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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 applicable law or ... | transformers/docs/source/it/perf_hardware.md/0 | {
"file_path": "transformers/docs/source/it/perf_hardware.md",
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- sections:
- local: index
title: ð€ Transformers
- local: quicktour
title: ã¯ã€ãã¯ãã¢ãŒ
- local: installation
title: ã€ã³ã¹ããŒã«
title: Get started
- sections:
- local: pipeline_tutorial
title: ãã€ãã©ã€ã³ã䜿çšããŠæšè«ãå®è¡ãã
- local: autoclass_tutorial
title: AutoClass ã䜿çšããŠç§»æ€å¯èœãªã³ãŒããäœæãã
- local: preproces... | transformers/docs/source/ja/_toctree.yml/0 | {
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<!--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
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<!--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
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
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<!--Copyright 2022 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
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<!--Copyright 2022 The HuggingFace Team. All rights reserved.
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the License. You may obtain a copy of the License at
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<!--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
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<!--
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 agree... | transformers/docs/source/ja/preprocessing.md/0 | {
"file_path": "transformers/docs/source/ja/preprocessing.md",
"repo_id": "transformers",
"token_count": 12720
} | 335 |
<!--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
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Unless required by applicable law or agreed... | transformers/docs/source/ja/tasks/multiple_choice.md/0 | {
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<!--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
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Unless required by applicable law or agreed... | transformers/docs/source/ja/tf_xla.md/0 | {
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<!--Copyright 2023 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | transformers/docs/source/ko/chat_templating.md/0 | {
"file_path": "transformers/docs/source/ko/chat_templating.md",
"repo_id": "transformers",
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} | 338 |
<!--Copyright (c) Meta Platforms, Inc. and affiliates.
All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
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Unless required by applicable... | transformers/docs/source/ko/main_classes/executorch.md/0 | {
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<!--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
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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
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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
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Unless required by applicable law or agreed... | transformers/docs/source/ko/model_doc/swin.md/0 | {
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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 applicable law or ... | transformers/docs/source/ko/perf_hardware.md/0 | {
"file_path": "transformers/docs/source/ko/perf_hardware.md",
"repo_id": "transformers",
"token_count": 6024
} | 343 |
<!--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 applicable law or agreed... | transformers/docs/source/ko/quantization/bitsandbytes.md/0 | {
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<!--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
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<!--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
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Unless required by applicable law or agreed... | transformers/docs/source/ko/tasks/visual_question_answering.md/0 | {
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- sections:
- local: index
title: ð€ Transformers
- local: quicktour
title: Tour rápido
- local: installation
title: Instalação
title: InÃcio
- sections:
- local: pipeline_tutorial
title: Pipelines para inferência
- local: training
title: Fine-tuning de um modelo pré-treinado
- local: ... | transformers/docs/source/pt/_toctree.yml/0 | {
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- sections:
- local: index
title: ð€ Transformers
- local: quicktour
title: à°€à±à°µà°°à°¿à°€ పరà±à°¯à°à°š
title: à°ªà±à°°à°Ÿà°°à°à°à°¿à°à°à°¡à°Ÿà°šà°¿à°à°¿
