text stringlengths 5 409k | id stringlengths 14 178 | metadata dict | __index_level_0__ int64 0 572 |
|---|---|---|---|
# Install example requirements
pip install -r ../requirements.txt
# Download glue data
python3 ../../utils/download_glue_data.py
export TASK=mrpc
export DATA_DIR=./glue_data/MRPC/
export MAX_LENGTH=128
export LEARNING_RATE=2e-5
export BERT_MODEL=bert-base-cased
export BATCH_SIZE=32
export NUM_EPOCHS=3
export SEED=2
e... | transformers/examples/legacy/pytorch-lightning/run_glue.sh/0 | {
"file_path": "transformers/examples/legacy/pytorch-lightning/run_glue.sh",
"repo_id": "transformers",
"token_count": 360
} | 359 |
#!/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/download_wmt.py/0 | {
"file_path": "transformers/examples/legacy/seq2seq/download_wmt.py",
"repo_id": "transformers",
"token_count": 1020
} | 360 |
#!/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_eval.py/0 | {
"file_path": "transformers/examples/legacy/seq2seq/run_eval.py",
"repo_id": "transformers",
"token_count": 2796
} | 361 |
<!---
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": 6493
} | 362 |
#!/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": 7777
} | 363 |
# coding=utf-8
# Copyright 2020 The HuggingFace Team All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless require... | transformers/examples/pytorch/question-answering/trainer_qa.py/0 | {
"file_path": "transformers/examples/pytorch/question-answering/trainer_qa.py",
"repo_id": "transformers",
"token_count": 2657
} | 364 |
# coding=utf-8
# Copyright 2018 The Google AI Language Team Authors and The HuggingFace Inc. team.
# Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a cop... | transformers/examples/research_projects/adversarial/utils_hans.py/0 | {
"file_path": "transformers/examples/research_projects/adversarial/utils_hans.py",
"repo_id": "transformers",
"token_count": 5431
} | 365 |
import os
from collections import deque
import torch
from torch.utils.data import Dataset
# ------------
# Data loading
# ------------
class CNNDMDataset(Dataset):
"""Abstracts the dataset used to train seq2seq models.
The class will process the documents that are located in the specified
folder. The ... | transformers/examples/research_projects/bertabs/utils_summarization.py/0 | {
"file_path": "transformers/examples/research_projects/bertabs/utils_summarization.py",
"repo_id": "transformers",
"token_count": 2180
} | 366 |
import multiprocessing
import time
from arguments import PretokenizationArguments
from datasets import load_dataset
from transformers import AutoTokenizer, HfArgumentParser
def tokenize(example):
output = {}
output["input_ids"] = tokenizer(example["content"], truncation=False)["input_ids"]
output["ratio... | transformers/examples/research_projects/codeparrot/scripts/pretokenizing.py/0 | {
"file_path": "transformers/examples/research_projects/codeparrot/scripts/pretokenizing.py",
"repo_id": "transformers",
"token_count": 527
} | 367 |
# Distil*
Author: @VictorSanh
This folder contains the original code used to train Distil* as well as examples showcasing how to use DistilBERT, DistilRoBERTa and DistilGPT2.
