text stringlengths 5 424k | id stringlengths 13 178 | metadata dict | __index_level_0__ int64 0 672 |
|---|---|---|---|
# 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... | diffusers/src/diffusers/models/transformers/dual_transformer_2d.py/0 | {
"file_path": "diffusers/src/diffusers/models/transformers/dual_transformer_2d.py",
"repo_id": "diffusers",
"token_count": 3174
} | 169 |
# Copyright 2025 The EasyAnimate team 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
#
# U... | diffusers/src/diffusers/models/transformers/transformer_easyanimate.py/0 | {
"file_path": "diffusers/src/diffusers/models/transformers/transformer_easyanimate.py",
"repo_id": "diffusers",
"token_count": 10296
} | 170 |
# 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... | diffusers/src/diffusers/models/unets/unet_1d.py/0 | {
"file_path": "diffusers/src/diffusers/models/unets/unet_1d.py",
"repo_id": "diffusers",
"token_count": 5137
} | 171 |
# 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... | diffusers/src/diffusers/models/vae_flax.py/0 | {
"file_path": "diffusers/src/diffusers/models/vae_flax.py",
"repo_id": "diffusers",
"token_count": 15348
} | 172 |
# Copyright 2025 Qwen-Image Team 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
#
# Unless r... | diffusers/src/diffusers/modular_pipelines/qwenimage/decoders.py/0 | {
"file_path": "diffusers/src/diffusers/modular_pipelines/qwenimage/decoders.py",
"repo_id": "diffusers",
"token_count": 3031
} | 173 |
# 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... | diffusers/src/diffusers/modular_pipelines/wan/denoise.py/0 | {
"file_path": "diffusers/src/diffusers/modular_pipelines/wan/denoise.py",
"repo_id": "diffusers",
"token_count": 4317
} | 174 |
# 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... | diffusers/src/diffusers/pipelines/blip_diffusion/modeling_blip2.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/blip_diffusion/modeling_blip2.py",
"repo_id": "diffusers",
"token_count": 12021
} | 175 |
from typing import TYPE_CHECKING
from ...utils import (
DIFFUSERS_SLOW_IMPORT,
OptionalDependencyNotAvailable,
_LazyModule,
get_objects_from_module,
is_torch_available,
is_transformers_available,
)
_dummy_objects = {}
_additional_imports = {}
_import_structure = {"pipeline_output": ["CogView3... | diffusers/src/diffusers/pipelines/cogview3/__init__.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/cogview3/__init__.py",
"repo_id": "diffusers",
"token_count": 594
} | 176 |
# Copyright 2025 Salesforce.com, inc.
# 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/LICENS... | diffusers/src/diffusers/pipelines/controlnet/pipeline_controlnet_blip_diffusion.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/controlnet/pipeline_controlnet_blip_diffusion.py",
"repo_id": "diffusers",
"token_count": 7765
} | 177 |
# 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... | diffusers/src/diffusers/pipelines/controlnet_xs/pipeline_controlnet_xs.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/controlnet_xs/pipeline_controlnet_xs.py",
"repo_id": "diffusers",
"token_count": 20043
} | 178 |
import html
import inspect
import re
import urllib.parse as ul
from typing import Any, Callable, Dict, List, Optional, Union
import numpy as np
import PIL.Image
import torch
from transformers import CLIPImageProcessor, T5EncoderModel, T5Tokenizer
from ...loaders import StableDiffusionLoraLoaderMixin
from ...models im... | diffusers/src/diffusers/pipelines/deepfloyd_if/pipeline_if_img2img.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/deepfloyd_if/pipeline_if_img2img.py",
"repo_id": "diffusers",
"token_count": 18539
} | 179 |
from typing import TYPE_CHECKING
from ....utils import DIFFUSERS_SLOW_IMPORT, _LazyModule
_import_structure = {
"mel": ["Mel"],
"pipeline_audio_diffusion": ["AudioDiffusionPipeline"],
}
if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
from .mel import Mel
from .pipeline_audio_diffusion import AudioDiffusi... | diffusers/src/diffusers/pipelines/deprecated/audio_diffusion/__init__.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/deprecated/audio_diffusion/__init__.py",
"repo_id": "diffusers",
