path": "transformers/src/transformers/models/fuyu/configuration_fuyu.py",
"repo_id": "transformers",
"token_count": 4194
} | 337 |
import os
from typing import Dict, List, Union
import tensorflow as tf
from keras_nlp.tokenizers import BytePairTokenizer
from tensorflow_text import pad_model_inputs
from ...modeling_tf_utils import keras
from .tokenization_gpt2 import GPT2Tokenizer
class TFGPT2Tokenizer(keras.layers.Layer):
"""
This is an... | transformers/src/transformers/models/gpt2/tokenization_gpt2_tf.py/0 | {
"file_path": "transformers/src/transformers/models/gpt2/tokenization_gpt2_tf.py",
"repo_id": "transformers",
"token_count": 1575
} | 338 |
# coding=utf-8
# Copyright 2022 ABEJA, 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-... | transformers/src/transformers/models/gpt_neox_japanese/tokenization_gpt_neox_japanese.py/0 | {
"file_path": "transformers/src/transformers/models/gpt_neox_japanese/tokenization_gpt_neox_japanese.py",
"repo_id": "transformers",
"token_count": 8210
} | 339 |
# Copyright (c) Microsoft Corporation and HuggingFace
# Licensed under the MIT License.
from typing import Any, Dict, List, Mapping
import numpy as np
import torch
from ...utils import is_cython_available, requires_backends
if is_cython_available():
import pyximport
pyximport.install(setup_args={"include_... | transformers/src/transformers/models/graphormer/collating_graphormer.py/0 | {
"file_path": "transformers/src/transformers/models/graphormer/collating_graphormer.py",
"repo_id": "transformers",
"token_count": 2694
} | 340 |
# 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
#
# http://www.apache.org/licenses/... | transformers/src/transformers/models/hubert/modeling_hubert.py/0 | {
"file_path": "transformers/src/transformers/models/hubert/modeling_hubert.py",
"repo_id": "transformers",
"token_count": 25709
} | 341 |
# coding=utf-8
# Copyright 2022 EleutherAI and the HuggingFace Inc. team. All rights reserved.
#
# This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX
# and OPT implementations in this library. It has been modified from its
# original forms to accommodate minor architectural differences compared
# to G... | transformers/src/transformers/models/llama/configuration_llama.py/0 | {
"file_path": "transformers/src/transformers/models/llama/configuration_llama.py",
"repo_id": "transformers",
"token_count": 3612
} | 342 |
# coding=utf-8
# Copyright Studio Ousia 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 required b... | transformers/src/transformers/models/luke/modeling_luke.py/0 | {
"file_path": "transformers/src/transformers/models/luke/modeling_luke.py",
"repo_id": "transformers",
"token_count": 42966
} | 343 |
# coding=utf-8
# Copyright 2024 state-spaces/mamba org 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... | transformers/src/transformers/models/mamba/convert_mamba_ssm_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/mamba/convert_mamba_ssm_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 2383
} | 344 |
# 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/markuplm/tokenization_markuplm_fast.py/0 | {
"file_path": "transformers/src/transformers/models/markuplm/tokenization_markuplm_fast.py",
"repo_id": "transformers",
"token_count": 19952
} | 345 |
# 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/mobilenet_v1/convert_original_tf_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/mobilenet_v1/convert_original_tf_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 1888
} | 346 |
# coding=utf-8
# Copyright 2022 Apple 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... | transformers/src/transformers/models/mobilevit/modeling_tf_mobilevit.py/0 | {
"file_path": "transformers/src/transformers/models/mobilevit/modeling_tf_mobilevit.py",
"repo_id": "transformers",
"token_count": 24209
} | 347 |
# 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/mra/convert_mra_pytorch_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/mra/convert_mra_pytorch_to_pytorch.py",
"repo_id": "transformers",
"token_count": 1719
} | 348 |
# coding=utf-8
# Copyright 2022 SHI Labs 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... | transformers/src/transformers/models/oneformer/image_processing_oneformer.py/0 | {
"file_path": "transformers/src/transformers/models/oneformer/image_processing_oneformer.py",
"repo_id": "transformers",
"token_count": 27020
} | 349 |
# 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/perceiver/convert_perceiver_haiku_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/perceiver/convert_perceiver_haiku_to_pytorch.py",
"repo_id": "transformers",
"token_count": 9000
} | 350 |
# 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
#
# Unless r... | transformers/src/transformers/models/pix2struct/configuration_pix2struct.py/0 | {
"file_path": "transformers/src/transformers/models/pix2struct/configuration_pix2struct.py",
"repo_id": "transformers",
"token_count": 6591
} | 351 |
# 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 applicabl... | transformers/src/transformers/models/pop2piano/__init__.py/0 | {
"file_path": "transformers/src/transformers/models/pop2piano/__init__.py",
"repo_id": "transformers",
"token_count": 1512
} | 352 |
# coding=utf-8
# Copyright 2023 Authors: Wenhai Wang, Enze Xie, Xiang Li, Deng-Ping Fan,
# Kaitao Song, Ding Liang, Tong Lu, Ping Luo, Ling Shao 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... | transformers/src/transformers/models/pvt/modeling_pvt.py/0 | {
"file_path": "transformers/src/transformers/models/pvt/modeling_pvt.py",
"repo_id": "transformers",
"token_count": 12199
} | 353 |