**January 20, 2020 - Bug fixing** We have recently discovered and fixed [a bug](https://github.com/huggingface/transformers/commit/48cbf267c98... | transformers/examples/research_projects/distillation/README.md/0 | {
"file_path": "transformers/examples/research_projects/distillation/README.md",
"repo_id": "transformers",
"token_count": 5075
} | 368 |
# coding=utf-8
# Copyright 2019-present, the HuggingFace Inc. team and Facebook, Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Un... | transformers/examples/research_projects/distillation/utils.py/0 | {
"file_path": "transformers/examples/research_projects/distillation/utils.py",
"repo_id": "transformers",
"token_count": 1771
} | 369 |
Author: [@vasudevgupta7](https://github.com/thevasudevgupta/)
## Intro
In this project, we fine-tuned [**BigBird**](https://arxiv.org/abs/2007.14062) on [**natural-questions**](https://huggingface.co/datasets/natural_questions) dataset for **question-answering** task on long documents. **BigBird**, is a **sparse-att... | transformers/examples/research_projects/jax-projects/big_bird/README.md/0 | {
"file_path": "transformers/examples/research_projects/jax-projects/big_bird/README.md",
"repo_id": "transformers",
"token_count": 824
} | 370 |
#!/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/research_projects/jax-projects/model_parallel/run_clm_mp.py/0 | {
"file_path": "transformers/examples/research_projects/jax-projects/model_parallel/run_clm_mp.py",
"repo_id": "transformers",
"token_count": 11750
} | 371 |
"""
coding=utf-8
Copyright 2018, Antonio Mendoza Hao Tan, Mohit Bansal
Adapted From Facebook Inc, Detectron2 && Huggingface Co.
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/examples/research_projects/lxmert/modeling_frcnn.py/0 | {
"file_path": "transformers/examples/research_projects/lxmert/modeling_frcnn.py",
"repo_id": "transformers",
"token_count": 34766
} | 372 |
from .configuration_bert_masked import MaskedBertConfig
from .modeling_bert_masked import (
MaskedBertForMultipleChoice,
MaskedBertForQuestionAnswering,
MaskedBertForSequenceClassification,
MaskedBertForTokenClassification,
MaskedBertModel,
)
from .modules import *
| transformers/examples/research_projects/movement-pruning/emmental/__init__.py/0 | {
"file_path": "transformers/examples/research_projects/movement-pruning/emmental/__init__.py",
"repo_id": "transformers",
"token_count": 99
} | 373 |
# coding=utf-8
# Copyright 2018 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/examples/research_projects/performer/modeling_flax_performer.py/0 | {
"file_path": "transformers/examples/research_projects/performer/modeling_flax_performer.py",
"repo_id": "transformers",
"token_count": 9147
} | 374 |
#!/usr/bin/env python
# coding=utf-8
# Copyright 2020 The HuggingFace Team All rights reserved.
# 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 ... | transformers/examples/research_projects/quantization-qdqbert/run_quant_qa.py/0 | {
"file_path": "transformers/examples/research_projects/quantization-qdqbert/run_quant_qa.py",
"repo_id": "transformers",
"token_count": 12720
} | 375 |
# Add parent directory to python path to access lightning_base.py
export PYTHONPATH="../":"${PYTHONPATH}"
# A sample finetuning run, you need to specify data_dir, output_dir and model_name_or_path
# run ./examples/rag/finetune_rag.sh --help to see all the possible options
python examples/rag/finetune_rag.py \
--d... | transformers/examples/research_projects/rag/finetune_rag.sh/0 | {
"file_path": "transformers/examples/research_projects/rag/finetune_rag.sh",
"repo_id": "transformers",
"token_count": 440
} | 376 |
# Copyright 2022 The Google Research Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agree... | transformers/examples/research_projects/self-training-text-classification/run.sh/0 | {
"file_path": "transformers/examples/research_projects/self-training-text-classification/run.sh",
"repo_id": "transformers",
"token_count": 960
} | 377 |
#!/usr/bin/env bash
export PYTHONPATH="../":"${PYTHONPATH}"
# From appendix C of paper https://arxiv.org/abs/1912.08777
# Set --gradient_accumulation_steps so that effective batch size is 256 (2*128, 4*64, 8*32, 16*16)
python finetune.py \
--learning_rate=1e-4 \
--do_train \
--do_predict \
--n_val 100... | transformers/examples/research_projects/seq2seq-distillation/finetune_pegasus_xsum.sh/0 | {
