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# coding=utf-8 # Copyright 2022 Facebook AI and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-...
transformers/src/transformers/models/vit_mae/modeling_vit_mae.py/0
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338
# coding=utf-8 # Copyright 2023 The Kakao Enterprise Authors and the HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/...
transformers/src/transformers/models/vits/modeling_vits.py/0
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339
# coding=utf-8 # Copyright 2021 The Facebook Inc. and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LI...
transformers/src/transformers/models/wav2vec2/tokenization_wav2vec2.py/0
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340
# coding=utf-8 # Copyright 2021 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/wavlm/convert_wavlm_original_pytorch_checkpoint_to_pytorch.py/0
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341
# coding=utf-8 # Copyright 2022 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/x_clip/configuration_x_clip.py/0
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342
# Copyright 2023 The HuggingFace Team. All rights reserved. import datetime import platform import subprocess from typing import Optional, Tuple, Union import numpy as np def ffmpeg_read(bpayload: bytes, sampling_rate: int) -> np.array: """ Helper function to read an audio file through ffmpeg. """ ar...
transformers/src/transformers/pipelines/audio_utils.py/0
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343
import inspect import types import warnings from collections.abc import Iterable from typing import TYPE_CHECKING, Dict, List, Optional, Tuple, Union import numpy as np from ..data import SquadExample, SquadFeatures, squad_convert_examples_to_features from ..modelcard import ModelCard from ..tokenization_utils import...
transformers/src/transformers/pipelines/question_answering.py/0
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344
# Copyright 2024 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by appl...
transformers/src/transformers/quantizers/auto.py/0
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345
# coding=utf-8 # Copyright 2020 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/tokenization_utils.py/0
{ "file_path": "transformers/src/transformers/tokenization_utils.py", "repo_id": "transformers", "token_count": 20391 }
346
#!/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/tools/text_question_answering.py/0
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347
# 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/utils/doc.py/0
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348
# 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/utils/generic.py/0
{ "file_path": "transformers/src/transformers/utils/generic.py", "repo_id": "transformers", "token_count": 10103 }
349
{ "example_name": "text classification", "directory_name": "{{cookiecutter.example_name|lower|replace(' ', '-')}}", "example_shortcut": "{{cookiecutter.directory_name}}", "model_class": "AutoModel", "authors": "The HuggingFace Team", "can_train_from_scratch": ["True", "False"], "with_trainer": ["True", "F...
transformers/templates/adding_a_new_example_script/cookiecutter.json/0
{ "file_path": "transformers/templates/adding_a_new_example_script/cookiecutter.json", "repo_id": "transformers", "token_count": 115 }
350
<!--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 agreed...
transformers/templates/adding_a_new_model/cookiecutter-template-{{cookiecutter.modelname}}/{{cookiecutter.lowercase_modelname}}.md/0
{ "file_path": "transformers/templates/adding_a_new_model/cookiecutter-template-{{cookiecutter.modelname}}/{{cookiecutter.lowercase_modelname}}.md", "repo_id": "transformers", "token_count": 2170 }
351
# 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/tests/models/auto/test_feature_extraction_auto.py/0
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352
# 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/tests/models/bart/test_modeling_tf_bart.py/0
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353
# 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/tests/models/blip/test_modeling_tf_blip.py/0
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354
# coding=utf-8 # Copyright 2020 Huggingface # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed ...
transformers/tests/models/dpr/test_tokenization_dpr.py/0
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355
# 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 requir...
transformers/tests/models/electra/test_modeling_tf_electra.py/0
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356
# 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/tests/models/esm/test_modeling_esmfold.py/0
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357
# 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/tests/models/gemma/test_modeling_flax_gemma.py/0
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358
# 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/tests/models/gpt_bigcode/test_modeling_gpt_bigcode.py/0
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359
# 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/tests/models/gptsan_japanese/test_modeling_gptsan_japanese.py/0
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360
# 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/tests/models/idefics/test_modeling_idefics.py/0
{ "file_path": "transformers/tests/models/idefics/test_modeling_idefics.py", "repo_id": "transformers", "token_count": 12287 }
361
# 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/tests/models/llava/test_modeling_llava.py/0
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362
# 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 requir...
transformers/tests/models/lxmert/test_modeling_tf_lxmert.py/0
{ "file_path": "transformers/tests/models/lxmert/test_modeling_tf_lxmert.py", "repo_id": "transformers", "token_count": 10963 }