"token_count": 212
} | 180 |
from typing import TYPE_CHECKING
from ....utils import (
DIFFUSERS_SLOW_IMPORT,
OptionalDependencyNotAvailable,
_LazyModule,
get_objects_from_module,
is_torch_available,
is_transformers_available,
)
_dummy_objects = {}
_import_structure = {}
try:
if not (is_transformers_available() and i... | diffusers/src/diffusers/pipelines/deprecated/stable_diffusion_variants/__init__.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/deprecated/stable_diffusion_variants/__init__.py",
"repo_id": "diffusers",
"token_count": 817
} | 181 |
# Copyright 2025 Microsoft and The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless require... | diffusers/src/diffusers/pipelines/deprecated/vq_diffusion/pipeline_vq_diffusion.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/deprecated/vq_diffusion/pipeline_vq_diffusion.py",
"repo_id": "diffusers",
"token_count": 6456
} | 182 |
import inspect
from typing import Any, Callable, Dict, List, Optional, Tuple, Union
import numpy as np
import PIL
import torch
from transformers import (
CLIPTextModel,
CLIPTokenizer,
T5EncoderModel,
T5TokenizerFast,
)
from ...image_processor import PipelineImageInput, VaeImageProcessor
from ...loader... | diffusers/src/diffusers/pipelines/flux/pipeline_flux_controlnet_inpainting.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/flux/pipeline_flux_controlnet_inpainting.py",
"repo_id": "diffusers",
"token_count": 25353
} | 183 |
# 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... | diffusers/src/diffusers/pipelines/kandinsky2_2/pipeline_kandinsky2_2_combined.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/kandinsky2_2/pipeline_kandinsky2_2_combined.py",
"repo_id": "diffusers",
"token_count": 18863
} | 184 |
# Copyright 2025 ChatGLM3-6B Model Team, Kwai-Kolors Team 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... | diffusers/src/diffusers/pipelines/kolors/tokenizer.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/kolors/tokenizer.py",
"repo_id": "diffusers",
"token_count": 5907
} | 185 |
# Copyright 2025 Lightricks 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
#
# Unless requir... | diffusers/src/diffusers/pipelines/ltx/pipeline_ltx_condition.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/ltx/pipeline_ltx_condition.py",
"repo_id": "diffusers",
"token_count": 27913
} | 186 |
# Copyright 2025 Stability AI, Kwai-Kolors Team 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... | diffusers/src/diffusers/pipelines/pag/pipeline_pag_kolors.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/pag/pipeline_pag_kolors.py",
"repo_id": "diffusers",
"token_count": 26791
} | 187 |
# 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... | diffusers/src/diffusers/pipelines/pia/pipeline_pia.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/pia/pipeline_pia.py",
"repo_id": "diffusers",
"token_count": 20782
} | 188 |
import inspect
from typing import Any, Callable, Dict, List, Optional, Union
import numpy as np
import PIL.Image
import torch
from transformers import Qwen2_5_VLForConditionalGeneration, Qwen2Tokenizer
from ...image_processor import PipelineImageInput, VaeImageProcessor
from ...loaders import QwenImageLoraLoaderMixin... | diffusers/src/diffusers/pipelines/qwenimage/pipeline_qwenimage_inpaint.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/qwenimage/pipeline_qwenimage_inpaint.py",
"repo_id": "diffusers",
"token_count": 23205
} | 189 |
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | diffusers/src/diffusers/pipelines/stable_diffusion/convert_from_ckpt.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/stable_diffusion/convert_from_ckpt.py",
"repo_id": "diffusers",
"token_count": 36488
} | 190 |
# 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... | diffusers/src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_upscale.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_upscale.py",
"repo_id": "diffusers",
"token_count": 17663
} | 191 |
# Copyright 2025 The GLIGEN Authors and 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 re... | diffusers/src/diffusers/pipelines/stable_diffusion_gligen/pipeline_stable_diffusion_gligen.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/stable_diffusion_gligen/pipeline_stable_diffusion_gligen.py",
"repo_id": "diffusers",
