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6
arcee
arcee-ai/model-id
2025-06-24
[ "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v3", "deformable_detr", "diffllama", "dinov2_with_registers", "dpt", "emu3", "ernie", "falcon_h1"...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/arcee/modular_arcee.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# Copyright 2025 Arcee AI and the HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless req...
[ "llama", "nemotron" ]
aria
rhymes-ai/Aria
2024-12-06
[ "biogpt", "camembert", "cohere", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "dpt", "ernie", "falcon_mamba", "gemma", "gemma2", "glm", "gpt_neox", "granite", "granitemoe", "hubert", "ijepa", "informer", "instructblipvideo", "jamba", "jetmoe", "layoutxlm", ...
# Copyright (c) Meta Platforms, Inc. and affiliates. # All rights reserved. # This source code is licensed under the license found in the # LICENSE file in the root directory of this source tree. import math from dataclasses import dataclass from functools import reduce from math import gcd from typing import Optional...
https://github.com/rhymes-ai/Aria/blob/9b25fecb02553a24832c26617d4e034517f71260/gptfast/model.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/aria/modular_aria.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# Copyright 2024 The Rhymes-AI Teams 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/LICENSE...
[ "llama", "llava" ]
bert_generation
google/bert_for_seq_generation_L-24_bbc_encoder
null
[]
# coding=utf-8 # Copyright 2020 The Google AI Language 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/LICEN...
https://github.com/huggingface/transformers/blob/c89bdfbe72/src/transformers/models/bert_generation/modeling_bert_generation.py
# Copyright 2020 The Google AI Language 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 # # Unle...
null
[]
biogpt
microsoft/biogpt
2022-12-05
[ "camembert", "conditional_detr", "data2vec", "deformable_detr", "dpt", "ernie", "gpt_neox", "hubert", "layoutxlm", "plbart", "roberta", "segformer", "sew", "switch_transformers", "unispeech", "wavlm", "yolos" ]
# coding=utf-8 # Copyright 2022 The HuggingFace Team and Microsoft Research AI4Science All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licen...
https://github.com/huggingface/transformers/blob/13e736685a/src/transformers/models/biogpt/modeling_biogpt.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/biogpt/modular_biogpt.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of ...
# Copyright 2022 The HuggingFace Team and Microsoft Research AI4Science 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...
[ "bart", "opt" ]
bitnet
microsoft/bitnet-b1.58-2B-4T
2025-04-28
[ "aria", "aya_vision", "bamba", "biogpt", "camembert", "cohere", "cohere2", "colpali", "conditional_detr", "data2vec", "dbrx", "deepseek_v3", "deformable_detr", "diffllama", "dinov2_with_registers", "dpt", "emu3", "ernie", "falcon_mamba", "gemma", "gemma2", "gemma3", "glm"...
# Copyright (c) Facebook, Inc. and its affiliates. All rights reserved. # # This source code is licensed under the BSD license found in the # LICENSE file in the root directory of this source tree. from dataclasses import dataclass from typing import Optional, Tuple, Union import torch from torch import nn ...
https://github.com/microsoft/BitNet/blob/01eb415772c342d9f20dc42772f1583ae1e5b102/gpu/model.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/bitnet/modular_bitnet.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of ...
# Copyright 2025 The BitNet 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/licenses/LICENSE-2.0 # # Unl...
[ "gemma", "llama" ]
blt
itazap/blt-1b-hf
2025-09-19
[ "aimv2", "apertus", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deepseek_vl_hy...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/blt/modular_blt.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# 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 required by applicab...
[ "cohere2", "llama", "mllama" ]
camembert
almanach/camembert-base
2020-11-16
[]
# coding=utf-8 # Copyright 2019 Inria, Facebook AI Research 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...
https://github.com/huggingface/transformers/blob/c89bdfbe72/src/transformers/models/camembert/modeling_camembert.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/camembert/modular_camembert.py. # Do NOT edit this file manually as any edits will be overwritten by the generati...
# Copyright 2019 Inria, Facebook AI Research 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 # #...
[ "roberta" ]
chameleon
facebook/chameleon-7b
null
[]
# coding=utf-8 # Copyright 2024 Meta Inc. and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2....
https://github.com/huggingface/transformers/blob/24cfcc2114/src/transformers/models/chameleon/modeling_chameleon.py
# Copyright 2024 Meta Inc. and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless re...
null
[]
codegen
Salesforce/codegen-350M-mono
null
[]
# coding=utf-8 # Copyright 2021 The EleutherAI and HuggingFace Teams. 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 #...
https://github.com/salesforce/CodeGen/blob/6f09e495f41e006375055239e4bcb18539f3a38b/codegen1/jaxformer/hf/codegen/modeling_codegen.py
# Copyright 2022 Salesforce authors, The EleutherAI, and HuggingFace Teams. 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...
null
[]
conditional_detr
microsoft/conditional-detr-resnet-50
2022-09-22
[ "camembert", "data2vec", "deformable_detr", "dpt", "ernie", "gpt_neox", "hubert", "layoutxlm", "plbart", "roberta", "segformer", "sew", "unispeech", "wavlm", "yolos" ]
# coding=utf-8 # Copyright 2022 Microsoft Research Asia and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licen...
https://github.com/huggingface/transformers/blob/126a739058/src/transformers/models/conditional_detr/modeling_conditional_detr.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/conditional_detr/modular_conditional_detr.py. # Do NOT edit this file manually as any edits will be overwritten b...
# Copyright 2022 Microsoft Research Asia 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...
[ "deformable_detr", "detr" ]
cwm
facebook/cwm
2025-10-09
[ "aimv2", "apertus", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deeps...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/cwm/modular_cwm.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# Copyright 2025 # # Licensed under the Apache License, Version 2.0 (the "License"); # you may 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 # d...
[ "llama", "qwen2" ]
data2vec_audio
hf-internal-testing/tiny-random-data2vec-seq-class
null
[]
null
null
null
null
[]
deepseek_v2
deepseek-ai/DeepSeek-V2-Lite
2025-07-09
[ "aimv2", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v3", "deformable_detr", "dia", "diffllama", "dinov2_with_registers", "doge", ...
# coding=utf-8 # Copyright 2023 DeepSeek-AI and The HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to ...
https://huggingface.co/deepseek-ai/DeepSeek-V2-Lite/blob/main/modeling_deepseek.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/deepseek_v2/modular_deepseek_v2.py. # Do NOT edit this file manually as any edits will be overwritten by the gene...
