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# Using the `modular_converter` linter `pip install libcst` is a must! # `sh examples/modular-transformers/convert_examples.sh` to get the converted outputs The modular converter is a new `linter` specific to `transformers`. It allows us to unpack inheritance in python to convert a modular file like `modular_gemma.p...
transformers/examples/modular-transformers/README.md/0
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# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from examples/modular-transformers/modular_roberta.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of ...
transformers/examples/modular-transformers/modeling_roberta.py/0
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from typing import Optional, Union import torch from transformers.modeling_outputs import CausalLMOutputWithPast from transformers.models.llama.modeling_llama import LlamaModel from ...cache_utils import Cache # example where we need some deps and some functions class SuperModel(LlamaModel): def forward( ...
transformers/examples/modular-transformers/modular_super.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 applicable law or ...
transformers/examples/pytorch/image-classification/README.md/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/language-modeling/run_clm_no_trainer.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 applicable law or ...
transformers/examples/pytorch/question-answering/README.md/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/speech-pretraining/run_wav2vec2_pretraining_no_trainer.py/0
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# 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 required by appl...
transformers/examples/pytorch/text-classification/run_glue_no_trainer.py/0
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import json from typing import Any import torch from transformers import AutoModelForCausalLM, AutoTokenizer from transformers.quantizers import HfQuantizer, register_quantization_config, register_quantizer from transformers.utils.quantization_config import QuantizationConfigMixin @register_quantization_config("cus...
transformers/examples/quantization/custom_quantization.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...
transformers/src/transformers/commands/add_new_model_like.py/0
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# Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under th...
transformers/src/transformers/data/metrics/__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...
transformers/src/transformers/generation/__init__.py/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 applicabl...
transformers/src/transformers/hf_argparser.py/0
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# 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 # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by...
transformers/src/transformers/integrations/executorch.py/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 applicabl...
transformers/src/transformers/integrations/peft.py/0
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/*! ************************************************************************************************** * Deformable DETR * Copyright (c) 2020 SenseTime. All Rights Reserved. * Licensed under the Apache License, Version 2.0 [see LICENSE for details] ***********************************************************************...
transformers/src/transformers/kernels/deta/ms_deform_attn.h/0
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#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
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# Copyright 2024 The ggml.ai team and The HuggingFace Inc. team. and pygguf author (github.com/99991) # https://github.com/99991/pygguf # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # ...
transformers/src/transformers/modeling_gguf_pytorch_utils.py/0
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# coding=utf-8 # Copyright 2018 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/auto/configuration_auto.py/0
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# 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/bamba/configuration_bamba.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...
transformers/src/transformers/models/bert/convert_bert_token_dropping_original_tf2_checkpoint_to_pytorch.py/0
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# coding=utf-8 # Copyright 2021 Google 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/LICE...
transformers/src/transformers/models/big_bird/tokenization_big_bird.py/0
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# 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/...
transformers/src/transformers/models/blenderbot_small/tokenization_blenderbot_small_fast.py/0
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# coding=utf-8 # Copyright 2022 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/bloom/convert_bloom_original_checkpoint_to_pytorch.py/0
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# 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/bros/convert_bros_to_pytorch.py/0
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# 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/tokenization_canine.py/0
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# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/cohere2_vision/modular_cohere2_vision.py. # Do NOT edit this file manually as any edits will be overwritten by th...
transformers/src/transformers/models/cohere2_vision/image_processing_cohere2_vision_fast.py/0
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# coding=utf-8 # Copyright 2022 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/convnext/convert_convnext_to_pytorch.py/0
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# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/d_fine/modular_d_fine.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of ...
transformers/src/transformers/models/d_fine/configuration_d_fine.py/0
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# coding=utf-8 # Copyright Meta Platforms 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/data2vec/configuration_data2vec_vision.py/0
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# 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/tokenization_deberta_fast.py/0
{ "file_path": "transformers/src/transformers/models/deberta/tokenization_deberta_fast.py", "repo_id": "transformers", "token_count": 3553 }
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import math from typing import Callable, Optional import torch import torch.nn.functional as F from torch import nn from ...activations import ACT2FN from ...cache_utils import Cache from ...modeling_flash_attention_utils import FlashAttentionKwargs from ...modeling_layers import GenericForSequenceClassification, Gen...