"token_count": 19280
} | 192 |
# 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... | diffusers/src/diffusers/pipelines/stable_diffusion_xl/pipeline_flax_stable_diffusion_xl.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/stable_diffusion_xl/pipeline_flax_stable_diffusion_xl.py",
"repo_id": "diffusers",
"token_count": 5263
} | 193 |
import copy
import inspect
from dataclasses import dataclass
from typing import Callable, List, Optional, Union
import numpy as np
import PIL.Image
import torch
import torch.nn.functional as F
from torch.nn.functional import grid_sample
from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer
from ..... | diffusers/src/diffusers/pipelines/text_to_video_synthesis/pipeline_text_to_video_zero.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/text_to_video_synthesis/pipeline_text_to_video_zero.py",
"repo_id": "diffusers",
"token_count": 20339
} | 194 |
# 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... | diffusers/src/diffusers/quantizers/base.py/0 | {
"file_path": "diffusers/src/diffusers/quantizers/base.py",
"repo_id": "diffusers",
"token_count": 3858
} | 195 |
# Schedulers
For more information on the schedulers, please refer to the [docs](https://huggingface.co/docs/diffusers/api/schedulers/overview). | diffusers/src/diffusers/schedulers/README.md/0 | {
"file_path": "diffusers/src/diffusers/schedulers/README.md",
"repo_id": "diffusers",
"token_count": 46
} | 196 |
# Copyright 2025 ParaDiGMS 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
#
# Unless... | diffusers/src/diffusers/schedulers/scheduling_ddpm_parallel.py/0 | {
"file_path": "diffusers/src/diffusers/schedulers/scheduling_ddpm_parallel.py",
"repo_id": "diffusers",
"token_count": 13203
} | 197 |
# Copyright 2025 Stability AI, Katherine Crowson 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-... | diffusers/src/diffusers/schedulers/scheduling_flow_match_lcm.py/0 | {
"file_path": "diffusers/src/diffusers/schedulers/scheduling_flow_match_lcm.py",
"repo_id": "diffusers",
"token_count": 10387
} | 198 |
# Copyright 2025 Stanford University Team 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
#
#... | diffusers/src/diffusers/schedulers/scheduling_tcd.py/0 | {
"file_path": "diffusers/src/diffusers/schedulers/scheduling_tcd.py",
"repo_id": "diffusers",
"token_count": 14671
} | 199 |
# This file is autogenerated by the command `make fix-copies`, do not edit.
from ..utils import DummyObject, requires_backends
class MidiProcessor(metaclass=DummyObject):
_backends = ["note_seq"]
def __init__(self, *args, **kwargs):
requires_backends(self, ["note_seq"])
@classmethod
def from... | diffusers/src/diffusers/utils/dummy_note_seq_objects.py/0 | {
"file_path": "diffusers/src/diffusers/utils/dummy_note_seq_objects.py",
"repo_id": "diffusers",
"token_count": 201
} | 200 |
import io
import random
import struct
import tempfile
from contextlib import contextmanager
from typing import List, Optional, Union
import numpy as np
import PIL.Image
import PIL.ImageOps
from .import_utils import BACKENDS_MAPPING, is_imageio_available, is_opencv_available
from .logging import get_logger
global_rn... | diffusers/src/diffusers/utils/export_utils.py/0 | {
"file_path": "diffusers/src/diffusers/utils/export_utils.py",
"repo_id": "diffusers",
"token_count": 3217
} | 201 |
# Copyright 2020 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | diffusers/src/diffusers/utils/versions.py/0 | {
"file_path": "diffusers/src/diffusers/utils/versions.py",
"repo_id": "diffusers",
"token_count": 1699
} | 202 |
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writ... | diffusers/tests/lora/test_lora_layers_ltx_video.py/0 | {
"file_path": "diffusers/tests/lora/test_lora_layers_ltx_video.py",
"repo_id": "diffusers",
"token_count": 2157
} | 203 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/models/autoencoders/test_models_autoencoder_hunyuan_video.py/0 | {
"file_path": "diffusers/tests/models/autoencoders/test_models_autoencoder_hunyuan_video.py",