# coding=utf-8
# Copyright 2020 The Trax 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/LICENSE-2.0
#
# Unless r... | transformers/src/transformers/models/reformer/tokenization_reformer.py/0 | {
"file_path": "transformers/src/transformers/models/reformer/tokenization_reformer.py",
"repo_id": "transformers",
"token_count": 2801
} | 354 |
# 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/roberta_prelayernorm/convert_roberta_prelayernorm_original_pytorch_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/roberta_prelayernorm/convert_roberta_prelayernorm_original_pytorch_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 1063
} | 355 |
# 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... | transformers/src/transformers/models/roformer/tokenization_utils.py/0 | {
"file_path": "transformers/src/transformers/models/roformer/tokenization_utils.py",
"repo_id": "transformers",
"token_count": 1140
} | 356 |
# 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
#
# Unless r... | transformers/src/transformers/models/seamless_m4t/modeling_seamless_m4t.py/0 | {
"file_path": "transformers/src/transformers/models/seamless_m4t/modeling_seamless_m4t.py",
"repo_id": "transformers",
"token_count": 89397
} | 357 |
# coding=utf-8
# 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 r... | transformers/src/transformers/models/seggpt/configuration_seggpt.py/0 | {
"file_path": "transformers/src/transformers/models/seggpt/configuration_seggpt.py",
"repo_id": "transformers",
"token_count": 2523
} | 358 |
# coding=utf-8
# Copyright 2024 Google AI 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://www.apache.org/licenses/LICENSE-2.0
#
#... | transformers/src/transformers/models/siglip/modeling_siglip.py/0 | {
"file_path": "transformers/src/transformers/models/siglip/modeling_siglip.py",
"repo_id": "transformers",
"token_count": 22933
} | 359 |
# 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... | transformers/src/transformers/models/speech_to_text/tokenization_speech_to_text.py/0 | {
"file_path": "transformers/src/transformers/models/speech_to_text/tokenization_speech_to_text.py",
"repo_id": "transformers",
"token_count": 4994
} | 360 |
# Copyright 2024 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/superpoint/configuration_superpoint.py/0 | {
"file_path": "transformers/src/transformers/models/superpoint/configuration_superpoint.py",
"repo_id": "transformers",
"token_count": 1425
} | 361 |
# 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/swin2sr/convert_swin2sr_original_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/swin2sr/convert_swin2sr_original_to_pytorch.py",
"repo_id": "transformers",
"token_count": 5318
} | 362 |
# coding=utf-8
# Copyright 2022 Google LLC 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 required by... | transformers/src/transformers/models/t5/convert_t5x_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/t5/convert_t5x_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 4540
} | 363 |
# coding=utf-8
# Copyright 2021 Google Research 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 re... | transformers/src/transformers/models/tapas/modeling_tf_tapas.py/0 | {
"file_path": "transformers/src/transformers/models/tapas/modeling_tf_tapas.py",
"repo_id": "transformers",
"token_count": 47157
} | 364 |
# 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/trocr/processing_trocr.py/0 | {
"file_path": "transformers/src/transformers/models/trocr/processing_trocr.py",
"repo_id": "transformers",
"token_count": 2190
} | 365 |
# coding=utf-8
# Copyright 2024 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/udop/processing_udop.py/0 | {
"file_path": "transformers/src/transformers/models/udop/processing_udop.py",
"repo_id": "transformers",
"token_count": 4046
} | 366 |
# Copyright 2022 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/vilt/__init__.py/0 | {
"file_path": "transformers/src/transformers/models/vilt/__init__.py",
"repo_id": "transformers",
"token_count": 1082
} | 367 |
# coding=utf-8
# Copyright 2021 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.org/licenses/LICENSE-2.0
... | transformers/src/transformers/models/vit/modeling_flax_vit.py/0 | {
"file_path": "transformers/src/transformers/models/vit/modeling_flax_vit.py",
"repo_id": "transformers",
"token_count": 10847
} | 368 |
# 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_msn/modeling_vit_msn.py/0 | {
"file_path": "transformers/src/transformers/models/vit_msn/modeling_vit_msn.py",
"repo_id": "transformers",
"token_count": 12320
} | 369 |
# 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/vivit/convert_vivit_flax_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/vivit/convert_vivit_flax_to_pytorch.py",
"repo_id": "transformers",
"token_count": 3449
} | 370 |
# coding=utf-8
# Copyright 2024 The Seamless 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/wav2vec2_bert/modeling_wav2vec2_bert.py/0 | {
"file_path": "transformers/src/transformers/models/wav2vec2_bert/modeling_wav2vec2_bert.py",
"repo_id": "transformers",
"token_count": 31993
} | 371 |
# 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/whisper/configuration_whisper.py/0 | {
"file_path": "transformers/src/transformers/models/whisper/configuration_whisper.py",
"repo_id": "transformers",
"token_count": 6859
} | 372 |
# 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/xglm/__init__.py/0 | {
"file_path": "transformers/src/transformers/models/xglm/__init__.py",
"repo_id": "transformers",
"token_count": 1587
} | 373 |
# 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 compliance with the Lice... | transformers/src/transformers/models/xlnet/modeling_tf_xlnet.py/0 | {
"file_path": "transformers/src/transformers/models/xlnet/modeling_tf_xlnet.py",
"repo_id": "transformers",
