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transformers/docs/source/en/model_doc/mobilevit.md/0
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transformers/docs/source/en/model_doc/realm.md/0
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transformers/docs/source/en/model_doc/speech_to_text_2.md/0
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transformers/docs/source/en/model_doc/table-transformer.md/0
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transformers/docs/source/en/model_doc/unispeech-sat.md/0
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transformers/docs/source/en/model_doc/vitdet.md/0
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transformers/docs/source/en/model_doc/xlm-prophetnet.md/0
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transformers/docs/source/fr/autoclass_tutorial.md/0
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transformers/docs/source/ko/fast_tokenizers.md/0
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transformers/docs/source/ko/model_doc/bertweet.md/0
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transformers/docs/source/ko/model_doc/vivit.md/0
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transformers/docs/source/ko/perf_train_special.md/0
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transformers/docs/source/ko/serving.md/0
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transformers/docs/source/ko/tasks/object_detection.md/0
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transformers/docs/source/ko/torchscript.md/0
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transformers/docs/source/pt/pipeline_tutorial.md/0
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transformers/docs/source/zh/autoclass_tutorial.md/0
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transformers/docs/source/zh/main_classes/logging.md/0
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transformers/docs/source/zh/tokenizer_summary.md/0
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#!/usr/bin/env python # 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 ...
transformers/examples/flax/language-modeling/run_mlm_flax.py/0
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#!/usr/bin/env python # 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 # # U...
transformers/examples/flax/text-classification/run_flax_glue.py/0
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import argparse import glob import logging import os import time from argparse import Namespace import numpy as np import torch from lightning_base import BaseTransformer, add_generic_args, generic_train from torch.utils.data import DataLoader, TensorDataset from transformers import glue_compute_metrics as compute_me...
transformers/examples/legacy/pytorch-lightning/run_glue.py/0
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#!/usr/bin/env python # Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless...
transformers/examples/legacy/seq2seq/convert_model_to_fp16.py/0
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#!/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...
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# Metrics Monitoring ## Continuous Batching Metrics in Transformers
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from transformers.modeling_utils import AttentionInterface from transformers.models.llama.modeling_llama import LlamaAttention def custom_flex(x, **kwargs): """Dummy function.""" return x ALL_ATTENTION_FUNCTIONS = AttentionInterface() # This indexing statement and associated function should be exported corr...
transformers/examples/modular-transformers/modular_global_indexing.py/0
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#!/usr/bin/env python # 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 # # U...
transformers/examples/pytorch/audio-classification/run_audio_classification.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 applicable law or ...
transformers/examples/pytorch/instance-segmentation/README.md/0
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#!/usr/bin/env python # Copyright The HuggingFace Team 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/licens...
transformers/examples/pytorch/multiple-choice/run_swag.py/0
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410
#!/usr/bin/env python # Copyright 2020 The HuggingFace Team All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless ...
transformers/examples/pytorch/token-classification/run_ner.py/0
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411
#!/usr/bin/env python # 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 ...
transformers/examples/tensorflow/contrastive-image-text/run_clip.py/0
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412
<!--- Copyright 2021 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or ...
transformers/examples/tensorflow/question-answering/README.md/0
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413
# Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/src/transformers/commands/convert.py/0
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414
# Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/src/transformers/data/datasets/glue.py/0
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# 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 law or agreed ...
transformers/src/transformers/feature_extraction_sequence_utils.py/0
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416
# coding=utf-8 # Copyright 2020 The Google AI Language Team Authors, Facebook AI Research authors and The HuggingFace Inc. team. # Copyright (c) 2020, 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 L...