"repo_id": "diffusers",
"token_count": 3389
} | 204 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/models/test_modeling_common.py/0 | {
"file_path": "diffusers/tests/models/test_modeling_common.py",
"repo_id": "diffusers",
"token_count": 49158
} | 205 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/models/transformers/test_models_transformer_flux.py/0 | {
"file_path": "diffusers/tests/models/transformers/test_models_transformer_flux.py",
"repo_id": "diffusers",
"token_count": 3868
} | 206 |
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writ... | diffusers/tests/models/transformers/test_models_transformer_wan.py/0 | {
"file_path": "diffusers/tests/models/transformers/test_models_transformer_wan.py",
"repo_id": "diffusers",
"token_count": 1199
} | 207 |
# 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... | diffusers/tests/others/test_check_copies.py/0 | {
"file_path": "diffusers/tests/others/test_check_copies.py",
"repo_id": "diffusers",
"token_count": 2028
} | 208 |
# Copyright 2025 The HuggingFace 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 to in... | diffusers/tests/pipelines/cogvideo/test_cogvideox.py/0 | {
"file_path": "diffusers/tests/pipelines/cogvideo/test_cogvideox.py",
"repo_id": "diffusers",
"token_count": 6340
} | 209 |
# coding=utf-8
# Copyright 2025 Harutatsu Akiyama, Jinbin Bai, and HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unle... | diffusers/tests/pipelines/controlnet/test_controlnet_inpaint_sdxl.py/0 | {
"file_path": "diffusers/tests/pipelines/controlnet/test_controlnet_inpaint_sdxl.py",
"repo_id": "diffusers",
"token_count": 5980
} | 210 |
# Copyright 2025 The HuggingFace 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 to in... | diffusers/tests/pipelines/cosmos/test_cosmos2_video2world.py/0 | {
"file_path": "diffusers/tests/pipelines/cosmos/test_cosmos2_video2world.py",
"repo_id": "diffusers",
"token_count": 6246
} | 211 |
# Copyright 2025 The HuggingFace 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 to in... | diffusers/tests/pipelines/easyanimate/test_easyanimate.py/0 | {
"file_path": "diffusers/tests/pipelines/easyanimate/test_easyanimate.py",
"repo_id": "diffusers",
"token_count": 4877
} | 212 |
# Copyright 2025 The HuggingFace 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 to in... | diffusers/tests/pipelines/hunyuan_video/test_hunyuan_skyreels_image2video.py/0 | {
"file_path": "diffusers/tests/pipelines/hunyuan_video/test_hunyuan_skyreels_image2video.py",
"repo_id": "diffusers",
"token_count": 5967
} | 213 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/pipelines/kandinsky2_2/test_kandinsky_controlnet.py/0 | {
"file_path": "diffusers/tests/pipelines/kandinsky2_2/test_kandinsky_controlnet.py",
"repo_id": "diffusers",
"token_count": 4383
} | 214 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/pipelines/latent_diffusion/test_latent_diffusion.py/0 | {
"file_path": "diffusers/tests/pipelines/latent_diffusion/test_latent_diffusion.py",
"repo_id": "diffusers",
"token_count": 3467
} | 215 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/pipelines/pag/test_pag_pixart_sigma.py/0 | {
"file_path": "diffusers/tests/pipelines/pag/test_pag_pixart_sigma.py",
"repo_id": "diffusers",
"token_count": 5935
} | 216 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/pipelines/pndm/test_pndm.py/0 | {
"file_path": "diffusers/tests/pipelines/pndm/test_pndm.py",
"repo_id": "diffusers",
"token_count": 1311
} | 217 |
# coding=utf-8
# Copyright 2022 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/pipelines/stable_diffusion/test_onnx_stable_diffusion_upscale.py/0 | {
"file_path": "diffusers/tests/pipelines/stable_diffusion/test_onnx_stable_diffusion_upscale.py",
"repo_id": "diffusers",
"token_count": 3967
} | 218 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/pipelines/test_pipelines.py/0 | {
"file_path": "diffusers/tests/pipelines/test_pipelines.py",
"repo_id": "diffusers",
"token_count": 50632
} | 219 |
The tests here are adapted from [`transformers` tests](https://github.com/huggingface/transformers/tree/409fcfdfccde77a14b7cc36972b774cabc371ae1/tests/quantization/bnb).