363
# 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/tests/models/mega/test_modeling_mega.py/0
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364
# coding=utf-8 # Copyright 2024 HuggingFace Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or ag...
transformers/tests/models/musicgen_melody/test_feature_extraction_musicgen_melody.py/0
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365
# 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/tests/models/pegasus_x/test_modeling_pegasus_x.py/0
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366
# Copyright 2022 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/tests/models/plbart/test_tokenization_plbart.py/0
{ "file_path": "transformers/tests/models/plbart/test_tokenization_plbart.py", "repo_id": "transformers", "token_count": 6897 }
367
# 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/tests/models/pvt_v2/test_modeling_pvt_v2.py/0
{ "file_path": "transformers/tests/models/pvt_v2/test_modeling_pvt_v2.py", "repo_id": "transformers", "token_count": 7479 }
368
# coding=utf-8 # Copyright 2020 Huggingface # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed ...
transformers/tests/models/reformer/test_modeling_reformer.py/0
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369
# 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/tests/models/rwkv/test_modeling_rwkv.py/0
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370
# 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/tests/models/speech_to_text/test_modeling_speech_to_text.py/0
{ "file_path": "transformers/tests/models/speech_to_text/test_modeling_speech_to_text.py", "repo_id": "transformers", "token_count": 16001 }
371
# coding=utf-8 # Copyright 2020 The SqueezeBert 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 # # U...
transformers/tests/models/squeezebert/test_tokenization_squeezebert.py/0
{ "file_path": "transformers/tests/models/squeezebert/test_tokenization_squeezebert.py", "repo_id": "transformers", "token_count": 669 }
372
# 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/tests/models/time_series_transformer/test_modeling_time_series_transformer.py/0
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373
# 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/tests/models/udop/test_modeling_udop.py/0
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374
# 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/tests/models/videomae/test_modeling_videomae.py/0
{ "file_path": "transformers/tests/models/videomae/test_modeling_videomae.py", "repo_id": "transformers", "token_count": 7450 }
375
# 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/tests/models/visual_bert/test_modeling_visual_bert.py/0
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376
# coding=utf-8 # Copyright 2023 HuggingFace Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or ag...
transformers/tests/models/vitmatte/test_image_processing_vitmatte.py/0
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377
# coding=utf-8 # Copyright 2024 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/tests/models/wav2vec2_bert/test_modeling_wav2vec2_bert.py/0
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378
# 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-2.0 # # Unless requir...
transformers/tests/models/xlm_roberta/test_modeling_flax_xlm_roberta.py/0
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379
# 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/tests/models/yoso/test_modeling_yoso.py/0
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380
# Copyright 2021 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/tests/pipelines/test_pipelines_image_segmentation.py/0
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381
# Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/tests/pipelines/test_pipelines_zero_shot.py/0
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382
# Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/tests/repo_utils/test_check_copies.py/0
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383
import json import os import subprocess import unittest from ast import literal_eval import pytest from parameterized import parameterized_class from . import is_sagemaker_available if is_sagemaker_available(): from sagemaker import Session, TrainingJobAnalytics from sagemaker.huggingface import HuggingFace...
transformers/tests/sagemaker/test_single_node_gpu.py/0
{ "file_path": "transformers/tests/sagemaker/test_single_node_gpu.py", "repo_id": "transformers", "token_count": 1592 }
384
# 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/tests/test_pipeline_mixin.py/0
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385
# coding=utf-8 # Copyright 2020 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 applicable law...
transformers/tests/utils/test_model_output.py/0
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386
# 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/utils/check_model_tester.py/0
{ "file_path": "transformers/utils/check_model_tester.py", "repo_id": "transformers", "token_count": 1240 }
387
from transformers import BertTokenizer class CustomTokenizer(BertTokenizer): pass
transformers/utils/test_module/custom_tokenization.py/0
{ "file_path": "transformers/utils/test_module/custom_tokenization.py", "repo_id": "transformers", "token_count": 25 }
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.PHONY: test precommit benchmark_core benchmark_aux common_tests slow_tests test_examples tests_gpu check_dirs := examples tests trl ACCELERATE_CONFIG_PATH = `pwd`/examples/accelerate_configs COMMAND_FILES_PATH = `pwd`/commands dev: [ -L "$(pwd)/trl/commands/scripts" ] && unlink "$(pwd)/trl/commands/scripts" || tr...