# 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 required by applicab...
[ "llama", "qwen2_moe" ]
deepseek_v3
bzantium/tiny-deepseek-v3
2025-03-28
[ "aria", "aya_vision", "bamba", "biogpt", "camembert", "cohere", "cohere2", "colpali", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "diffllama", "dinov2_with_registers", "dpt", "emu3", "ernie", "falcon_mamba", "gemma", "gemma2", "gemma3", "glm", "got_ocr2", ...
# coding=utf-8 # Copyright 2023 DeepSeek-AI and The HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to ...
https://huggingface.co/bzantium/tiny-deepseek-v3/blob/main/modeling_deepseek.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/deepseek_v3/modular_deepseek_v3.py. # Do NOT edit this file manually as any edits will be overwritten by the gene...
import math from collections.abc import Callable import torch import torch.nn.functional as F from torch import nn from ... import initialization as init from ...cache_utils import Cache from ...modeling_flash_attention_utils import FlashAttentionKwargs from ...modeling_layers import GenericForSequenceClassification,...
[ "llama", "mixtral", "qwen2_moe" ]
deformable_detr
SenseTime/deformable-detr
2022-09-14
[ "camembert", "data2vec", "dpt", "ernie", "gpt_neox", "hubert", "layoutxlm", "plbart", "roberta", "segformer", "sew", "unispeech", "wavlm", "yolos" ]
# coding=utf-8 # Copyright 2022 SenseTime and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2....
https://github.com/huggingface/transformers/blob/59407bbeb3/src/transformers/models/deformable_detr/modeling_deformable_detr.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/deformable_detr/modular_deformable_detr.py. # Do NOT edit this file manually as any edits will be overwritten by ...
# Copyright 2022 SenseTime and The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless re...
[ "detr" ]
detr
facebook/detr-resnet-50
null
[]
# Copyright 2025 Google LLC. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may 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, ...
https://github.com/google-research/vision_transformer/blob/0d03f554b83af02550407da1e8c702a7cb75e74b/vit_jax/models.py
# Copyright 2021 Facebook AI Research The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Un...
null
[]
diffllama
kajuma/DiffLlama-0.3B-handcut
2025-01-07
[ "aria", "bamba", "biogpt", "camembert", "cohere", "cohere2", "colpali", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "dinov2_with_registers", "dpt", "ernie", "falcon_mamba", "gemma", "gemma2", "glm", "gpt_neox", "granite", "granitemoe", "hubert", "ijepa", ...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/diffllama/modular_diffllama.py. # Do NOT edit this file manually as any edits will be overwritten by the generati...
# Copyright 2024 weak-kajuma and the HuggingFace Inc. team. All rights reserved. # # This code is based on Llama implementations in this library and Microsoft's # Differential Transformer implementations. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance...
[ "gemma", "llama", "mistral" ]
dit
microsoft/dit-base-finetuned-rvlcdip
null
[]
# -------------------------------------------------------- # BEIT: BERT Pre-Training of Image Transformers (https://arxiv.org/abs/2106.08254) # Github source: https://github.com/microsoft/unilm/tree/master/beit # Copyright (c) 2021 Microsoft # Licensed under The MIT License [see LICENSE for details] # By Hangbo Bao # B...
https://github.com/microsoft/unilm/blob/833df7e7832e5064a281131ee64a481afa8e5b95/beit/modeling_discrete_vae.py
null
null
[]
doge
SmallDoge/Doge-20M
2025-07-08
[ "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v3", "deformable_detr", "dia", "diffllama", "dinov2_with_registers", "dots1", "dpt", "...
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/doge/modular_doge.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
https://github.com/SmallDoges/small-doge/blob/0e305a735708fd277f5a8e9fd36954492aba28f1/src/small_doge/models/doge/modeling_doge.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/doge/modular_doge.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# Copyright 2025 Jingze Shi and the HuggingFace Inc. team. All rights reserved. # # The Doge family of small language models is trained by SmallDoge 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...
[ "llama", "mixtral" ]
dots1
redmoe-ai-v1/dots.llm1.test
2025-06-25
[ "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v3", "deformable_detr", "diffllama", "dinov2_with_registers", "dpt", "emu3", "ernie", ...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/dots1/modular_dots1.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# Copyright 2025 The rednote-hilab 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/licenses/LICENSE-2.0 ...
[ "deepseek_v3", "qwen3" ]
edgetam
timm/repvit_m1.dist_in1k
2025-09-29
[ "aimv2", "apertus", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deeps...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/edgetam/modular_edgetam.py. # Do NOT edit this file manually as any edits will be overwritten by the generation o...
# Copyright 2025 The Meta AI 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/LICENSE-2.0 # # Unle...
[ "sam2" ]
edgetam_video
yonigozlan/EdgeTAM-hf
2025-09-29
[ "aimv2", "apertus", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deeps...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/edgetam_video/modular_edgetam_video.py. # Do NOT edit this file manually as any edits will be overwritten by the ...
# 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...
[ "sam2", "sam2_video" ]
emu3
BAAI/Emu3-Chat-hf
2025-01-10
[ "aria", "bamba", "biogpt", "camembert", "cohere", "cohere2", "colpali", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "diffllama", "dinov2_with_registers", "dpt", "ernie", "falcon_mamba", "gemma", "gemma2", "glm", "gpt_neox", "granite", "granitemoe", "hubert"...
# coding=utf-8 # Copyright 2024 The Emu team, BAAI and The HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compare...
https://github.com/baaivision/Emu3/blob/dbbf9858194d70b8c58293e219ecffe22df0f9c7/emu3/mllm/modeling_emu3.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # 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 # ...
# Copyright 2024 HuggingFace Inc. team. All rights reserved. # # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applic...
[ "chameleon", "llama", "siglip" ]
ernie4_5
baidu/ERNIE-4.5-0.3B-PT
2025-07-21
[ "aimv2", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deformable_detr", "dia", "diffllama", "dinov2_with_registe...
# Copyright (c) 2025 PaddlePaddle Authors. 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 appli...
https://github.com/PaddlePaddle/ERNIE/blob/790a50b045d1aca2753d5395d8bec0806b2e6925/ernie/modeling.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/ernie4_5/modular_ernie4_5.py. # Do NOT edit this file manually as any edits will be overwritten by the generation...
# 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 ...
[ "glm", "llama", "olmo" ]
esmfold
facebook/esmfold_v1
null
[]
null
null
null
null
[]
evolla
westlake-repl/Evolla-10B-hf
2025-07-26
[ "aimv2", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deepseek_vl_hybrid", "deformable_detr", "di...
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from examples/modular-transformers/modular_add_function.py. # Do NOT edit this file manually as any edits will be overwritten by the generatio...
https://github.com/zhoubay/transformers/blob/dd16acb8a3e93b643aa374c9fb80749f5235c1a6/examples/modular-transformers/modeling_add_function.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # 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 ...