transformers/src/transformers/models/deepseek_v3/modular_deepseek_v3.py/0
{ "file_path": "transformers/src/transformers/models/deepseek_v3/modular_deepseek_v3.py", "repo_id": "transformers", "token_count": 7068 }
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# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/deepseek_vl_hybrid/modular_deepseek_vl_hybrid.py. # Do NOT edit this file manually as any edits will be overwritt...
transformers/src/transformers/models/deepseek_vl_hybrid/processing_deepseek_vl_hybrid.py/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 applicabl...
transformers/src/transformers/models/deprecated/__init__.py/0
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# coding=utf-8 # Copyright 2023 Xuan Ouyang, Shuohuan Wang, Chao Pang, Yu Sun, Hao Tian, Hua Wu, Haifeng Wang The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of ...
transformers/src/transformers/models/deprecated/ernie_m/modeling_ernie_m.py/0
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# coding=utf-8 # Copyright 2022 The Open AI Team Authors and The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
transformers/src/transformers/models/deprecated/jukebox/tokenization_jukebox.py/0
{ "file_path": "transformers/src/transformers/models/deprecated/jukebox/tokenization_jukebox.py", "repo_id": "transformers", "token_count": 7118 }
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# coding=utf-8 # Copyright 2019-present, the HuggingFace Inc. team, The Google AI Language Team and Facebook, Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.or...
transformers/src/transformers/models/deprecated/retribert/configuration_retribert.py/0
{ "file_path": "transformers/src/transformers/models/deprecated/retribert/configuration_retribert.py", "repo_id": "transformers", "token_count": 1928 }
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# 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/configuration_transfo_xl.py/0
{ "file_path": "transformers/src/transformers/models/deprecated/transfo_xl/configuration_transfo_xl.py", "repo_id": "transformers", "token_count": 3185 }
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# coding=utf-8 # Copyright 2022 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/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 }
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# 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": 7871 }
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# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # 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
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# 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
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# coding=utf-8 # Copyright 2022 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/donut/image_processing_donut.py/0
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501
# 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/dpt/convert_dinov2_depth_to_hf.py/0
{ "file_path": "transformers/src/transformers/models/dpt/convert_dinov2_depth_to_hf.py", "repo_id": "transformers", "token_count": 7344 }
502
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/emu3/modular_emu3.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
transformers/src/transformers/models/emu3/modeling_emu3.py/0
{ "file_path": "transformers/src/transformers/models/emu3/modeling_emu3.py", "repo_id": "transformers", "token_count": 29690 }
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# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/eomt/modular_eomt.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
transformers/src/transformers/models/eomt/modeling_eomt.py/0
{ "file_path": "transformers/src/transformers/models/eomt/modeling_eomt.py", "repo_id": "transformers", "token_count": 23100 }
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# 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/configuration_esm.py/0
{ "file_path": "transformers/src/transformers/models/esm/configuration_esm.py", "repo_id": "transformers", "token_count": 5954 }
505
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/evolla/modular_evolla.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of ...
transformers/src/transformers/models/evolla/modeling_evolla.py/0
{ "file_path": "transformers/src/transformers/models/evolla/modeling_evolla.py", "repo_id": "transformers", "token_count": 30360 }