transformers/src/transformers/generation/utils.py/0
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417
# 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/integrations/mxfp4.py/0
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418
#define MAX_THREADS_PER_BLOCK 1024 #define OPTIMAL_THREADS_PER_BLOCK 256 #define WARP_SIZE 32 #define MAX_NUM_BLOCK_X 2147483647 #define MAX_NUM_BLOCK_Y 65535 #define MAX_NUM_BLOCK_Z 65535 #define MAX_SHARED_MEM_PER_BLOCK 48000 #define FULL_MASK 0xffffffff
transformers/src/transformers/kernels/yoso/common_cuda.h/0
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419
# Copyright 2018 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed ...
transformers/src/transformers/modelcard.py/0
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420
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/aimv2/modular_aimv2.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
transformers/src/transformers/models/aimv2/configuration_aimv2.py/0
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421
# coding=utf-8 # Copyright 2023 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/align/processing_align.py/0
{ "file_path": "transformers/src/transformers/models/align/processing_align.py", "repo_id": "transformers", "token_count": 2475 }
422
# coding=utf-8 # Copyright 2023 The Suno AI Authors and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/...
transformers/src/transformers/models/bark/generation_configuration_bark.py/0
{ "file_path": "transformers/src/transformers/models/bark/generation_configuration_bark.py", "repo_id": "transformers", "token_count": 6138 }
423
# 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/src/transformers/models/bert/modeling_tf_bert.py/0
{ "file_path": "transformers/src/transformers/models/bert/modeling_tf_bert.py", "repo_id": "transformers", "token_count": 40645 }
424
# coding=utf-8 # Copyright 2021 The Google Flax Team Authors and The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 ...
transformers/src/transformers/models/big_bird/modeling_flax_big_bird.py/0
{ "file_path": "transformers/src/transformers/models/big_bird/modeling_flax_big_bird.py", "repo_id": "transformers", "token_count": 50909 }
425
# 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/processing_bridgetower.py/0
{ "file_path": "transformers/src/transformers/models/bridgetower/processing_bridgetower.py", "repo_id": "transformers", "token_count": 1327 }
426
# coding=utf-8 # Copyright 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-2.0 # #...
transformers/src/transformers/models/canine/configuration_canine.py/0
{ "file_path": "transformers/src/transformers/models/canine/configuration_canine.py", "repo_id": "transformers", "token_count": 2457 }
427
# coding=utf-8 # Copyright 2021 The OpenAI Team Authors, The Google Flax Team Authors and The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache....
transformers/src/transformers/models/clip/modeling_flax_clip.py/0
{ "file_path": "transformers/src/transformers/models/clip/modeling_flax_clip.py", "repo_id": "transformers", "token_count": 22039 }
428
# coding=utf-8 # Copyright 2023 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/clvp/processing_clvp.py/0
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429
# Copyright 2025 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed ...
transformers/src/transformers/models/colqwen2/configuration_colqwen2.py/0
{ "file_path": "transformers/src/transformers/models/colqwen2/configuration_colqwen2.py", "repo_id": "transformers", "token_count": 1416 }
430
# 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/convbert/modeling_convbert.py/0
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431
# 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_tf_convnextv2.py/0
{ "file_path": "transformers/src/transformers/models/convnextv2/modeling_tf_convnextv2.py", "repo_id": "transformers", "token_count": 11896 }
432
# coding=utf-8 # Copyright 2018 Salesforce and HuggingFace Inc. team. # Copyright (c) 2018, NVIDIA CORPORATION. All rights reserved. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # htt...
transformers/src/transformers/models/ctrl/configuration_ctrl.py/0
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433
# coding=utf-8 # Copyright 2024 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/dab_detr/convert_dab_detr_original_pytorch_checkpoint_to_pytorch.py/0