# Copyright 2025 Westlake Representational Learning Lab (Fajie Yuan Lab) 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:...
[ "esm", "llama" ]
falcon
Rocketknight1/falcon-rw-1b
null
[]
# coding=utf-8 # Copyright 2023 the Falcon authors and HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICE...
https://github.com/huggingface/transformers/blob/b3ab3fac1d/src/transformers/models/falcon/modeling_falcon.py
# Copyright 2023 the Falcon authors and HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unl...
null
[]
falcon_mamba
tiiuae/falcon-mamba-7b
2024-08-12
[ "biogpt", "camembert", "cohere", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "dpt", "ernie", "gemma", "gemma2", "gpt_neox", "hubert", "informer", "instructblipvideo", "jamba", "jetmoe", "layoutxlm", "llava_next_video", "mask2former", "mistral", "mixtral", "...
# coding=utf-8 # Copyright 2024 state-spaces/falcon_mamba org and HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # #...
https://github.com/huggingface/transformers/blob/7c11491208/src/transformers/models/falcon_mamba/modeling_falcon_mamba.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/falcon_mamba/modular_falcon_mamba.py. # Do NOT edit this file manually as any edits will be overwritten by the ge...
# Copyright 2024 Tri Dao, Albert Gu, Technological Innovation Institute 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/LICEN...
[ "mamba" ]
fast_vlm
KamilaMila/FastVLM-0.5B
2025-12-02
[ "afmoe", "aimv2", "apertus", "arcee", "aria", "audioflamingo3", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "cwm", "d_fine", "data2vec", "dbrx", "deepseek_v2", ...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/fast_vlm/modular_fast_vlm.py. # Do NOT edit this file manually as any edits will be overwritten by the generation...
# 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...
[ "llava" ]
flex_olmo
shanearora/Flex-reddit-2x7B-1T
2025-09-18
[ "aimv2", "apertus", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deepseek_vl_hy...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/flex_olmo/modular_flex_olmo.py. # Do NOT edit this file manually as any edits will be overwritten by the generati...
# 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...
[ "mixtral", "olmo2", "olmoe" ]
funnel
sgugger/funnel-random-tiny
null
[]
# coding=utf-8 # Copyright 2020-present Google Brain and Carnegie Mellon University 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.a...
https://github.com/huggingface/transformers/blob/c89bdfbe72/src/transformers/models/funnel/modeling_funnel.py
# Copyright 2020-present Google Brain and Carnegie Mellon University 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/licen...
null
[]
fuyu
adept/fuyu-8b
null
[]
# 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...
https://github.com/huggingface/transformers/blob/caa0ff0bf1/src/transformers/models/fuyu/modeling_fuyu.py
# 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 required by applicab...
null
[]
gemma3
hf-internal-testing/tiny-random-Gemma3ForCausalLM
2025-03-12
[ "aria", "aya_vision", "bamba", "biogpt", "camembert", "cohere", "cohere2", "colpali", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "diffllama", "dinov2_with_registers", "dpt", "emu3", "ernie", "falcon_mamba", "gemma", "gemma2", "glm", "got_ocr2", "gpt_neox",...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # 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 ...
# 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 # # Unless requir...
[ "gemma2", "paligemma" ]
glm46v
THUDM/GLM-4.1V-9B-Thinking
2025-11-15
[ "aimv2", "apertus", "arcee", "aria", "audioflamingo3", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "cwm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/glm46v/modular_glm46v.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of ...
# 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...
[ "glm4v" ]
glm4_moe
zai-org/GLM-4.5
2025-07-21
[ "aimv2", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deformable_detr", "dia", "diffllama", "dinov2_with_registe...
# Copyright (c) ModelScope Contributors. All rights reserved. from swift.infer_engine import InferRequest, RequestConfig, TransformersEngine from swift.model import Model, ModelGroup, ModelMeta, register_model from swift.template import TemplateMeta, register_template register_template( TemplateMeta( templ...
https://github.com/modelscope/ms-swift/blob/b6af05674945e6fae3cca8fc02698bbd97cef6d9/examples/custom/model.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/glm4_moe/modular_glm4_moe.py. # Do NOT edit this file manually as any edits will be overwritten by the generation...
# Copyright 2025 The ZhipuAI Inc. team 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 # # U...
[ "cohere", "deepseek_v3", "glm", "gpt_neox" ]
glm4_moe_lite
zai-org/GLM-4.7-Flash
2026-01-13
[ "afmoe", "aimv2", "apertus", "arcee", "aria", "audioflamingo3", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "cwm", "d_fine", "data2vec", "dbrx", "deepseek_v2", ...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/glm4_moe_lite/modular_glm4_moe_lite.py. # Do NOT edit this file manually as any edits will be overwritten by the ...
# 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...
[ "deepseek_v3", "glm4_moe" ]
glm4v
THUDM/GLM-4.1V-9B-Thinking
2025-06-25
[ "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v3", "deformable_detr", "diffllama", "dinov2_with_registers", "dpt", "emu3", "ernie", ...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # 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 # ...
# Copyright 2025 The ZhipuAI Inc. team 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 # # U...
[ "glm4", "qwen2_5_vl" ]
glm4v_moe
zai-org/GLM-4.5V
2025-08-08
[ "aimv2", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deepseek_vl_hybrid", "def...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/glm4v_moe/modular_glm4v_moe.py. # Do NOT edit this file manually as any edits will be overwritten by the generati...
# Copyright 2025 The ZhipuAI Inc. team 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 # # U...
[ "deepseek_v3", "glm4", "glm4_moe", "glm4v", "gpt_neox", "qwen3_vl_moe" ]
glm_ocr
zai-org/GLM-OCR
2026-01-27
[ "afmoe", "aimv2", "apertus", "arcee", "aria", "audioflamingo3", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "cwm", "d_fine", "data2vec", "dbrx", "deepseek_v2", ...
# -*- coding: utf-8 -*- # @Time : 2019/8/23 21:57 # @Author : zhoujun from addict import Dict from paddle import nn import paddle.nn.functional as F from models.backbone import build_backbone from models.neck import build_neck from models.head import build_head class Model(nn.Layer): def __init__(self, model...
https://github.com/PaddlePaddle/PaddleOCR/blob/9f9d08f52a239b99b3db3a8c400dd08b25dfe7ea/benchmark/PaddleOCR_DBNet/models/model.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/glm_ocr/modular_glm_ocr.py. # Do NOT edit this file manually as any edits will be overwritten by the generation o...