"file_path": "transformers/examples/research_projects/seq2seq-distillation/finetune_pegasus_xsum.sh",
"repo_id": "transformers",
"token_count": 208
} | 378 |
<!---
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": 3713
} | 379 |
# Simple VQGAN CLIP
Author: @ErwannMillon
This is a very simple VQGAN-CLIP implementation that was built as a part of the <a href= "https://github.com/ErwannMillon/face-editor"> Face Editor project </a> . This simplified version allows you to generate or edit images using text with just three lines of code. For a mo... | transformers/examples/research_projects/vqgan-clip/README.md/0 | {
"file_path": "transformers/examples/research_projects/vqgan-clip/README.md",
"repo_id": "transformers",
"token_count": 777
} | 380 |
#!/usr/bin/env bash
python run_common_voice.py \
--model_name_or_path="facebook/wav2vec2-large-xlsr-53" \
--dataset_config_name="tr" \
--output_dir=./wav2vec2-large-xlsr-turkish-demo \
--overwrite_output_dir \
--num_train_epochs="5" \
--per_device_train_batch_size="16" \
--eval_strategy="ste... | transformers/examples/research_projects/wav2vec2/finetune_wav2vec2_xlsr_turkish.sh/0 | {
"file_path": "transformers/examples/research_projects/wav2vec2/finetune_wav2vec2_xlsr_turkish.sh",
"repo_id": "transformers",
"token_count": 315
} | 381 |
<!---
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
} | 382 |
#!/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": 11440
} | 383 |
#!/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
} | 384 |
#!/usr/bin/env python
# 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/L... | transformers/src/transformers/agents/__init__.py/0 | {
"file_path": "transformers/src/transformers/agents/__init__.py",
"repo_id": "transformers",
"token_count": 949
} | 385 |
# 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": 19557
} | 386 |
# 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/convert_slow_tokenizer.py/0 | {
"file_path": "transformers/src/transformers/convert_slow_tokenizer.py",
"repo_id": "transformers",
"token_count": 30672
} | 387 |
# 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/debug_utils.py/0 | {
"file_path": "transformers/src/transformers/debug_utils.py",
"repo_id": "transformers",
"token_count": 5154
} | 388 |
# 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/generation/streamers.py/0 | {
"file_path": "transformers/src/transformers/generation/streamers.py",
"repo_id": "transformers",
"token_count": 5143
} | 389 |
import importlib.metadata
import inspect
import warnings
from copy import deepcopy
from inspect import signature
from packaging import version
from ..utils import (
get_available_devices,
is_accelerate_available,
is_bitsandbytes_available,
is_bitsandbytes_multi_backend_available,
is_ipex_available... | transformers/src/transformers/integrations/bitsandbytes.py/0 | {
"file_path": "transformers/src/transformers/integrations/bitsandbytes.py",
"repo_id": "transformers",
"token_count": 10670
} | 390 |
from typing import Optional, Tuple
import torch
def repeat_kv(hidden_states: torch.Tensor, n_rep: int) -> torch.Tensor:
"""
This is the equivalent of torch.repeat_interleave(x, dim=1, repeats=n_rep). The hidden states go from (batch,
num_key_value_heads, seqlen, head_dim) to (batch, num_attention_heads, ... | transformers/src/transformers/integrations/sdpa_attention.py/0 | {
"file_path": "transformers/src/transformers/integrations/sdpa_attention.py",
"repo_id": "transformers",
"token_count": 977
} | 391 |
#include <torch/extension.h>
#include "ATen/ATen.h"
typedef at::BFloat16 bf16;
void cuda_forward(int B, int T, int C, float *w, float *u, float *k, float *v, float *y);
void cuda_forward_bf16(int B, int T, int C, float *w, bf16 *u, bf16 *k, bf16 *v, bf16 *y);
void cuda_forward_with_state(int B, int T, int C, float *w,... | transformers/src/transformers/kernels/rwkv/wkv_op.cpp/0 | {
"file_path": "transformers/src/transformers/kernels/rwkv/wkv_op.cpp",
"repo_id": "transformers",
"token_count": 1807
} | 392 |
# coding=utf-8
# Copyright 2024 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/modeling_flash_attention_utils.py/0 | {
"file_path": "transformers/src/transformers/modeling_flash_attention_utils.py",
"repo_id": "transformers",
"token_count": 7047
} | 393 |
# 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": 17873
} | 394 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/aria/modular_aria.py.