506
# 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": 13789 }
507
# coding=utf-8 # Copyright 2025 Microsoft and the HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # #...
transformers/src/transformers/models/florence2/modular_florence2.py/0
{ "file_path": "transformers/src/transformers/models/florence2/modular_florence2.py", "repo_id": "transformers", "token_count": 34984 }
508
# coding=utf-8 # Copyright 2019 The Open AI Team Authors and The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
transformers/src/transformers/models/fsmt/tokenization_fsmt.py/0
{ "file_path": "transformers/src/transformers/models/fsmt/tokenization_fsmt.py", "repo_id": "transformers", "token_count": 8097 }
509
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/gemma/modular_gemma.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
transformers/src/transformers/models/gemma/modeling_gemma.py/0
{ "file_path": "transformers/src/transformers/models/gemma/modeling_gemma.py", "repo_id": "transformers", "token_count": 9411 }
510
# coding=utf-8 # Copyright 2025 Google Inc. 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/gemma3/processing_gemma3.py/0
{ "file_path": "transformers/src/transformers/models/gemma3/processing_gemma3.py", "repo_id": "transformers", "token_count": 3391 }
511
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/glm4v/modular_glm4v.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
transformers/src/transformers/models/glm4v/modeling_glm4v.py/0
{ "file_path": "transformers/src/transformers/models/glm4v/modeling_glm4v.py", "repo_id": "transformers", "token_count": 34789 }
512
# 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/models/got_ocr2/convert_got_ocr2_weights_to_hf.py/0
{ "file_path": "transformers/src/transformers/models/got_ocr2/convert_got_ocr2_weights_to_hf.py", "repo_id": "transformers", "token_count": 4292 }
513
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/gpt_oss/modular_gpt_oss.py. # Do NOT edit this file manually as any edits will be overwritten by the generation o...
transformers/src/transformers/models/gpt_oss/modeling_gpt_oss.py/0
{ "file_path": "transformers/src/transformers/models/gpt_oss/modeling_gpt_oss.py", "repo_id": "transformers", "token_count": 14302 }
514
# coding=utf-8 # Copyright 2025 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/granite_speech/processing_granite_speech.py/0
{ "file_path": "transformers/src/transformers/models/granite_speech/processing_granite_speech.py", "repo_id": "transformers", "token_count": 1564 }
515
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/grounding_dino/modular_grounding_dino.py. # Do NOT edit this file manually as any edits will be overwritten by th...
transformers/src/transformers/models/grounding_dino/image_processing_grounding_dino_fast.py/0
{ "file_path": "transformers/src/transformers/models/grounding_dino/image_processing_grounding_dino_fast.py", "repo_id": "transformers", "token_count": 15012 }
516
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/hgnet_v2/modular_hgnet_v2.py. # Do NOT edit this file manually as any edits will be overwritten by the generation...
transformers/src/transformers/models/hgnet_v2/configuration_hgnet_v2.py/0
{ "file_path": "transformers/src/transformers/models/hgnet_v2/configuration_hgnet_v2.py", "repo_id": "transformers", "token_count": 3572 }
517
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/hunyuan_v1_dense/modular_hunyuan_v1_dense.py. # Do NOT edit this file manually as any edits will be overwritten b...
transformers/src/transformers/models/hunyuan_v1_dense/modeling_hunyuan_v1_dense.py/0
{ "file_path": "transformers/src/transformers/models/hunyuan_v1_dense/modeling_hunyuan_v1_dense.py", "repo_id": "transformers", "token_count": 9818 }
518
# 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/idefics/vision.py/0
{ "file_path": "transformers/src/transformers/models/idefics/vision.py", "repo_id": "transformers", "token_count": 8869 }
519
# coding=utf-8 # Copyright 2024 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/ijepa/configuration_ijepa.py/0
{ "file_path": "transformers/src/transformers/models/ijepa/configuration_ijepa.py", "repo_id": "transformers", "token_count": 1990 }
520
# coding=utf-8 # Copyright 2023 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/instructblip/configuration_instructblip.py/0
{ "file_path": "transformers/src/transformers/models/instructblip/configuration_instructblip.py", "repo_id": "transformers", "token_count": 5800 }
521
# coding=utf-8 # Copyright 2025 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/internvl/modular_internvl.py/0
{ "file_path": "transformers/src/transformers/models/internvl/modular_internvl.py", "repo_id": "transformers", "token_count": 10782 }
522
# coding=utf-8 # Copyright 2024 JetMoe 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/jetmoe/modeling_jetmoe.py/0
{ "file_path": "transformers/src/transformers/models/jetmoe/modeling_jetmoe.py", "repo_id": "transformers", "token_count": 23080 }
523
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/kyutai_speech_to_text/modular_kyutai_speech_to_text.py. # Do NOT edit this file manually as any edits will be ove...