# Copyright 2026 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...
[ "glm4v" ]
got_ocr2
stepfun-ai/GOT-OCR-2.0-hf
2025-01-31
[ "aria", "bamba", "biogpt", "camembert", "cohere", "cohere2", "colpali", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "diffllama", "dinov2_with_registers", "dpt", "emu3", "ernie", "falcon_mamba", "gemma", "gemma2", "glm", "gpt_neox", "granite", "granitemoe", ...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/got_ocr2/modular_got_ocr2.py. # Do NOT edit this file manually as any edits will be overwritten by the generation...
# Copyright 2024 HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicab...
[ "llava", "sam" ]
gpt2
openai-community/gpt2
null
[]
import numpy as np import tensorflow as tf from tensorflow.contrib.training import HParams def default_hparams(): return HParams( n_vocab=0, n_ctx=1024, n_embd=768, n_head=12, n_layer=12, ) def shape_list(x): """Deal with dynamic shape in tensorflow cleanly.""" ...
https://github.com/openai/gpt-2/blob/9b63575ef42771a015060c964af2c3da4cf7c8ab/src/model.py
# 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 at # # htt...
null
[]
gpt_bigcode
bigcode/gpt_bigcode-santacoder
null
[]
# 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...
https://github.com/bigcode-project/transformers/blob/8b0cb2c6261e65d4d852d6813f071772c1b32665/src/transformers/modeling_flax_outputs.py
# Copyright 2023 The Bigcode team and HuggingFace Inc. team. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
null
[]
gpt_neo
valhalla/gpt-neo-random-tiny
null
[]
# coding=utf-8 # Copyright 2021 The Eleuther AI 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-...
https://github.com/huggingface/transformers/blob/860264379f/src/transformers/models/gpt_neo/modeling_gpt_neo.py
# Copyright 2021 The Eleuther AI 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 ...
null
[]
gpt_neox
EleutherAI/pythia-410m-deduped
2022-05-24
[ "camembert", "data2vec", "dpt", "hubert", "layoutxlm", "plbart", "roberta", "segformer", "sew", "unispeech", "wavlm", "yolos" ]
import torch import transformers from tqdm import tqdm from lm_eval import utils from lm_eval.base import BaseLM class GPTNeoLM(BaseLM): def __init__( self, device="cuda", pretrained="EleutherAI/gpt-neo-1.3B", revision="main", subfolder=None, tokenizer=None, ...
https://github.com/EleutherAI/pythia/blob/a19eecb807ec2c79a39ebf18108816e6ffffc1d5/case-studies/term_frequency/model.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/gpt_neox/modular_gpt_neox.py. # Do NOT edit this file manually as any edits will be overwritten by the generation...
from collections.abc import Callable from typing import Optional import torch from torch import nn from ...activations import ACT2FN from ...cache_utils import Cache, DynamicCache from ...generation import GenerationMixin from ...masking_utils import create_causal_mask from ...modeling_flash_attention_utils import Fl...
[ "llama" ]
gptj
EleutherAI/gpt-j-6B
null
[]
# Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. """ BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension """ import logging from t...
https://github.com/pytorch/fairseq/blob/3d262bb25690e4eb2e7d3c1309b1e9c406ca4b99/fairseq/models/bart/model.py
# Copyright 2021 The EleutherAI and HuggingFace Teams. 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...
null
[]
granite
ibm/PowerLM-3b
2024-08-27
[ "biogpt", "camembert", "cohere", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "dpt", "ernie", "falcon_mamba", "gemma", "gemma2", "gpt_neox", "hubert", "informer", "instructblipvideo", "jamba", "jetmoe", "layoutxlm", "llava_next_video", "mask2former", "mistral"...
# coding=utf-8 # Copyright 2024 EleutherAI and the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to G...
https://github.com/huggingface/transformers/blob/c35d2ccf5a/src/transformers/models/granite/modeling_granite.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/granite/modular_granite.py. # Do NOT edit this file manually as any edits will be overwritten by the generation o...
# 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 # # Unless requir...
[ "llama" ]
granitemoe
ibm/PowerMoE-3b
2024-09-20
[ "biogpt", "camembert", "cohere", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "dpt", "ernie", "falcon_mamba", "gemma", "gemma2", "gpt_neox", "granite", "hubert", "informer", "instructblipvideo", "jamba", "jetmoe", "layoutxlm", "llava_next_video", "llava_onevis...
# 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 # ...
https://github.com/huggingface/transformers/blob/e472e077c2/src/transformers/models/granitemoe/modeling_granitemoe.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/granitemoe/modular_granitemoe.py. # Do NOT edit this file manually as any edits will be overwritten by the genera...
# 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 # # Unless requir...
[ "granite", "jetmoe", "llama", "mixtral" ]
granitemoeshared
ibm/PowerMoE-3b
2025-02-14
[ "aria", "bamba", "biogpt", "camembert", "cohere", "cohere2", "colpali", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "diffllama", "dinov2_with_registers", "dpt", "emu3", "ernie", "falcon_mamba", "gemma", "gemma2", "glm", "got_ocr2", "gpt_neox", "granite", ...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/granitemoeshared/modular_granitemoeshared.py. # Do NOT edit this file manually as any edits will be overwritten b...
# 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 # # Unless requir...
[ "granitemoe" ]
grounding_dino
IDEA-Research/grounding-dino-tiny
null
[]
# coding=utf-8 # Copyright 2024 IDEA 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...
https://github.com/huggingface/transformers/blob/b752ad3019/src/transformers/models/grounding_dino/modeling_grounding_dino.py
# Copyright 2024 IDEA 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/LICENSE-2.0 # # Unles...
# Copyright 2025 the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to GPT-NeoX and OPT used by the Me...
[]
hubert
facebook/hubert-base-ls960
2021-06-16
[ "camembert", "roberta" ]
# Copyright (c) Facebook, Inc. and its affiliates. # # This source code is licensed under the MIT license found in the # LICENSE file in the root directory of this source tree. """ BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension """ import logging from t...
https://github.com/pytorch/fairseq/blob/3d262bb25690e4eb2e7d3c1309b1e9c406ca4b99/fairseq/models/bart/model.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/hubert/modular_hubert.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of ...
# Copyright 2021 The Fairseq Authors and the HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # #...
[ "wav2vec2" ]
hunyuan_v1_moe
tencent/Hunyuan-A13B-Instruct
2025-08-22
[ "aimv2", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deepseek_vl_hybrid", "def...
# Copyright (C) 2024 THL A29 Limited, a Tencent company. All rights reserved. # # Licensed under the TENCENT HUNYUAN COMMUNITY LICENSE AGREEMENT (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # https://github.com/Tencent/Tencent-Hunyu...
https://huggingface.co/tencent/Hunyuan-A13B-Instruct/blob/main/modeling_hunyuan.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/hunyuan_v1_moe/modular_hunyuan_v1_moe.py. # Do NOT edit this file manually as any edits will be overwritten by th...