trl/Makefile/0
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#!/bin/bash # This script runs an SFT example end-to-end on a tiny model using different possible configurations # but defaults to QLoRA + PEFT OUTPUT_DIR="test_sft/" MODEL_NAME="HuggingFaceM4/tiny-random-LlamaForCausalLM" DATASET_NAME="imdb" MAX_STEPS=5 BATCH_SIZE=2 SEQ_LEN=128 # Handle extra arguments in case one p...
trl/commands/run_sft.sh/0
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# Learning Tools (Experimental 🧪) Using Large Language Models (LLMs) with tools has been a popular topic recently with awesome works such as [ToolFormer](https://arxiv.org/abs/2302.04761) and [ToolBench](https://arxiv.org/pdf/2305.16504.pdf). In TRL, we provide a simple example of how to teach LLM to use tools with r...
trl/docs/source/learning_tools.mdx/0
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compute_environment: LOCAL_MACHINE debug: false deepspeed_config: deepspeed_multinode_launcher: standard gradient_accumulation_steps: 1 zero3_init_flag: false zero_stage: 1 distributed_type: DEEPSPEED downcast_bf16: 'no' machine_rank: 0 main_training_function: main mixed_precision: 'bf16' num_machines: 1 num_pr...
trl/examples/accelerate_configs/deepspeed_zero1.yaml/0
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from dataclasses import dataclass, field from typing import Any, Dict, List, Optional, Union import evaluate import numpy as np import torch import torch.nn as nn from datasets import load_dataset from peft import LoraConfig, TaskType, get_peft_model from transformers import ( AutoModelForSequenceClassification, ...
trl/examples/research_projects/stack_llama/scripts/reward_modeling.py/0
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# flake8: noqa # 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...
trl/examples/scripts/dpo.py/0
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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...
trl/tests/slow/test_sft_slow.py/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 applicabl...
trl/tests/test_ppo_trainer.py/0
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# flake8: noqa # 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 requi...
trl/trl/models/__init__.py/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 applicabl...
trl/trl/trainer/ppo_trainer.py/0
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# Minimal makefile for Sphinx documentation # # You can set these variables from the command line. SPHINXOPTS = SPHINXBUILD = sphinx-build SOURCEDIR = source BUILDDIR = _build # Put it first so that "make" without argument is like "make help". help: @$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" ...
accelerate/docs/Makefile/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 agreed...
accelerate/docs/source/concept_guides/performance.md/0
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<!--Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed...
accelerate/docs/source/package_reference/torch_wrappers.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 agreed...
accelerate/docs/source/usage_guides/mps.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 applicabl...
accelerate/src/accelerate/checkpointing.py/0
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# Copyright 2022 The HuggingFace Team and Brian Chao. 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...
accelerate/src/accelerate/commands/menu/helpers.py/0
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# Copyright 2021 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
accelerate/src/accelerate/state.py/0
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# Copyright 2021 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
accelerate/src/accelerate/test_utils/testing.py/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 applicabl...
accelerate/src/accelerate/utils/operations.py/0
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compute_environment: LOCAL_MACHINE deepspeed_config: {} distributed_type: 'NO' downcast_bf16: 'no' fsdp_config: {} machine_rank: 0 main_process_ip: null main_process_port: null main_training_function: main mixed_precision: 'no' num_machines: 1 num_processes: 1 use_cpu: false
accelerate/tests/test_configs/0_12_0.yaml/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 applicabl...
accelerate/tests/test_optimizer.py/0
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<p align="center"> <img src="https://raw.githubusercontent.com/huggingface/alignment-handbook/main/assets/handbook.png"> </p> <p align="center"> 🤗 <a href="https://huggingface.co/collections/alignment-handbook/handbook-v01-models-and-datasets-654e424d22e6880da5ebc015" target="_blank">Models & Datasets</a> | 📃 ...
alignment-handbook/README.md/0
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# Model arguments model_name_or_path: teknium/OpenHermes-2.5-Mistral-7B torch_dtype: null # Data training arguments dataset_mixer: HuggingFaceH4/orca_dpo_pairs: 1.0 dataset_splits: - train_prefs - test_prefs preprocessing_num_workers: 12 # Training arguments with sensible defaults bf16: true beta: 0.01 loss_type: s...
alignment-handbook/recipes/pref_align_scan/dpo/config_openhermes.yaml/0
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#!/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/LI...