They were conducted on the `audace` machine, using a single RTX 4090. Below is `nvidia-smi`:
```bash
+----------------------------------------------... | diffusers/tests/quantization/bnb/README.md/0 | {
"file_path": "diffusers/tests/quantization/bnb/README.md",
"repo_id": "diffusers",
"token_count": 1033
} | 220 |
import inspect
import tempfile
import unittest
from typing import Dict, List, Tuple
import torch
from diffusers import EDMEulerScheduler
from .test_schedulers import SchedulerCommonTest
class EDMEulerSchedulerTest(SchedulerCommonTest):
scheduler_classes = (EDMEulerScheduler,)
forward_default_kwargs = (("nu... | diffusers/tests/schedulers/test_scheduler_edm_euler.py/0 | {
"file_path": "diffusers/tests/schedulers/test_scheduler_edm_euler.py",
"repo_id": "diffusers",
"token_count": 3799
} | 221 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/schedulers/test_schedulers.py/0 | {
"file_path": "diffusers/tests/schedulers/test_schedulers.py",
"repo_id": "diffusers",
"token_count": 17205
} | 222 |
import gc
import unittest
import torch
from diffusers import (
StableDiffusionImg2ImgPipeline,
)
from diffusers.utils import load_image
from ..testing_utils import (
backend_empty_cache,
enable_full_determinism,
require_torch_accelerator,
slow,
torch_device,
)
from .single_file_testing_utils ... | diffusers/tests/single_file/test_stable_diffusion_img2img_single_file.py/0 | {
"file_path": "diffusers/tests/single_file/test_stable_diffusion_img2img_single_file.py",
"repo_id": "diffusers",
"token_count": 1600
} | 223 |
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
"""
Utility that checks that mo... | diffusers/utils/check_support_list.py/0 | {
"file_path": "diffusers/utils/check_support_list.py",
"repo_id": "diffusers",
"token_count": 2093
} | 224 |
# coding=utf-8
# Copyright 2021 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | diffusers/utils/tests_fetcher.py/0 | {
"file_path": "diffusers/utils/tests_fetcher.py",
"repo_id": "diffusers",
"token_count": 19563
} | 225 |
<p align="center">
<img alt="LeRobot, Hugging Face Robotics Library" src="https://raw.githubusercontent.com/huggingface/lerobot/main/media/lerobot-logo-thumbnail.png" width="100%">
<br/>
<br/>
</p>
<div align="center">
[![Tests](https://github.com/huggingface/lerobot/actions/workflows/nightly.yml/badge.svg?bran... | lerobot/README.md/0 | {
"file_path": "lerobot/README.md",
"repo_id": "lerobot",
"token_count": 6079
} | 226 |
# HIL-SERL Real Robot Training Workflow Guide
In this tutorial you will go through the full Human-in-the-Loop Sample-Efficient Reinforcement Learning (HIL-SERL) workflow using LeRobot. You will master training a policy with RL on a real robot in just a few hours.
HIL-SERL is a sample-efficient reinforcement learning ... | lerobot/docs/source/hilserl.mdx/0 | {
"file_path": "lerobot/docs/source/hilserl.mdx",
"repo_id": "lerobot",
"token_count": 11429
} | 227 |
## Paper
https://tonyzhaozh.github.io/aloha
## Citation
```bibtex
@article{zhao2023learning,
title={Learning fine-grained bimanual manipulation with low-cost hardware},
author={Zhao, Tony Z and Kumar, Vikash and Levine, Sergey and Finn, Chelsea},
journal={arXiv preprint arXiv:2304.13705},
year={2023}
}
```
| lerobot/docs/source/policy_act_README.md/0 | {
"file_path": "lerobot/docs/source/policy_act_README.md",
"repo_id": "lerobot",
"token_count": 113
} | 228 |
# !/usr/bin/env python
# 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
#
#... | lerobot/examples/lekiwi/replay.py/0 | {
"file_path": "lerobot/examples/lekiwi/replay.py",
"repo_id": "lerobot",
"token_count": 705
} | 229 |
# 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... | lerobot/examples/training/train_with_streaming.py/0 | {
"file_path": "lerobot/examples/training/train_with_streaming.py",
"repo_id": "lerobot",
"token_count": 1505
} | 230 |
#!/usr/bin/env python
# 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
#
# ... | lerobot/src/lerobot/__init__.py/0 | {
"file_path": "lerobot/src/lerobot/__init__.py",