| transformers/docs/source/te/_toctree.yml/0 | {
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<!---
Copyright 2020 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or ... | transformers/docs/source/zh/contributing.md/0 | {
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"repo_id": "transformers",
"token_count": 10466
} | 349 |
<!--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 agreed... | transformers/docs/source/zh/philosophy.md/0 | {
"file_path": "transformers/docs/source/zh/philosophy.md",
"repo_id": "transformers",
"token_count": 3241
} | 350 |
#!/usr/bin/env python
# coding=utf-8
# Copyright 2021 The HuggingFace Team All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-... | transformers/examples/flax/vision/run_image_classification.py/0 | {
"file_path": "transformers/examples/flax/vision/run_image_classification.py",
"repo_id": "transformers",
"token_count": 9576
} | 351 |
# 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/legacy/question-answering/run_squad.py/0 | {
"file_path": "transformers/examples/legacy/question-answering/run_squad.py",
"repo_id": "transformers",
"token_count": 14759
} | 352 |
# 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/examples/legacy/seq2seq/old_test_calculate_rouge.py/0 | {
"file_path": "transformers/examples/legacy/seq2seq/old_test_calculate_rouge.py",
"repo_id": "transformers",
"token_count": 1793
} | 353 |
# 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/examples/legacy/seq2seq/seq2seq_trainer.py/0 | {
"file_path": "transformers/examples/legacy/seq2seq/seq2seq_trainer.py",
"repo_id": "transformers",
"token_count": 4874
} | 354 |
# 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/examples/legacy/seq2seq/utils.py/0 | {
"file_path": "transformers/examples/legacy/seq2seq/utils.py",
"repo_id": "transformers",
"token_count": 10920
} | 355 |
#!/bin/bash
# Iterate over each file in the current directory
for file in examples/modular-transformers/modular_*; do
# Check if it's a regular file
if [ -f "$file" ]; then
# Call the Python script with the file name as an argument
python utils/modular_model_converter.py --files_to_parse "$file... | transformers/examples/modular-transformers/convert_examples.sh/0 | {
"file_path": "transformers/examples/modular-transformers/convert_examples.sh",
"repo_id": "transformers",
"token_count": 118
} | 356 |
from transformers.models.clip.modeling_clip import CLIPEncoderLayer
# Check if we can correctly grab dependencies with correct naming from all UPPERCASE old model
class FromUppercaseModelEncoderLayer(CLIPEncoderLayer):
pass
| transformers/examples/modular-transformers/modular_from_uppercase_model.py/0 | {
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"token_count": 62
} | 357 |
#!/usr/bin/env python
# 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/LI... | transformers/examples/pytorch/instance-segmentation/run_instance_segmentation_no_trainer.py/0 | {
"file_path": "transformers/examples/pytorch/instance-segmentation/run_instance_segmentation_no_trainer.py",
"repo_id": "transformers",
"token_count": 12442
} | 358 |
#!/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/semantic-segmentation/run_semantic_segmentation.py/0 | {
"file_path": "transformers/examples/pytorch/semantic-segmentation/run_semantic_segmentation.py",
"repo_id": "transformers",
"token_count": 7226
} | 359 |
<!---
Copyright 2020 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or ... | transformers/examples/pytorch/text-classification/README.md/0 | {
"file_path": "transformers/examples/pytorch/text-classification/README.md",
"repo_id": "transformers",
"token_count": 4154
} | 360 |
<!---
Copyright 2020 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or ... | transformers/examples/pytorch/translation/README.md/0 | {
"file_path": "transformers/examples/pytorch/translation/README.md",
"repo_id": "transformers",
"token_count": 2750
} | 361 |
# Examples
In this folder we showcase some examples to use code models for downstream tasks.
## Complexity prediction
In this task we want to predict the complexity of Java programs in [CodeComplex](https://huggingface.co/datasets/codeparrot/codecomplex) dataset. Using Hugging Face `trainer`, we finetuned [multilingua... | transformers/examples/research_projects/codeparrot/examples/README.md/0 | {
"file_path": "transformers/examples/research_projects/codeparrot/examples/README.md",
"repo_id": "transformers",
"token_count": 1170
} | 362 |
import gym
import numpy as np
import torch
from mujoco_py import GlfwContext
from transformers import DecisionTransformerModel
GlfwContext(offscreen=True) # Create a window to init GLFW.