# Do NOT edit this file manually as any edits will be overwritten by the generation of
# ... | transformers/src/transformers/models/aria/image_processing_aria.py/0 | {
"file_path": "transformers/src/transformers/models/aria/image_processing_aria.py",
"repo_id": "transformers",
"token_count": 10090
} | 395 |
# 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/modeling_tf_auto.py/0 | {
"file_path": "transformers/src/transformers/models/auto/modeling_tf_auto.py",
"repo_id": "transformers",
"token_count": 12310
} | 396 |
# 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": 6021
} | 397 |
# 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": 7541
} | 398 |
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": 5247
} | 399 |
# 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
} | 400 |
# coding=utf-8
# Copyright 2023 HuggingFace Inc. Team and Bigscience Workshop. 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/bloom/modeling_flax_bloom.py/0 | {
"file_path": "transformers/src/transformers/models/bloom/modeling_flax_bloom.py",
"repo_id": "transformers",
"token_count": 12796
} | 401 |
# coding=utf-8
# 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 requir... | transformers/src/transformers/models/clvp/convert_clvp_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/clvp/convert_clvp_to_hf.py",
"repo_id": "transformers",
"token_count": 4095
} | 402 |
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/cohere/modular_cohere.py.
# Do NOT edit this file manually as any edits will be overwritten by the generation of
... | transformers/src/transformers/models/cohere/modeling_cohere.py/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... | transformers/src/transformers/models/convnext/modeling_convnext.py/0 | {
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# 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
#
# h... | transformers/src/transformers/models/ctrl/modeling_ctrl.py/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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# 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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# coding=utf-8
# Copyright 2023 Xuan Ouyang, Shuohuan Wang, Chao Pang, Yu Sun, Hao Tian, Hua Wu, Haifeng Wang 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 ... | transformers/src/transformers/models/deprecated/ernie_m/modeling_ernie_m.py/0 | {
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"token_count": 20162
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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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"token_count": 7490
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# 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/deprecated/retribert/configuration_retribert.py/0 | {
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"repo_id": "transformers",
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# 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/deprecated/transfo_xl/configuration_transfo_xl.py/0 | {
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"token_count": 3175
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# 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");
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# You may obtain a copy of the License at
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"repo_id": "transformers",
"token_count": 8859
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# 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/depth_pro/convert_depth_pro_weights_to_hf.py/0 | {
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# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/diffllama/modular_diffllama.py.
# Do NOT edit this file manually as any edits will be overwritten by the generati... | transformers/src/transformers/models/diffllama/modeling_diffllama.py/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.or... | transformers/src/transformers/models/distilbert/configuration_distilbert.py/0 | {
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# coding=utf-8
# Copyright 2010, 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 ... | transformers/src/transformers/models/dpr/configuration_dpr.py/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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#
# 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/ernie/modeling_ernie.py/0 | {
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# 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 | {
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"token_count": 2328
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# 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/configuration_flaubert.py/0 | {
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"token_count": 4413
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# coding=utf-8
# Copyright 2021 Google Research, 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/... | transformers/src/transformers/models/fnet/tokenization_fnet.py/0 | {
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# coding=utf-8
# Copyright 2022 KAIST 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/glpn/configuration_glpn.py/0 | {
"file_path": "transformers/src/transformers/models/glpn/configuration_glpn.py",
"repo_id": "transformers",
"token_count": 2355
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# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/gpt_neox/modular_gpt_neox.py.
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# This code was adapted from https://github.com/lucidrains/flamingo-pytorch licensed under the MIT License.