alignment-handbook/scripts/run_dpo.py/0
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# 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...
alignment-handbook/tests/test_model_utils.py/0
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# Introduction {{#include ../../README.md:features}} This book will introduce step by step how to use `candle`.
candle/candle-book/src/README.md/0
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# Porting a custom kernel
candle/candle-book/src/inference/cuda/porting.md/0
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use crate::benchmarks::{BenchDevice, BenchDeviceHandler}; use candle_core::{DType, Device, Tensor}; use criterion::{black_box, criterion_group, Criterion, Throughput}; use std::time::Instant; fn run(a: &Tensor, b: &Tensor) { a.matmul(&b.t().unwrap()).unwrap(); } fn run_bench(c: &mut Criterion, device: &Device) { ...
candle/candle-core/benches/benchmarks/matmul.rs/0
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pub mod erf; pub mod kernels; trait Cpu<const ARR: usize> { type Unit; type Array; const STEP: usize; const EPR: usize; fn n() -> usize; unsafe fn zero() -> Self::Unit; unsafe fn zero_array() -> Self::Array; unsafe fn load(mem_addr: *const f32) -> Self::Unit; unsafe fn vec_add(a: S...
candle/candle-core/src/cpu/mod.rs/0
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#![allow(dead_code)] use libc::{c_char, c_double, c_float, c_int}; mod ffi { use super::*; extern "C" { pub fn vsTanh(n: c_int, a: *const c_float, y: *mut c_float); pub fn vdTanh(n: c_int, a: *const c_double, y: *mut c_double); pub fn vsExp(n: c_int, a: *const c_float, y: *mut c_float);...
candle/candle-core/src/mkl.rs/0
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use crate::{DType, Device, Error, Result, Tensor, WithDType}; use safetensors::tensor as st; use safetensors::tensor::SafeTensors; use std::borrow::Cow; use std::collections::HashMap; use std::path::Path; impl From<DType> for st::Dtype { fn from(value: DType) -> Self { match value { DType::U8 =...
candle/candle-core/src/safetensors.rs/0
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use candle::{test_device, Device, IndexOp, Result, Tensor}; use candle_core as candle; fn contiguous(device: &Device) -> Result<()> { let tensor = Tensor::arange(0u32, 24u32, device)?.reshape((2, 3, 4))?; assert_eq!( tensor.to_vec3::<u32>()?, &[ [[0, 1, 2, 3], [4, 5, 6, 7], [8, 9, 1...
candle/candle-core/tests/layout_tests.rs/0
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//! Datasets & Dataloaders for Candle pub mod batcher; pub mod hub; pub mod nlp; pub mod vision; pub use batcher::Batcher;
candle/candle-datasets/src/lib.rs/0
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#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use clap::Parser; use candle::{DType, IndexOp, D}; use candle_nn::{Module, VarBuilder}; use candle_transformers::models::convmixer; #[derive(Parser)] struct Args { #[arg(long)] model: Option<Strin...
candle/candle-examples/examples/convmixer/main.rs/0
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# candle-mamba: Mamba implementation Candle implementation of *Mamba* [1] inference only. Mamba is an alternative to the transformer architecture. It leverages State Space Models (SSMs) with the goal of being computationally efficient on long sequences. The implementation is based on [mamba.rs](https://github.com/Laur...
candle/candle-examples/examples/mamba/README.md/0
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## Using ONNX models in Candle This example demonstrates how to run [ONNX](https://github.com/onnx/onnx) based models in Candle. It contains small variants of two models, [SqueezeNet](https://arxiv.org/pdf/1602.07360.pdf) (default) and [EfficientNet](https://arxiv.org/pdf/1905.11946.pdf). You can run the examples wi...
candle/candle-examples/examples/onnx/README.md/0
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#![allow(unused)] #[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use candle::Result; use clap::{Parser, Subcommand}; mod gym_env; mod vec_gym_env; mod ddpg; mod dqn; mod policy_gradient; #[derive(Parser)] struct Args { #[command(subcommand)] ...
candle/candle-examples/examples/reinforcement-learning/main.rs/0
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# candle-trocr `TrOCR` is a transformer OCR Model. In this example it is used to transcribe image text. See the associated [model card](https://huggingface.co/microsoft/trocr-base-printed) for details on the model itself. Supported models include: - `--which base`: small handwritten OCR model. - `--which large`: lar...