# Copyright (C) 2025 THL A29 Limited, a Tencent company and the HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licen...
[ "hunyuan_v1_dense", "llama", "mixtral" ]
idefics3
HuggingFaceM4/Idefics3-8B-Llama3
null
[]
# Copyright 2020-2026 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 appl...
https://github.com/huggingface/trl/blob/1ad25f94e5556b2deb4869e11f62d3f91aa7bbac/trl/experimental/ppo/modeling_value_head.py
# 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...
null
[]
jetmoe
jetmoe/jetmoe-8b
2024-05-14
[ "biogpt", "camembert", "cohere", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "dpt", "ernie", "gemma", "gpt_neox", "hubert", "informer", "jamba", "layoutxlm", "mask2former", "mistral", "mixtral", "olmo", "owlv2", "persimmon", "phi", "phi3", "plbart", "qw...
# 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....
https://github.com/myshell-ai/JetMoE/blob/0a9bc5a32386af9ea7abe9e32298976a94da908a/jetmoe/modeling_jetmoe.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/jetmoe/modular_jetmoe.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of ...
# 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-2.0 # # Unless re...
[ "llama", "mixtral" ]
layoutlm
microsoft/layoutlm-base-uncased
null
[]
# coding=utf-8 # Copyright 2018 The Microsoft Research Asia LayoutLM 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/...
https://github.com/huggingface/transformers/blob/c89bdfbe72/src/transformers/models/layoutlm/modeling_layoutlm.py
# Copyright 2018 The Microsoft Research Asia LayoutLM 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/LICENS...
null
[]
lfm2_moe
LiquidAI/LFM2-8B-A1B
2025-10-07
[ "aimv2", "apertus", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deeps...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/lfm2_moe/modular_lfm2_moe.py. # Do NOT edit this file manually as any edits will be overwritten by the generation...
# 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...
[ "lfm2", "llama", "mixtral", "qwen2_moe" ]
lfm2_vl
LiquidAI/LFM2-VL-1.6B
2025-09-18
[ "aimv2", "apertus", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deepseek_vl_hy...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/lfm2_vl/modular_lfm2_vl.py. # Do NOT edit this file manually as any edits will be overwritten by the generation o...
# 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...
[ "llava" ]
llama
meta-llama/Meta-Llama-3.1-8B-Instruct
null
[]
# Copyright (c) Meta Platforms, Inc. and affiliates. # All rights reserved. # # This source code is licensed under the terms described in the LICENSE file in # top-level folder for each specific model found within the models/ directory at # the top-level of this source tree. # Copyright (c) Meta Platforms, Inc. and af...
https://github.com/meta-llama/llama-models/blob/0e0b8c519242d5833d8c11bffc1232b77ad7f301/models/llama3/model.py
# Copyright 2022 EleutherAI and the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to GPT-NeoX and OPT...
null
[]
llama4
meta-llama/Llama-4-Scout-17B-16E
null
[]
# Copyright (c) Meta Platforms, Inc. and affiliates. # All rights reserved. # # This source code is licensed under the terms described in the LICENSE file in # top-level folder for each specific model found within the models/ directory at # the top-level of this source tree. # Copyright (c) Meta Platforms, Inc. and af...
https://github.com/meta-llama/llama-models/blob/0e0b8c519242d5833d8c11bffc1232b77ad7f301/models/llama3/model.py
# Copyright 2025 The LLAMA4 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 req...
null
[]
llava
llava-hf/bakLlava-v1-hf
null
[]
# 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...
https://github.com/huggingface/transformers/blob/44b5506d29/src/transformers/models/llava/modeling_llava.py
# 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 required by appl...
null
[]
llava_next
llava-hf/llava-v1.6-mistral-7b-hf
null
[]
# 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...
https://github.com/huggingface/transformers/blob/d91fd7f92c/src/transformers/models/llava_next/modeling_llava_next.py
# 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...
null
[]
llava_next_video
llava-hf/LLaVA-NeXT-Video-7B-hf
2024-06-26
[ "biogpt", "camembert", "cohere", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "dpt", "ernie", "gemma", "gpt_neox", "hubert", "informer", "instructblipvideo", "jamba", "jetmoe", "layoutxlm", "mask2former", "mistral", "mixtral", "olmo", "owlv2", "persimmon", ...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/llava_next_video/modular_llava_next_video.py. # Do NOT edit this file manually as any edits will be overwritten b...
# Copyright 2024 HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicab...
[]
llava_onevision
llava-hf/llava-onevision-qwen2-0.5b-ov-hf
2024-09-05
[ "biogpt", "camembert", "cohere", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "dpt", "ernie", "falcon_mamba", "gemma", "gemma2", "gpt_neox", "granite", "hubert", "informer", "instructblipvideo", "jamba", "jetmoe", "layoutxlm", "llava_next_video", "mask2former"...
# 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...
https://github.com/huggingface/transformers/blob/43df47d8e7/src/transformers/models/llava_onevision/modeling_llava_onevision.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/llava_onevision/modular_llava_onevision.py. # Do NOT edit this file manually as any edits will be overwritten by ...
# 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...
[]
longformer
patrickvonplaten/longformer-random-tiny
null
[]
# 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...
https://github.com/huggingface/transformers/blob/c89bdfbe72/src/transformers/models/longformer/modeling_longformer.py
# 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-2.0 # # Unless r...
null
[]
mamba
hf-internal-testing/mamba-130m
null
[]
# coding=utf-8 # Copyright 2024 state-spaces/mamba org and HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless...
https://github.com/huggingface/transformers/blob/fb1c62e973/src/transformers/models/mamba/modeling_mamba.py
# Copyright 2024 state-spaces/mamba org and HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by ap...
null
[]
markuplm
microsoft/markuplm-base
null
[]
# coding=utf-8 # Copyright 2022 Microsoft Research Asia and the HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # U...
https://github.com/huggingface/transformers/blob/f3d2f7a6e0/src/transformers/models/markuplm/modeling_markuplm.py
# Copyright 2022 Microsoft Research Asia and the HuggingFace Inc. team. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required ...
null
[]
ministral
mistralai/Ministral-8B-Instruct-2410
2025-09-11
[ "aimv2", "apertus", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deepseek_vl_hy...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # 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...
import torch from torch import nn from ...cache_utils import Cache, DynamicCache from ...configuration_utils import PreTrainedConfig from ...masking_utils import create_causal_mask, create_sliding_window_causal_mask from ...modeling_outputs import BaseModelOutputWithPast from ...modeling_rope_utils import RopeParamete...