def get_action(model, states, actions, rewards, returns_to_go, timesteps):
# we don't care about the past rewards in this m... | transformers/examples/research_projects/decision_transformer/run_decision_transformer.py/0 | {
"file_path": "transformers/examples/research_projects/decision_transformer/run_decision_transformer.py",
"repo_id": "transformers",
"token_count": 2763
} | 363 |
# 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/distillation/run_squad_w_distillation.py/0 | {
"file_path": "transformers/examples/research_projects/distillation/run_squad_w_distillation.py",
"repo_id": "transformers",
"token_count": 15430
} | 364 |
from .model import FSNERModel
from .tokenizer_utils import FSNERTokenizerUtils
__all__ = ["FSNERModel", "FSNERTokenizerUtils"]
| transformers/examples/research_projects/fsner/src/fsner/__init__.py/0 | {
"file_path": "transformers/examples/research_projects/fsner/src/fsner/__init__.py",
"repo_id": "transformers",
"token_count": 44
} | 365 |
command:
- python3
- train.py
method: random
parameters:
lr:
values: [4e-5, 3e-5]
warmup_steps:
values: [20000, 15000, 10000, 5000]
weight_decay:
distribution: normal
mu: 1e-2
sigma: 2e-3
metric:
... | transformers/examples/research_projects/jax-projects/big_bird/sweep_flax.yaml/0 | {
"file_path": "transformers/examples/research_projects/jax-projects/big_bird/sweep_flax.yaml",
"repo_id": "transformers",
"token_count": 222
} | 366 |
#!/usr/bin/env python
# coding=utf-8
# 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-... | transformers/examples/research_projects/layoutlmv3/run_funsd_cord.py/0 | {
"file_path": "transformers/examples/research_projects/layoutlmv3/run_funsd_cord.py",
"repo_id": "transformers",
"token_count": 8703
} | 367 |
<!---
Copyright 2020 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or ... | transformers/examples/research_projects/mlm_wwm/README.md/0 | {
"file_path": "transformers/examples/research_projects/mlm_wwm/README.md",
"repo_id": "transformers",
"token_count": 1192
} | 368 |
# 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 a... | transformers/examples/research_projects/movement-pruning/emmental/modules/masked_nn.py/0 | {
"file_path": "transformers/examples/research_projects/movement-pruning/emmental/modules/masked_nn.py",
"repo_id": "transformers",
"token_count": 1917
} | 369 |
import logging
import os
from dataclasses import dataclass, field
from functools import partial
from pathlib import Path
from tempfile import TemporaryDirectory
from typing import List, Optional
import faiss
import torch
from datasets import Features, Sequence, Value, load_dataset
from transformers import DPRContextE... | transformers/examples/research_projects/rag-end2end-retriever/use_own_knowledge_dataset.py/0 | {
"file_path": "transformers/examples/research_projects/rag-end2end-retriever/use_own_knowledge_dataset.py",
"repo_id": "transformers",
"token_count": 2578
} | 370 |
import argparse
import logging
import os
import sys
import tempfile
from pathlib import Path
import lightning_base
import pytest
import pytorch_lightning as pl
import torch
from convert_pl_checkpoint_to_hf import convert_pl_to_hf
from distillation import distill_main
from finetune import SummarizationModule, main
from... | transformers/examples/research_projects/seq2seq-distillation/_test_seq2seq_examples.py/0 | {
"file_path": "transformers/examples/research_projects/seq2seq-distillation/_test_seq2seq_examples.py",
"repo_id": "transformers",
"token_count": 7908
} | 371 |
# coding=utf-8
# Copyright 2022 The Microsoft, The Google 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/lic... | transformers/examples/research_projects/tapex/wikisql_utils.py/0 | {
"file_path": "transformers/examples/research_projects/tapex/wikisql_utils.py",
"repo_id": "transformers",
"token_count": 3098
} | 372 |
from datetime import datetime
import matplotlib.pyplot as plt
import torch
def freeze_module(module):
for param in module.parameters():
param.requires_grad = False
def get_device():
device = "cuda" if torch.cuda.is_available() else "cpu"
if torch.backends.mps.is_available() and torch.backends.m... | transformers/examples/research_projects/vqgan-clip/utils.py/0 | {
"file_path": "transformers/examples/research_projects/vqgan-clip/utils.py",