candle/candle-examples/examples/trocr/readme.md/0
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#[cfg(feature = "accelerate")] extern crate accelerate_src; #[cfg(feature = "mkl")] extern crate intel_mkl_src; use candle_transformers::models::stable_diffusion; use candle_transformers::models::wuerstchen; use anyhow::{Error as E, Result}; use candle::{DType, Device, IndexOp, Tensor}; use clap::Parser; use tokeniz...
candle/candle-examples/examples/wuerstchen/main.rs/0
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use candle::{Device, Result, Tensor}; /// Loads an image from disk using the image crate, this returns a tensor with shape /// (3, 224, 224). imagenet normalization is applied. pub fn load_image224<P: AsRef<std::path::Path>>(p: P) -> Result<Tensor> { let img = image::io::Reader::open(p)? .decode() ...
candle/candle-examples/src/imagenet.rs/0
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/****************************************************************************** * Copyright (c) 2023, Tri Dao. ******************************************************************************/ #pragma once #include <cmath> #include <cute/tensor.hpp> #include <cutlass/numeric_types.h> #include "philox.cuh" #include...
candle/candle-flash-attn/kernels/softmax.h/0
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#include<stdint.h> #include "cuda_fp16.h" template<typename T> __device__ void fill_with(T *buf, T value, const size_t numel) { for (unsigned int i = blockIdx.x * blockDim.x + threadIdx.x; i < numel; i += blockDim.x * gridDim.x) { buf[i] = value; } } extern "C" __global__ void fill_u8(uint8_t *buf, uin...
candle/candle-kernels/src/fill.cu/0
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#include <metal_stdlib> using namespace metal; #define MAX(x, y) ((x) > (y) ? (x) : (y)) #define MIN(x, y) ((x) < (y) ? (x) : (y)) #define SWAP(x, y) { auto tmp = (x); (x) = (y); (y) = tmp; } #define QK4_0 32 #define QR4_0 2 typedef struct { half d; // delta uint8_t qs[QK4_0 / 2]; // nibbles /...
candle/candle-metal-kernels/src/quantized.metal/0
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//! Convolution Layers. use crate::BatchNorm; use candle::{Result, Tensor}; #[derive(Debug, Clone, Copy, PartialEq, Eq)] pub struct Conv1dConfig { pub padding: usize, pub stride: usize, pub dilation: usize, pub groups: usize, } impl Default for Conv1dConfig { fn default() -> Self { Self { ...
candle/candle-nn/src/conv.rs/0
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#[cfg(feature = "mkl")] extern crate intel_mkl_src; #[cfg(feature = "accelerate")] extern crate accelerate_src; use anyhow::Result; use candle::{test_utils, DType, Device, Tensor}; use candle_nn::BatchNorm; /* The test below has been generated using the following PyTorch code: import torch torch.manual_seed(19551105...
candle/candle-nn/tests/batch_norm.rs/0
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[package] name = "candle-pyo3" version.workspace = true edition.workspace = true description.workspace = true repository.workspace = true keywords.workspace = true categories.workspace = true license.workspace = true readme = "README.md" [lib] name = "candle" crate-type = ["cdylib"] [dependencies] accelerate-src = { ...
candle/candle-pyo3/Cargo.toml/0
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import candle from candle import Tensor from .module import Module from typing import Union, List, Tuple, Optional, Any _shape_t = Union[int, List[int]] import numbers class LayerNorm(Module): r"""Applies Layer Normalization over a mini-batch of inputs as described in the paper `Layer Normalization <https://...
candle/candle-pyo3/py_src/candle/nn/normalization.py/0
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import candle import torch # convert from candle tensor to torch tensor t = candle.randn((3, 512, 512)) torch_tensor = t.to_torch() print(torch_tensor) print(type(torch_tensor)) # convert from torch tensor to candle tensor t = torch.randn((3, 512, 512)) candle_tensor = candle.Tensor(t) print(candle_tensor) print(type...
candle/candle-pyo3/test_pytorch.py/0
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use crate::models::with_tracing::{linear_b as linear, Linear}; use candle::{DType, Device, IndexOp, Module, Result, Tensor, D}; use candle_nn::VarBuilder; #[derive(Debug, Clone)] pub struct Config { pub num_layers: usize, pub padded_vocab_size: usize, pub hidden_size: usize, pub ffn_hidden_size: usize,...
candle/candle-transformers/src/models/chatglm.rs/0
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