[ "qwen2" ]
ministral3
mistralai/Ministral-3-3B-Instruct-2512
2025-12-01
[ "afmoe", "aimv2", "apertus", "arcee", "aria", "audioflamingo3", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "cwm", "d_fine", "data2vec", "dbrx", "deepseek_v2", ...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/ministral3/modular_ministral3.py. # Do NOT edit this file manually as any edits will be overwritten by the genera...
from collections.abc import Callable import torch from ...cache_utils import Cache from ...modeling_flash_attention_utils import FlashAttentionKwargs from ...modeling_layers import ( GenericForQuestionAnswering, GenericForSequenceClassification, GenericForTokenClassification, ) from ...modeling_utils impo...
[ "mistral" ]
mistral
mistralai/Mistral-7B-v0.1
2023-09-27
[ "biogpt", "camembert", "conditional_detr", "data2vec", "deformable_detr", "dpt", "ernie", "gpt_neox", "hubert", "informer", "layoutxlm", "mask2former", "persimmon", "plbart", "roberta", "segformer", "sew", "switch_transformers", "unispeech", "wavlm", "yolos" ]
# coding=utf-8 # Copyright 2023 Mistral AI and the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to G...
https://github.com/huggingface/transformers/blob/72958fcd3c/src/transformers/models/mistral/modeling_mistral.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/mistral/modular_mistral.py. # Do NOT edit this file manually as any edits will be overwritten by the generation o...
from collections.abc import Callable import torch from torch import nn from ...cache_utils import Cache, DynamicCache from ...masking_utils import create_causal_mask, create_sliding_window_causal_mask from ...modeling_flash_attention_utils import FlashAttentionKwargs from ...modeling_layers import ( GenericForQue...
[ "llama" ]
mm_grounding_dino
openmmlab-community/mm_grounding_dino_tiny_o365v1_goldg_v3det
null
[]
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/mm_grounding_dino/modular_mm_grounding_dino.py. # Do NOT edit this file manually as any edits will be overwritten...
# 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 ...
[ "grounding_dino" ]
mobilebert
google/mobilebert-uncased
null
[]
# MIT License # # Copyright (c) 2020 The Google AI Language Team Authors, The HuggingFace Inc. team and github/lonePatient # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restricti...
https://github.com/huggingface/transformers/blob/c89bdfbe72/src/transformers/models/mobilebert/modeling_mobilebert.py
# MIT License # # Copyright (c) 2020 The Google AI Language Team Authors, The HuggingFace Inc. team and github/lonePatient # # Permission is hereby granted, free of charge, to any person obtaining a copy # of this software and associated documentation files (the "Software"), to deal # in the Software without restricti...
null
[]
modernbert_decoder
blab-jhu/test-32m-dec
null
[]
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/modernbert_decoder/modular_modernbert_decoder.py. # Do NOT edit this file manually as any edits will be overwritt...
# Copyright 2025 Johns Hopkins University, LightOn, 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/license...
[ "modernbert" ]
moonshine
UsefulSensors/moonshine-tiny
2025-01-10
[ "aria", "bamba", "biogpt", "camembert", "cohere", "cohere2", "colpali", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "diffllama", "dinov2_with_registers", "dpt", "ernie", "falcon_mamba", "gemma", "gemma2", "glm", "gpt_neox", "granite", "granitemoe", "hubert"...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/moonshine/modular_moonshine.py. # Do NOT edit this file manually as any edits will be overwritten by the generati...
# 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...
[ "glm", "llama", "whisper" ]
moonshine_streaming
UsefulSensors/moonshine-streaming-tiny
2026-02-03
[ "afmoe", "aimv2", "apertus", "arcee", "aria", "audioflamingo3", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "cwm", "d_fine", "data2vec", "dbrx", "deepseek_v2", ...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py. # Do NOT edit this file manually as any edits will be overwri...
# Copyright 2026 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...
[ "llama", "moonshine" ]
mpnet
microsoft/mpnet-base
null
[]
# coding=utf-8 # Copyright 2018 The HuggingFace Inc. team, Microsoft Corporation. # 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 ...
https://github.com/huggingface/transformers/blob/df2af6d8b8/src/transformers/models/mpnet/modeling_mpnet.py
# Copyright 2018 The HuggingFace Inc. team, Microsoft Corporation. # 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 # # http...
null
[]
olmo
allenai/OLMo-1B-hf
2024-04-17
[ "biogpt", "camembert", "cohere", "conditional_detr", "data2vec", "deformable_detr", "dpt", "ernie", "gemma", "gpt_neox", "hubert", "informer", "layoutxlm", "mask2former", "mistral", "mixtral", "owlv2", "persimmon", "phi", "plbart", "qwen2", "qwen2_moe", "roberta", "segf...
# coding=utf-8 # Copyright 2024 EleutherAI and the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to G...
https://github.com/huggingface/transformers/blob/e4ea19b958/src/transformers/models/olmo/modeling_olmo.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/olmo/modular_olmo.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# Copyright 2024 HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to GPT-NeoX and OPT used by the Meta A...
[ "llama" ]
olmo2
allenai/OLMo-2-0425-1B
2024-11-25
[ "biogpt", "camembert", "cohere", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "dpt", "ernie", "falcon_mamba", "gemma", "gemma2", "glm", "gpt_neox", "granite", "granitemoe", "hubert", "informer", "instructblipvideo", "jamba", "jetmoe", "layoutxlm", "llava_nex...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/olmo2/modular_olmo2.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# Copyright 2024 HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to GPT-NeoX and OPT used by the Meta A...
[ "llama", "olmo" ]
olmo3
shanearora/2025-sep-a-base-model
2025-09-16
[ "aimv2", "apertus", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deepseek_vl_hy...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/olmo3/modular_olmo3.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# 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...
[ "gemma2", "olmo2" ]
olmoe
allenai/OLMoE-1B-7B-0924
2024-09-03
[ "biogpt", "camembert", "cohere", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "dpt", "ernie", "falcon_mamba", "gemma", "gemma2", "gpt_neox", "granite", "hubert", "informer", "instructblipvideo", "jamba", "jetmoe", "layoutxlm", "llava_next_video", "mask2former"...
# Licensed under the Apache License, Version 2.0 (the "License"); # you may 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...
https://github.com/huggingface/transformers/blob/ecd61c6286/src/transformers/models/olmoe/modeling_olmoe.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/olmoe/modular_olmoe.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# Licensed under the Apache License, Version 2.0 (the "License"); # you may 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...