"repo_id": "transformers",
"token_count": 379
} | 373 |
#!/usr/bin/env python3
import logging
import sys
from dataclasses import dataclass, field
from typing import Any, Dict, List, Optional, Union
import librosa
import torch
from datasets import DatasetDict, load_dataset
from packaging import version
from torch import nn
from transformers import (
HfArgumentParser,
... | transformers/examples/research_projects/wav2vec2/run_pretrain.py/0 | {
"file_path": "transformers/examples/research_projects/wav2vec2/run_pretrain.py",
"repo_id": "transformers",
"token_count": 6513
} | 374 |
#!/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/tensorflow/image-classification/run_image_classification.py/0 | {
"file_path": "transformers/examples/tensorflow/image-classification/run_image_classification.py",
"repo_id": "transformers",
"token_count": 10399
} | 375 |
# 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/hubconf.py/0 | {
"file_path": "transformers/hubconf.py",
"repo_id": "transformers",
"token_count": 3244
} | 376 |
#!/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/scripts/fsmt/gen-card-facebook-wmt19.py/0 | {
"file_path": "transformers/scripts/fsmt/gen-card-facebook-wmt19.py",
"repo_id": "transformers",
"token_count": 2078
} | 377 |
#!/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/evaluate_agent.py/0 | {
"file_path": "transformers/src/transformers/agents/evaluate_agent.py",
"repo_id": "transformers",
"token_count": 6046
} | 378 |
# Copyright 2025 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/chat.py/0 | {
"file_path": "transformers/src/transformers/commands/chat.py",
"repo_id": "transformers",
"token_count": 9559
} | 379 |
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | transformers/src/transformers/feature_extraction_utils.py/0 | {
"file_path": "transformers/src/transformers/feature_extraction_utils.py",
"repo_id": "transformers",
"token_count": 13316
} | 380 |
# 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/hf_argparser.py/0 | {
"file_path": "transformers/src/transformers/hf_argparser.py",
"repo_id": "transformers",
"token_count": 8609
} | 381 |
# coding=utf-8
# Copyright 2025 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/integrations/finegrained_fp8.py/0 | {
"file_path": "transformers/src/transformers/integrations/finegrained_fp8.py",
"repo_id": "transformers",
"token_count": 6901
} | 382 |
import logging
import os
from pathlib import Path
from time import sleep
from typing import Callable, List, Optional, Union
import numpy as np
import tensorflow as tf
from huggingface_hub import Repository, create_repo
from packaging.version import parse
from . import IntervalStrategy, PreTrainedTokenizerBase
from .m... | transformers/src/transformers/keras_callbacks.py/0 | {
"file_path": "transformers/src/transformers/keras_callbacks.py",
"repo_id": "transformers",
"token_count": 8732
} | 383 |
#include <torch/extension.h>
#include <ATen/ATen.h>
#include <vector>
std::vector<at::Tensor> fast_hash_ver1_kernel(
at::Tensor query_mask,
at::Tensor query_vector,
at::Tensor key_mask,
at::Tensor key_vector,
int num_hash_f,
int hash_code_len,
bool use_cuda
);
at::Tensor lsh_cumulation_ver1_kernel(
at... | transformers/src/transformers/kernels/yoso/fast_lsh_cumulation.h/0 | {
"file_path": "transformers/src/transformers/kernels/yoso/fast_lsh_cumulation.h",
"repo_id": "transformers",
"token_count": 639
} | 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/src/transformers/modeling_outputs.py/0 | {
"file_path": "transformers/src/transformers/modeling_outputs.py",
"repo_id": "transformers",
"token_count": 40604
} | 385 |
# 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/align/configuration_align.py/0 | {
"file_path": "transformers/src/transformers/models/align/configuration_align.py",
"repo_id": "transformers",
"token_count": 6155
} | 386 |
# coding=utf-8
# Copyright 2022 Google 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.... | transformers/src/transformers/models/audio_spectrogram_transformer/configuration_audio_spectrogram_transformer.py/0 | {
"file_path": "transformers/src/transformers/models/audio_spectrogram_transformer/configuration_audio_spectrogram_transformer.py",