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434
# coding=utf-8 # Copyright 2020 Microsoft and the HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required...
transformers/src/transformers/models/deberta_v2/tokenization_deberta_v2.py/0
{ "file_path": "transformers/src/transformers/models/deberta_v2/tokenization_deberta_v2.py", "repo_id": "transformers", "token_count": 8852 }
435
# 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/configuration_mctct.py/0
{ "file_path": "transformers/src/transformers/models/deprecated/mctct/configuration_mctct.py", "repo_id": "transformers", "token_count": 3556 }
436
# 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/nezha/modeling_nezha.py/0
{ "file_path": "transformers/src/transformers/models/deprecated/nezha/modeling_nezha.py", "repo_id": "transformers", "token_count": 31557 }
437
# 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_tf_transfo_xl.py/0
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438
# 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/vit_hybrid/configuration_vit_hybrid.py/0
{ "file_path": "transformers/src/transformers/models/deprecated/vit_hybrid/configuration_vit_hybrid.py", "repo_id": "transformers", "token_count": 3271 }
439
# coding=utf-8 # 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 requir...
transformers/src/transformers/models/depth_pro/image_processing_depth_pro.py/0
{ "file_path": "transformers/src/transformers/models/depth_pro/image_processing_depth_pro.py", "repo_id": "transformers", "token_count": 8020 }
440
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/dia/modular_dia.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
transformers/src/transformers/models/dia/modeling_dia.py/0
{ "file_path": "transformers/src/transformers/models/dia/modeling_dia.py", "repo_id": "transformers", "token_count": 18660 }
441
# coding=utf-8 # Copyright 2023 Meta AI and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 ...
transformers/src/transformers/models/dinov2/modeling_dinov2.py/0
{ "file_path": "transformers/src/transformers/models/dinov2/modeling_dinov2.py", "repo_id": "transformers", "token_count": 14207 }
442
# coding=utf-8 # Copyright 2018 The HuggingFace Inc. team, 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...
transformers/src/transformers/models/dpr/tokenization_dpr.py/0
{ "file_path": "transformers/src/transformers/models/dpr/tokenization_dpr.py", "repo_id": "transformers", "token_count": 6457 }
443
# 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/models/efficientloftr/convert_efficientloftr_to_hf.py/0
{ "file_path": "transformers/src/transformers/models/efficientloftr/convert_efficientloftr_to_hf.py", "repo_id": "transformers", "token_count": 5053 }
444
# Copyright (c) 2025 Baidu, Inc. and HuggingFace Inc. team. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless ...
transformers/src/transformers/models/ernie4_5/modular_ernie4_5.py/0
{ "file_path": "transformers/src/transformers/models/ernie4_5/modular_ernie4_5.py", "repo_id": "transformers", "token_count": 2243 }
445
# Copyright 2021 AlQuraishi Laboratory # Copyright 2021 DeepMind Technologies Limited # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not 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/esm/openfold_utils/protein.py/0
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446
import json from argparse import ArgumentParser from pathlib import Path """ This script converts Falcon custom code checkpoints to modern Falcon checkpoints that use code in the Transformers library. After conversion, performance (especially for generation) should improve and the checkpoint can be loaded without nee...
transformers/src/transformers/models/falcon/convert_custom_code_checkpoint.py/0
{ "file_path": "transformers/src/transformers/models/falcon/convert_custom_code_checkpoint.py", "repo_id": "transformers", "token_count": 1171 }
447
# coding=utf-8 # Copyright 2023 The Espnet authors, IMS Toucan 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....
transformers/src/transformers/models/fastspeech2_conformer/modeling_fastspeech2_conformer.py/0
{ "file_path": "transformers/src/transformers/models/fastspeech2_conformer/modeling_fastspeech2_conformer.py", "repo_id": "transformers", "token_count": 29750 }
448
# coding=utf-8 # Copyright 2023 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 requi...
transformers/src/transformers/models/fuyu/modeling_fuyu.py/0
{ "file_path": "transformers/src/transformers/models/fuyu/modeling_fuyu.py", "repo_id": "transformers", "token_count": 7585 }
449
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/gemma3/modular_gemma3.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of ...
transformers/src/transformers/models/gemma3/configuration_gemma3.py/0
{ "file_path": "transformers/src/transformers/models/gemma3/configuration_gemma3.py", "repo_id": "transformers", "token_count": 7245 }
450