[ "gemma", "llama", "mixtral", "qwen2_moe" ]
omdet_turbo
omlab/omdet-turbo-swin-tiny-hf
null
[]
# coding=utf-8 # Copyright 2024 Om Research Lab 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...
https://github.com/huggingface/transformers/blob/94f18cf23c/src/transformers/models/omdet_turbo/modeling_omdet_turbo.py
# Copyright 2024 Om Research Lab 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 # # Unl...
null
[]
ovis2
thisisiron/Ovis2-2B-hf
2025-08-18
[ "aimv2", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deepseek_vl_hybrid", "def...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/ovis2/modular_ovis2.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# 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...
[ "aimv2", "llama", "llava", "llava_next", "siglip" ]
paddleocr_vl
PaddlePaddle/PaddleOCR-VL
2025-12-10
[ "afmoe", "aimv2", "apertus", "arcee", "aria", "audioflamingo3", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "cwm", "d_fine", "data2vec", "dbrx", "deepseek_v2", ...
# Copyright (c) 2025 PaddlePaddle Authors. 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 appli...
https://huggingface.co/PaddlePaddle/PaddleOCR-VL/blob/main/modeling_paddleocr_vl.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/paddleocr_vl/modular_paddleocr_vl.py. # Do NOT edit this file manually as any edits will be overwritten by the ge...
# Copyright 2025 The PaddlePaddle Team and The HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to GPT-N...
[ "ernie4_5", "qwen2_5_omni", "qwen2_vl", "siglip", "video_llama_3" ]
paligemma
google/paligemma-3b-pt-224
null
[]
# 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...
https://github.com/huggingface/transformers/blob/1360801a69/src/transformers/models/paligemma/modeling_paligemma.py
# 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...
null
[]
pe_audio_video
facebook/pe-av-large
2025-12-16
[ "afmoe", "aimv2", "apertus", "arcee", "aria", "audioflamingo3", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "cwm", "d_fine", "data2vec", "dbrx", "deepseek_v2", ...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/pe_audio_video/modular_pe_audio_video.py. # Do NOT edit this file manually as any edits will be overwritten by th...
# 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...
[ "qwen3" ]
persimmon
adept/persimmon-8b-chat
2023-09-12
[ "biogpt", "camembert", "conditional_detr", "data2vec", "deformable_detr", "dpt", "ernie", "gpt_neox", "hubert", "informer", "layoutxlm", "mask2former", "plbart", "roberta", "segformer", "sew", "switch_transformers", "unispeech", "wavlm", "yolos" ]
# coding=utf-8 # Copyright 2023 EleutherAI and the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to G...
https://github.com/huggingface/transformers/blob/9cccb3a838/src/transformers/models/persimmon/modeling_persimmon.py
# Copyright 2023 EleutherAI and the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to GPT-NeoX and OPT...
from collections.abc import Callable from typing import Optional import torch from torch import nn from ...activations import ACT2FN from ...cache_utils import Cache, DynamicCache from ...masking_utils import create_causal_mask from ...modeling_flash_attention_utils import FlashAttentionKwargs from ...modeling_output...
[ "llama" ]
phi
microsoft/phi-1
2023-11-10
[ "biogpt", "camembert", "conditional_detr", "data2vec", "deformable_detr", "dpt", "ernie", "gpt_neox", "hubert", "informer", "layoutxlm", "mask2former", "mistral", "owlv2", "persimmon", "plbart", "roberta", "segformer", "sew", "switch_transformers", "unispeech", "wavlm", "...
from __future__ import annotations import dataclasses import itertools import re from dataclasses import dataclass from enum import auto, Enum from typing import TYPE_CHECKING from typing_extensions import assert_never from torchgen.utils import NamespaceHelper, OrderedSet if TYPE_CHECKING: from collections.abc...
https://github.com/pytorch/pytorch/blob/1de94372ec445490b2ad20b9376a84d9b6ef1f34/torchgen/model.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/phi/modular_phi.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
from collections.abc import Callable from typing import Optional import torch import torch.nn as nn from ...cache_utils import Cache, DynamicCache from ...masking_utils import create_causal_mask from ...modeling_layers import GradientCheckpointingLayer from ...modeling_outputs import ( BaseModelOutputWithPast, ) ...
[ "clip", "llama" ]
phi3
microsoft/phi-3-mini-4k-instruct
2024-04-24
[ "biogpt", "camembert", "cohere", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "dpt", "ernie", "gemma", "gpt_neox", "hubert", "informer", "jamba", "layoutxlm", "mask2former", "mistral", "mixtral", "olmo", "owlv2", "persimmon", "phi", "plbart", "qwen2", "q...
# coding=utf-8 # Copyright 2024 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....
https://huggingface.co/microsoft/phi-3-mini-4k-instruct/blob/main/modeling_phi3.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/phi3/modular_phi3.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# Copyright 2024 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...
[ "mistral", "phi" ]
phimoe
microsoft/Phi-3.5-MoE-instruct
2024-10-04
[ "biogpt", "camembert", "cohere", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "dpt", "ernie", "falcon_mamba", "gemma", "gemma2", "gpt_neox", "granite", "granitemoe", "hubert", "informer", "instructblipvideo", "jamba", "jetmoe", "layoutxlm", "llava_next_video",...
# coding=utf-8 # Copyright 2024 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....
https://huggingface.co/microsoft/Phi-3.5-MoE-instruct/blob/main/modeling_phimoe.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/phimoe/modular_phimoe.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of ...
# Copyright 2024 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...
[ "llama", "mixtral" ]
pixio
LiheYoung/pixio-vith16
2025-12-16
[ "afmoe", "aimv2", "apertus", "arcee", "aria", "audioflamingo3", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "cwm", "d_fine", "data2vec", "dbrx", "deepseek_v2", ...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/pixio/modular_pixio.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# Copyright 2025 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 # # Unless requ...
[ "dinov2", "vit" ]
qwen2
Qwen/Qwen2-0.5B
2024-01-17
[ "biogpt", "camembert", "conditional_detr", "data2vec", "deformable_detr", "dpt", "ernie", "gpt_neox", "hubert", "informer", "layoutxlm", "mask2former", "mistral", "mixtral", "owlv2", "persimmon", "phi", "plbart", "roberta", "segformer", "sew", "switch_transformers", "unis...
# coding=utf-8 # Copyright 2024 The Qwen team, Alibaba Group and the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differenc...
https://github.com/huggingface/transformers/blob/d6ffe74dfa/src/transformers/models/qwen2/modeling_qwen2.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/qwen2/modular_qwen2.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
from collections.abc import Callable import torch from torch import nn from ...cache_utils import Cache, DynamicCache from ...masking_utils import create_causal_mask, create_sliding_window_causal_mask from ...modeling_flash_attention_utils import FlashAttentionKwargs from ...modeling_outputs import ( BaseModelOut...