"repo_id": "transformers",
"token_count": 2151
} | 387 |
# coding=utf-8
# Copyright (c) 2021 THUML @ Tsinghua University
# Copyright 2023 Amazon.com, Inc. or its affiliates. All Rights Reserved.
# 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 ... | transformers/src/transformers/models/autoformer/modeling_autoformer.py/0 | {
"file_path": "transformers/src/transformers/models/autoformer/modeling_autoformer.py",
"repo_id": "transformers",
"token_count": 45394
} | 388 |
# coding=utf-8
# Copyright 2021 The Facebook Inc. and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | transformers/src/transformers/models/blenderbot/tokenization_blenderbot_fast.py/0 | {
"file_path": "transformers/src/transformers/models/blenderbot/tokenization_blenderbot_fast.py",
"repo_id": "transformers",
"token_count": 4905
} | 389 |
# coding=utf-8
# Copyright 2023 The Salesforce Team Authors and The HuggingFace Team. All rights reserved.
#
# Licensed under the BSD-3-clause license (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# https://opensource.org/licenses/BSD... | transformers/src/transformers/models/blip/modeling_tf_blip_text.py/0 | {
"file_path": "transformers/src/transformers/models/blip/modeling_tf_blip_text.py",
"repo_id": "transformers",
"token_count": 21912
} | 390 |
# coding=utf-8
# Copyright 2023 The Intel Labs Team Authors, The Microsoft Research 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 a... | transformers/src/transformers/models/bridgetower/modeling_bridgetower.py/0 | {
"file_path": "transformers/src/transformers/models/bridgetower/modeling_bridgetower.py",
"repo_id": "transformers",
"token_count": 38861
} | 391 |
# coding=utf-8
# Copyright 2022 The OFA-Sys Team Authors and The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/... | transformers/src/transformers/models/chinese_clip/modeling_chinese_clip.py/0 | {
"file_path": "transformers/src/transformers/models/chinese_clip/modeling_chinese_clip.py",
"repo_id": "transformers",
"token_count": 32180
} | 392 |
# coding=utf-8
# Copyright 2021 The OpenAI Team Authors and The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/L... | transformers/src/transformers/models/clip/modeling_tf_clip.py/0 | {