transformers/src/transformers/models/kyutai_speech_to_text/feature_extraction_kyutai_speech_to_text.py/0
{ "file_path": "transformers/src/transformers/models/kyutai_speech_to_text/feature_extraction_kyutai_speech_to_text.py", "repo_id": "transformers", "token_count": 5049 }
524
# coding=utf-8 # Copyright 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/LICENS...
transformers/src/transformers/models/layoutlmv2/tokenization_layoutlmv2.py/0
{ "file_path": "transformers/src/transformers/models/layoutlmv2/tokenization_layoutlmv2.py", "repo_id": "transformers", "token_count": 33046 }
525
# coding=utf-8 # Copyright 2021 Iz Beltagy, Matthew E. Peters, Arman Cohan 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://w...
transformers/src/transformers/models/led/configuration_led.py/0
{ "file_path": "transformers/src/transformers/models/led/configuration_led.py", "repo_id": "transformers", "token_count": 2892 }
526
# 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/models/lfm2_vl/configuration_lfm2_vl.py/0
{ "file_path": "transformers/src/transformers/models/lfm2_vl/configuration_lfm2_vl.py", "repo_id": "transformers", "token_count": 1415 }
527
# Copyright 2022 EleutherAI and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/llama/convert_llama_weights_to_hf.py/0
{ "file_path": "transformers/src/transformers/models/llama/convert_llama_weights_to_hf.py", "repo_id": "transformers", "token_count": 11903 }
528
# 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/llava/processing_llava.py/0
{ "file_path": "transformers/src/transformers/models/llava/processing_llava.py", "repo_id": "transformers", "token_count": 3991 }
529
# coding=utf-8 # Copyright 2020 The Allen Institute for AI team 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...
transformers/src/transformers/models/longformer/modeling_longformer.py/0
{ "file_path": "transformers/src/transformers/models/longformer/modeling_longformer.py", "repo_id": "transformers", "token_count": 43925 }
530
# Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
transformers/src/transformers/models/marian/convert_marian_tatoeba_to_pytorch.py/0
{ "file_path": "transformers/src/transformers/models/marian/convert_marian_tatoeba_to_pytorch.py", "repo_id": "transformers", "token_count": 22861 }
531
# coding=utf-8 # Copyright 2022 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/mask2former/modeling_mask2former.py/0
{ "file_path": "transformers/src/transformers/models/mask2former/modeling_mask2former.py", "repo_id": "transformers", "token_count": 48981 }
532
# coding=utf-8 # Copyright 2021, The Facebook AI Research 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.or...
transformers/src/transformers/models/mbart/modeling_mbart.py/0
{ "file_path": "transformers/src/transformers/models/mbart/modeling_mbart.py", "repo_id": "transformers", "token_count": 38834 }
533
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/metaclip_2/modular_metaclip_2.py. # Do NOT edit this file manually as any edits will be overwritten by the genera...
transformers/src/transformers/models/metaclip_2/modeling_metaclip_2.py/0
{ "file_path": "transformers/src/transformers/models/metaclip_2/modeling_metaclip_2.py", "repo_id": "transformers", "token_count": 23707 }
534
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/ministral/modular_ministral.py. # Do NOT edit this file manually as any edits will be overwritten by the generati...
transformers/src/transformers/models/ministral/configuration_ministral.py/0
{ "file_path": "transformers/src/transformers/models/ministral/configuration_ministral.py", "repo_id": "transformers", "token_count": 3468 }
535
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/mixtral/modular_mixtral.py. # Do NOT edit this file manually as any edits will be overwritten by the generation o...
transformers/src/transformers/models/mixtral/modeling_mixtral.py/0
{ "file_path": "transformers/src/transformers/models/mixtral/modeling_mixtral.py", "repo_id": "transformers", "token_count": 12681 }
536
# 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/models/mobilenet_v1/image_processing_mobilenet_v1_fast.py/0
{ "file_path": "transformers/src/transformers/models/mobilenet_v1/image_processing_mobilenet_v1_fast.py", "repo_id": "transformers", "token_count": 494 }
537
# 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 required by appl...
transformers/src/transformers/models/moonshine/modular_moonshine.py/0
{ "file_path": "transformers/src/transformers/models/moonshine/modular_moonshine.py", "repo_id": "transformers", "token_count": 18608 }
538
# coding=utf-8 # Copyright 2023 University of Wisconsin-Madison 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.o...