[ "gemma2", "llama", "mistral" ]
qwen2_moe
Qwen/Qwen1.5-MoE-A2.7B
2024-03-27
[ "biogpt", "camembert", "cohere", "conditional_detr", "data2vec", "deformable_detr", "dpt", "ernie", "gemma", "gpt_neox", "hubert", "informer", "layoutxlm", "mask2former", "mistral", "mixtral", "owlv2", "persimmon", "phi", "plbart", "qwen2", "roberta", "segformer", "sew"...
# coding=utf-8 # Copyright 2024 The Qwen team, Alibaba Group and the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differenc...
https://github.com/huggingface/transformers/blob/1c39974a4c/src/transformers/models/qwen2_moe/modeling_qwen2_moe.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/qwen2_moe/modular_qwen2_moe.py. # Do NOT edit this file manually as any edits will be overwritten by the generati...
# Copyright 2024 The Qwen team, Alibaba Group and the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # t...
[ "gemma", "gemma2", "llama", "mixtral" ]
qwen3
Qwen/Qwen3-0.6B-Base
2025-03-31
[ "aria", "aya_vision", "bamba", "biogpt", "camembert", "cohere", "cohere2", "colpali", "conditional_detr", "data2vec", "dbrx", "deepseek_v3", "deformable_detr", "diffllama", "dinov2_with_registers", "dpt", "emu3", "ernie", "falcon_mamba", "gemma", "gemma2", "gemma3", "glm"...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/qwen3/modular_qwen3.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# Copyright 2025 The Qwen team, Alibaba Group 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...
[ "gemma", "llama", "qwen2" ]
qwen3_moe
Qwen/Qwen3-30B-A3B-Base
2025-03-31
[ "aria", "aya_vision", "bamba", "biogpt", "camembert", "cohere", "cohere2", "colpali", "conditional_detr", "data2vec", "dbrx", "deepseek_v3", "deformable_detr", "diffllama", "dinov2_with_registers", "dpt", "emu3", "ernie", "falcon_mamba", "gemma", "gemma2", "gemma3", "glm"...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/qwen3_moe/modular_qwen3_moe.py. # Do NOT edit this file manually as any edits will be overwritten by the generati...
# Copyright 2025 The Qwen team, Alibaba Group 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...
[ "llama", "mixtral", "qwen2_moe", "qwen3" ]
qwen3_vl_moe
Qwen/Qwen3-VL-30B-A3B-Instruct
2025-09-15
[ "aimv2", "apertus", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deepseek_vl_hy...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/qwen3_vl_moe/modular_qwen3_vl_moe.py. # Do NOT edit this file manually as any edits will be overwritten by the ge...
# Copyright 2025 The Qwen 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/licenses/LICENSE-2.0 # # Unles...
[ "qwen3_moe", "qwen3_vl" ]
sam2_video
facebook/sam2.1-hiera-tiny
2025-08-14
[ "aimv2", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deepseek_vl_hybrid", "def...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/sam2_video/modular_sam2_video.py. # Do NOT edit this file manually as any edits will be overwritten by the genera...
# Copyright 2025 The Meta AI 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/LICENSE-2.0 # # Unle...
[ "sam2" ]
sam3_tracker_video
facebook/sam3
2025-11-19
[ "aimv2", "apertus", "arcee", "aria", "audioflamingo3", "aya_vision", "bamba", "biogpt", "bitnet", "blt", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "cwm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/sam3_tracker_video/modular_sam3_tracker_video.py. # Do NOT edit this file manually as any edits will be overwritt...
# 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...
[ "sam2_video" ]
seed_oss
ByteDance-Seed/Seed-OSS-36B-Base
2025-08-22
[ "aimv2", "arcee", "aria", "aya_vision", "bamba", "biogpt", "bitnet", "camembert", "cohere", "cohere2", "cohere2_vision", "colpali", "colqwen2", "conditional_detr", "csm", "d_fine", "data2vec", "dbrx", "deepseek_v2", "deepseek_v3", "deepseek_vl", "deepseek_vl_hybrid", "def...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/seed_oss/modular_seed_oss.py. # Do NOT edit this file manually as any edits will be overwritten by the generation...
# Copyright 2025 Bytedance-Seed Ltd 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 # # ...
[ "llama" ]
sew
asapp/sew-tiny-100k
2021-10-15
[ "camembert", "hubert", "roberta" ]
# coding=utf-8 # Copyright 2021 ASAPP Inc. and the HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2...
https://github.com/huggingface/transformers/blob/cd3166a8ed/src/transformers/models/sew/modeling_sew.py
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/sew/modular_sew.py. # Do NOT edit this file manually as any edits will be overwritten by the generation of # ...
# Copyright 2021 ASAPP Inc. and the HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
[ "wav2vec2" ]
sew_d
asapp/sew-d-tiny-100k
null
[]
# coding=utf-8 # Copyright 2021 ASAPP Inc. and the HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2...
https://github.com/huggingface/transformers/blob/cd3166a8ed/src/transformers/models/sew_d/modeling_sew_d.py
# Copyright 2021 ASAPP Inc. and the HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
null
[]
smolvlm
HuggingFaceTB/SmolVLM2-256M-Video-Instruct
2025-02-20
[ "aria", "bamba", "biogpt", "camembert", "cohere", "cohere2", "colpali", "conditional_detr", "data2vec", "dbrx", "deformable_detr", "diffllama", "dinov2_with_registers", "dpt", "emu3", "ernie", "falcon_mamba", "gemma", "gemma2", "glm", "got_ocr2", "gpt_neox", "granite", ...
null
null
# 🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨🚨 # This file was automatically generated from src/transformers/models/smolvlm/modular_smolvlm.py. # Do NOT edit this file manually as any edits will be overwritten by the generation o...
# Copyright 2025 the HuggingFace Inc. team. All rights reserved. # Written by Orr Zohar # # Licensed under the Apache License, Version 2.0 (the "License"); # you may 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 # # ...
[ "idefics3" ]
stablelm
stabilityai/stablelm-3b-4e1t
null
[]
# coding=utf-8 # Copyright 2024 EleutherAI and the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to G...
https://github.com/huggingface/transformers/blob/de6029a059/src/transformers/models/stablelm/modeling_stablelm.py
# Copyright 2024 EleutherAI and the HuggingFace Inc. team. All rights reserved. # # This code is based on EleutherAI's GPT-NeoX library and the GPT-NeoX # and OPT implementations in this library. It has been modified from its # original forms to accommodate minor architectural differences compared # to GPT-NeoX and OPT...
null
[]