"file_path": "transformers/src/transformers/models/clip/modeling_tf_clip.py",
"repo_id": "transformers",
"token_count": 25949
} | 393 |
# ðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðš
# This file was automatically generated from src/transformers/models/cohere2/modular_cohere2.py.
# Do NOT edit this file manually as any edits will be overwritten by the generation o... | transformers/src/transformers/models/cohere2/modeling_cohere2.py/0 | {
"file_path": "transformers/src/transformers/models/cohere2/modeling_cohere2.py",
"repo_id": "transformers",
"token_count": 20479
} | 394 |
# 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/convbert/convert_convbert_original_tf1_checkpoint_to_pytorch_and_tf2.py/0 | {
"file_path": "transformers/src/transformers/models/convbert/convert_convbert_original_tf1_checkpoint_to_pytorch_and_tf2.py",
"repo_id": "transformers",
"token_count": 749
} | 395 |
# coding=utf-8
# Copyright 2023 Meta Platforms, Inc. and The HuggingFace Inc. team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses... | transformers/src/transformers/models/convnextv2/modeling_convnextv2.py/0 | {
"file_path": "transformers/src/transformers/models/convnextv2/modeling_convnextv2.py",
"repo_id": "transformers",
"token_count": 9828
} | 396 |
# 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/cvt/convert_cvt_original_pytorch_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/cvt/convert_cvt_original_pytorch_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 6353
} | 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/data2vec/convert_data2vec_audio_original_pytorch_checkpoint_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/data2vec/convert_data2vec_audio_original_pytorch_checkpoint_to_pytorch.py",
"repo_id": "transformers",
"token_count": 4733
} | 398 |
# coding=utf-8
# Copyright 2022 SenseTime 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/deformable_detr/modeling_deformable_detr.py/0 | {
"file_path": "transformers/src/transformers/models/deformable_detr/modeling_deformable_detr.py",
"repo_id": "transformers",
"token_count": 43397
} | 399 |
# 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/deprecated/deta/convert_deta_swin_to_pytorch.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/deta/convert_deta_swin_to_pytorch.py",
"repo_id": "transformers",
"token_count": 8227
} | 400 |
# coding=utf-8
# Copyright 2023 Toshiyuki Sakamoto(tanreinama) 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
#
... | transformers/src/transformers/models/deprecated/gptsan_japanese/modeling_gptsan_japanese.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/gptsan_japanese/modeling_gptsan_japanese.py",
"repo_id": "transformers",
"token_count": 28144
} | 401 |
# 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/deprecated/mctct/processing_mctct.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/mctct/processing_mctct.py",
"repo_id": "transformers",
"token_count": 2273
} | 402 |
# coding=utf-8
# Copyright 2023 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/deprecated/open_llama/modeling_open_llama.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/open_llama/modeling_open_llama.py",
"repo_id": "transformers",
"token_count": 18975
} | 403 |
# 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/deprecated/speech_to_text_2/configuration_speech_to_text_2.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/speech_to_text_2/configuration_speech_to_text_2.py",
"repo_id": "transformers",
"token_count": 2274
} | 404 |
# 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/deprecated/transfo_xl/modeling_transfo_xl_utilities.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/transfo_xl/modeling_transfo_xl_utilities.py",
"repo_id": "transformers",
"token_count": 5686
} | 405 |
# coding=utf-8
# Copyright 2022 Google AI, Ross Wightman, 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/license... | transformers/src/transformers/models/deprecated/vit_hybrid/modeling_vit_hybrid.py/0 | {
"file_path": "transformers/src/transformers/models/deprecated/vit_hybrid/modeling_vit_hybrid.py",
"repo_id": "transformers",
"token_count": 13673
} | 406 |
# coding=utf-8
# Copyright 2023 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/encodec/configuration_encodec.py/0 | {
"file_path": "transformers/src/transformers/models/encodec/configuration_encodec.py",
"repo_id": "transformers",
"token_count": 3319
} | 407 |
# 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/modeling_esmfold.py/0 | {
"file_path": "transformers/src/transformers/models/esm/modeling_esmfold.py",
"repo_id": "transformers",
"token_count": 42486
} | 408 |
# coding=utf-8
# Copyright 2022 Meta Platforms authors and The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LI... | transformers/src/transformers/models/flava/configuration_flava.py/0 | {
"file_path": "transformers/src/transformers/models/flava/configuration_flava.py",
"repo_id": "transformers",
"token_count": 13784
} | 409 |
# coding=utf-8
# Copyright 2023 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/focalnet/modeling_focalnet.py/0 | {
"file_path": "transformers/src/transformers/models/focalnet/modeling_focalnet.py",
"repo_id": "transformers",
"token_count": 18411
} | 410 |
# 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/fuyu/image_processing_fuyu.py/0 | {
"file_path": "transformers/src/transformers/models/fuyu/image_processing_fuyu.py",
"repo_id": "transformers",
"token_count": 15075
} | 411 |
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": 1589
} | 412 |
# 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/modeling_gpt_neox_japanese.py/0 | {
"file_path": "transformers/src/transformers/models/gpt_neox_japanese/modeling_gpt_neox_japanese.py",
"repo_id": "transformers",
"token_count": 17653
} | 413 |
# coding=utf-8
# Copyright 2024 IBM 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/granitemoe/modeling_granitemoe.py/0 | {
"file_path": "transformers/src/transformers/models/granitemoe/modeling_granitemoe.py",
"repo_id": "transformers",
"token_count": 27369
} | 414 |
# 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": 31981
} | 415 |
from typing import Optional, Union
import torch
import torch.nn as nn
from torch.nn import BCEWithLogitsLoss, CrossEntropyLoss, MSELoss
from transformers.models.ijepa.configuration_ijepa import IJepaConfig
from ...modeling_outputs import ImageClassifierOutput
from ...modeling_utils import PreTrainedModel
from ...uti... | transformers/src/transformers/models/ijepa/modular_ijepa.py/0 | {