transformers/src/transformers/models/mra/modeling_mra.py/0
{ "file_path": "transformers/src/transformers/models/mra/modeling_mra.py", "repo_id": "transformers", "token_count": 24244 }
539
# coding=utf-8 # Copyright 2024 Meta AI and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 ...
transformers/src/transformers/models/musicgen_melody/processing_musicgen_melody.py/0
{ "file_path": "transformers/src/transformers/models/musicgen_melody/processing_musicgen_melody.py", "repo_id": "transformers", "token_count": 2212 }
540
# Copyright 2024 EleutherAI and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/olmo/convert_olmo_weights_to_hf.py/0
{ "file_path": "transformers/src/transformers/models/olmo/convert_olmo_weights_to_hf.py", "repo_id": "transformers", "token_count": 3863 }
541
# Licensed under the Apache License, Version 2.0 (the "License"); # you may 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 to in writing, software # distributed under th...
transformers/src/transformers/models/olmoe/modeling_olmoe.py/0
{ "file_path": "transformers/src/transformers/models/olmoe/modeling_olmoe.py", "repo_id": "transformers", "token_count": 22021 }
542
# coding=utf-8 # Copyright 2018 The OpenAI Team Authors 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...
transformers/src/transformers/models/openai/modeling_openai.py/0
{ "file_path": "transformers/src/transformers/models/openai/modeling_openai.py", "repo_id": "transformers", "token_count": 14608 }
543
# 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/owlv2/configuration_owlv2.py/0
{ "file_path": "transformers/src/transformers/models/owlv2/configuration_owlv2.py", "repo_id": "transformers", "token_count": 4931 }
544
# coding=utf-8 # Copyright 2024 Microsoft Research & University of Wisconsin-Madison and the HuggingFace Inc. team. All rights reserved. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # ...
transformers/src/transformers/models/paligemma/configuration_paligemma.py/0
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# Copyright 2025 Microsoft and the HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless re...
transformers/src/transformers/models/phi4_multimodal/processing_phi4_multimodal.py/0
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# coding=utf-8 # Copyright 2024 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/pixtral/image_processing_pixtral_fast.py/0
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# 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/prophetnet/convert_prophetnet_original_pytorch_checkpoint_to_pytorch.py/0
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from typing import Callable, Optional import torch from packaging import version from torch import nn from ...cache_utils import Cache, DynamicCache from ...integrations import use_kernel_forward_from_hub from ...masking_utils import create_causal_mask, create_sliding_window_causal_mask from ...modeling_flash_attenti...
transformers/src/transformers/models/qwen2/modular_qwen2.py/0
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# coding=utf-8 # Copyright 2024 The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
transformers/src/transformers/models/qwen2_audio/processing_qwen2_audio.py/0
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# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/qwen3_vl/modular_qwen3_vl.py. # Do NOT edit this file manually as any edits will be overwritten by the generation...
transformers/src/transformers/models/qwen3_vl/processing_qwen3_vl.py/0
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# coding=utf-8 # Copyright 2020 The Trax 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 copy of the License at...
transformers/src/transformers/models/reformer/configuration_reformer.py/0
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# coding=utf-8 # Copyright 2022 WeChatAI 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/roc_bert/configuration_roc_bert.py/0
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# coding=utf-8 # Copyright 2024 Baidu Inc and The HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required...
transformers/src/transformers/models/rt_detr/modeling_rt_detr.py/0
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# 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/models/sam/image_processing_sam_fast.py/0
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# 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/models/sam2_video/video_processing_sam2_video.py/0
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# coding=utf-8 # Copyright 2023 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/seamless_m4t_v2/configuration_seamless_m4t_v2.py/0
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# coding=utf-8 # Copyright 2024 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
transformers/src/transformers/models/seggpt/configuration_seggpt.py/0
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