#
# MIT License
#
# Copyright (c) 2020 The Google AI Language Team Authors, The HuggingFace Inc. team and github/lonePatient
#
# Permission is hereby granted, free of charge, to any person obtaining a copy
# of ... | transformers/src/transformers/models/idefics/perceiver.py/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
#
# Unless required by applicable... | transformers/src/transformers/models/idefics3/processing_idefics3.py/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
#
# Unless r... | transformers/src/transformers/models/instructblip/configuration_instructblip.py/0 | {
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"repo_id": "transformers",
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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.... | transformers/src/transformers/models/jetmoe/modeling_jetmoe.py/0 | {
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# coding=utf-8
# Copyright 2021 Microsoft Research 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/LICEN... | transformers/src/transformers/models/layoutlmv2/modeling_layoutlmv2.py/0 | {
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# Copyright 2021 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
#
# Unless required by applicable... | transformers/src/transformers/models/layoutxlm/tokenization_layoutxlm_fast.py/0 | {
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# 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
#
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# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨
# This file was automatically generated from src/transformers/models/llava_onevision/modular_llava_onevision.py.
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# coding=utf-8
# Copyright 2022 Google LLC., LongT5 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
#
# U... | transformers/src/transformers/models/longt5/modeling_longt5.py/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
#
# http://www.apache.org/licenses/... | transformers/src/transformers/models/m2m_100/modeling_m2m_100.py/0 | {
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# coding=utf-8
# Copyright 2021 The Marian Team 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/licen... | transformers/src/transformers/models/marian/modeling_tf_marian.py/0 | {
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# coding=utf-8
# Copyright 2024 Meta Platforms, Inc. and affiliates, 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.apa... | transformers/src/transformers/models/mimi/configuration_mimi.py/0 | {
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# Copyright 2024 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 require... | transformers/src/transformers/models/mllama/configuration_mllama.py/0 | {
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# 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/mobilenet_v1/configuration_mobilenet_v1.py/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
#
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# Copyright 2024 Meta 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/moshi/configuration_moshi.py/0 | {
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# Copyright 2024 Meta AI 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
#
# http://www.apache.org/licenses/LICENSE-2.0
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# Copyright 2024 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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# 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 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
#
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# 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/owlvit/processing_owlvit.py/0 | {
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# coding=utf-8
# Copyright (c) 2020, VinAI Research and the HuggingFace Inc. team.
# Copyright 2018 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 th... | transformers/src/transformers/models/phobert/tokenization_phobert.py/0 | {
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"repo_id": "transformers",
"token_count": 5919
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# 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/plbart/convert_plbart_original_checkpoint_to_torch.py/0 | {
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"repo_id": "transformers",
"token_count": 1325
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# coding=utf-8
# Copyright 2021 The HuggingFace Team 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/LIC... | transformers/src/transformers/models/rembert/modeling_rembert.py/0 | {
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"repo_id": "transformers",
"token_count": 28768
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# 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/modeling_roformer.py/0 | {
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"repo_id": "transformers",
"token_count": 29539
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# coding=utf-8
# Copyright 2025 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/rt_detr_v2/convert_rt_detr_v2_weights_to_hf.py/0 | {
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# coding=utf-8
# Copyright 2022 NVIDIA 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
#
# U... | transformers/src/transformers/models/segformer/modeling_tf_segformer.py/0 | {
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# 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/siglip/convert_siglip_to_hf.py/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
#
# http://www.apache.org/licenses/... | transformers/src/transformers/models/speech_to_text/modeling_tf_speech_to_text.py/0 | {
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# coding=utf-8
# Copyright 2021 Tel AViv University, AllenAI 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/splinter/tokenization_splinter_fast.py/0 | {
"file_path": "transformers/src/transformers/models/splinter/tokenization_splinter_fast.py",
"repo_id": "transformers",
"token_count": 3461
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# 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/superglue/image_processing_superglue.py/0 | {
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# coding=utf-8
# Copyright 2022 Microsoft 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/L... | transformers/src/transformers/models/swin/modeling_swin.py/0 | {
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# 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/timesformer/convert_timesformer_to_pytorch.py/0 | {
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# coding=utf-8
# Copyright 2023 The Intel AIA Team Authors, 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/lice... | transformers/src/transformers/models/tvp/image_processing_tvp.py/0 | {
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