"file_path": "transformers/src/transformers/models/ijepa/modular_ijepa.py",
"repo_id": "transformers",
"token_count": 4394
} | 416 |
# ðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðšðš
# This file was automatically generated from src/transformers/models/instructblipvideo/modular_instructblipvideo.py.
# Do NOT edit this file manually as any edits will be overwritten... | transformers/src/transformers/models/instructblipvideo/configuration_instructblipvideo.py/0 | {
"file_path": "transformers/src/transformers/models/instructblipvideo/configuration_instructblipvideo.py",
"repo_id": "transformers",
"token_count": 6268
} | 417 |
# coding=utf-8
# Copyright 2023 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/kosmos2/processing_kosmos2.py/0 | {
"file_path": "transformers/src/transformers/models/kosmos2/processing_kosmos2.py",
"repo_id": "transformers",
"token_count": 14204
} | 418 |
# 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/layoutlmv3/configuration_layoutlmv3.py/0 | {
"file_path": "transformers/src/transformers/models/layoutlmv3/configuration_layoutlmv3.py",
"repo_id": "transformers",
"token_count": 5439
} | 419 |
# 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/tokenization_llama.py/0 | {
"file_path": "transformers/src/transformers/models/llama/tokenization_llama.py",
"repo_id": "transformers",
"token_count": 7912
} | 420 |
# coding=utf-8
# Copyright Studio-Ouisa 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/luke/tokenization_luke.py/0 | {
"file_path": "transformers/src/transformers/models/luke/tokenization_luke.py",
"repo_id": "transformers",
"token_count": 38810
} | 421 |
# 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/modeling_mamba.py/0 | {
"file_path": "transformers/src/transformers/models/mamba/modeling_mamba.py",
"repo_id": "transformers",
"token_count": 16830
} | 422 |
# coding=utf-8
# Copyright 2022 Microsoft Research Asia 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/markuplm/modeling_markuplm.py/0 | {
"file_path": "transformers/src/transformers/models/markuplm/modeling_markuplm.py",
"repo_id": "transformers",
"token_count": 24595
} | 423 |
####################################################################################################
# Copyright (c) 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... | transformers/src/transformers/models/megatron_bert/convert_megatron_bert_checkpoint.py/0 | {
"file_path": "transformers/src/transformers/models/megatron_bert/convert_megatron_bert_checkpoint.py",
"repo_id": "transformers",
"token_count": 5187
} | 424 |
# Copyright 2023 Mistral 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
#
# Unless r... | transformers/src/transformers/models/mistral/convert_mistral_weights_to_hf.py/0 | {
"file_path": "transformers/src/transformers/models/mistral/convert_mistral_weights_to_hf.py",
"repo_id": "transformers",
"token_count": 4730
} | 425 |
# coding=utf-8
# Copyright 2023 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/mobilevitv2/modeling_mobilevitv2.py/0 | {
"file_path": "transformers/src/transformers/models/mobilevitv2/modeling_mobilevitv2.py",
"repo_id": "transformers",
"token_count": 17325
} | 426 |
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