"token_count": 34863
} | 374 |
# 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/yoso/convert_yoso_pytorch_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/yoso/convert_yoso_pytorch_to_pytorch.py",
"repo_id": "transformers",
"token_count": 1660
} | 375 |
from typing import List, Union
import numpy as np
from ..utils import add_end_docstrings, is_torch_available, is_vision_available, logging, requires_backends
from .base import Pipeline, build_pipeline_init_args
if is_vision_available():
from PIL import Image
from ..image_utils import load_image
if is_torc... | transformers/src/transformers/pipelines/depth_estimation.py/0 | {
"file_path": "transformers/src/transformers/pipelines/depth_estimation.py",
"repo_id": "transformers",
"token_count": 1692
} | 376 |
import enum
import warnings
from typing import Dict
from ..utils import add_end_docstrings, is_tf_available, is_torch_available
from .base import Pipeline, build_pipeline_init_args
if is_torch_available():
from ..models.auto.modeling_auto import MODEL_FOR_CAUSAL_LM_MAPPING_NAMES
if is_tf_available():
import... | transformers/src/transformers/pipelines/text_generation.py/0 | {
"file_path": "transformers/src/transformers/pipelines/text_generation.py",
"repo_id": "transformers",
"token_count": 7784
} | 377 |
# 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/quantizer_bnb_4bit.py/0 | {
"file_path": "transformers/src/transformers/quantizers/quantizer_bnb_4bit.py",
"repo_id": "transformers",
"token_count": 6184
} | 378 |
# coding=utf-8
# Copyright 2023 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 ag... | transformers/src/transformers/tools/agent_types.py/0 | {
"file_path": "transformers/src/transformers/tools/agent_types.py",
"repo_id": "transformers",
"token_count": 3899
} | 379 |
# coding=utf-8
# Copyright 2020-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 ap... | transformers/src/transformers/trainer.py/0 | {
"file_path": "transformers/src/transformers/trainer.py",
"repo_id": "transformers",
"token_count": 99318
} | 380 |
# This file is autogenerated by the command `make fix-copies`, do not edit.
from ..utils import DummyObject, requires_backends
class TFGPT2Tokenizer(metaclass=DummyObject):
_backends = ["keras_nlp"]
def __init__(self, *args, **kwargs):
requires_backends(self, ["keras_nlp"])
| transformers/src/transformers/utils/dummy_keras_nlp_objects.py/0 | {
"file_path": "transformers/src/transformers/utils/dummy_keras_nlp_objects.py",
"repo_id": "transformers",
"token_count": 110
} | 381 |
# coding=utf-8
# Copyright 2020 Optuna, Hugging Face
#
# 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 o... | transformers/src/transformers/utils/logging.py/0 | {
"file_path": "transformers/src/transformers/utils/logging.py",
"repo_id": "transformers",
"token_count": 4263
} | 382 |
# 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/templates/adding_a_new_model/cookiecutter-template-{{cookiecutter.modelname}}/__init__.py/0 | {
"file_path": "transformers/templates/adding_a_new_model/cookiecutter-template-{{cookiecutter.modelname}}/__init__.py",
"repo_id": "transformers",
"token_count": 4961
} | 383 |
{
"modelname": "Template",
"uppercase_modelname": "TEMPLATE",
"lowercase_modelname": "template",
"camelcase_modelname": "Template",
"authors": "The HuggingFace Team",
"checkpoint_identifier": "brand-new-bert-base-cased",
"tokenizer_type": "Based on BERT",
"generate_tensorflow_pytorch_and_flax": "PyTorch... | transformers/templates/adding_a_new_model/tests/encoder-bert-tokenizer.json/0 | {
"file_path": "transformers/templates/adding_a_new_model/tests/encoder-bert-tokenizer.json",
"repo_id": "transformers",
"token_count": 148
} | 384 |
# 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/tests/deepspeed/test_deepspeed.py/0 | {
"file_path": "transformers/tests/deepspeed/test_deepspeed.py",
"repo_id": "transformers",
"token_count": 25323
} | 385 |
# coding=utf-8
# Copyright 2020 The HuggingFace Team 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 clone of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/tests/generation/test_beam_constraints.py/0 | {
"file_path": "transformers/tests/generation/test_beam_constraints.py",
"repo_id": "transformers",
"token_count": 1723
} | 386 |
# 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
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# coding=utf-8
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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
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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
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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
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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
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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
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#
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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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# coding=utf-8
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#
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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 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
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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
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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
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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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