"repo_id": "lerobot",
"token_count": 3211
} | 231 |
#!/usr/bin/env python
# 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
#
# ... | lerobot/src/lerobot/datasets/lerobot_dataset.py/0 | {
"file_path": "lerobot/src/lerobot/datasets/lerobot_dataset.py",
"repo_id": "lerobot",
"token_count": 28376
} | 232 |
from .motors_bus import Motor, MotorCalibration, MotorNormMode, MotorsBus
| lerobot/src/lerobot/motors/__init__.py/0 | {
"file_path": "lerobot/src/lerobot/motors/__init__.py",
"repo_id": "lerobot",
"token_count": 21
} | 233 |
#!/usr/bin/env python
# Copyright 2024 Tony Z. Zhao 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... | lerobot/src/lerobot/policies/act/configuration_act.py/0 | {
"file_path": "lerobot/src/lerobot/policies/act/configuration_act.py",
"repo_id": "lerobot",
"token_count": 3350
} | 234 |
#!/usr/bin/env python
# Copyright 2025 Physical Intelligence 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... | lerobot/src/lerobot/policies/pi0/processor_pi0.py/0 | {
"file_path": "lerobot/src/lerobot/policies/pi0/processor_pi0.py",
"repo_id": "lerobot",
"token_count": 2304
} | 235 |
## Paper
https://www.nicklashansen.com/td-mpc/
## Citation
```bibtex
@inproceedings{Hansen2022tdmpc,
title={Temporal Difference Learning for Model Predictive Control},
author={Nicklas Hansen and Xiaolong Wang and Hao Su},
booktitle={ICML},
year={2022}
}
```
| lerobot/src/lerobot/policies/tdmpc/README.md/0 | {
"file_path": "lerobot/src/lerobot/policies/tdmpc/README.md",
"repo_id": "lerobot",
"token_count": 97
} | 236 |
#!/usr/bin/env python
# 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
#
# ... | lerobot/src/lerobot/processor/factory.py/0 | {
"file_path": "lerobot/src/lerobot/processor/factory.py",
"repo_id": "lerobot",
"token_count": 810
} | 237 |
# !/usr/bin/env python
# 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
#... | lerobot/src/lerobot/rl/learner.py/0 | {
"file_path": "lerobot/src/lerobot/rl/learner.py",
"repo_id": "lerobot",
"token_count": 17517
} | 238 |
# 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... | lerobot/src/lerobot/robots/koch_follower/config_koch_follower.py/0 | {
"file_path": "lerobot/src/lerobot/robots/koch_follower/config_koch_follower.py",
"repo_id": "lerobot",
"token_count": 414
} | 239 |
# SO-100
In the steps below, we explain how to assemble the SO-100 robot.
## Source the parts
Follow this [README](https://github.com/TheRobotStudio/SO-ARM100/blob/main/SO100.md). It contains the bill of materials, with a link to source the parts, as well as the instructions to 3D print the parts. And advise if it's... | lerobot/src/lerobot/robots/so100_follower/so100.mdx/0 | {
"file_path": "lerobot/src/lerobot/robots/so100_follower/so100.mdx",
"repo_id": "lerobot",
"token_count": 6462
} | 240 |
#!/usr/bin/env python
# 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
#
# ... | lerobot/src/lerobot/scripts/lerobot_dataset_viz.py/0 | {
"file_path": "lerobot/src/lerobot/scripts/lerobot_dataset_viz.py",
"repo_id": "lerobot",
"token_count": 4086
} | 241 |
# 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... | lerobot/src/lerobot/teleoperators/teleoperator.py/0 | {
"file_path": "lerobot/src/lerobot/teleoperators/teleoperator.py",
"repo_id": "lerobot",
"token_count": 2463
} | 242 |
#!/usr/bin/env python
# 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
#
# ... | lerobot/src/lerobot/utils/logging_utils.py/0 | {
"file_path": "lerobot/src/lerobot/utils/logging_utils.py",
"repo_id": "lerobot",
"token_count": 2247
} | 243 |
version https://git-lfs.github.com/spec/v1
oid sha256:35723f2db499da3d9d121aa79d2ff4c748effd7c2ea92f277ec543a82fb843ca
size 3687117
| lerobot/tests/artifacts/datasets/lerobot/aloha_sim_insertion_human/frame_250.safetensors/0 | {
"file_path": "lerobot/tests/artifacts/datasets/lerobot/aloha_sim_insertion_human/frame_250.safetensors",
"repo_id": "lerobot",
"token_count": 66
} | 244 |
#!/usr/bin/env python
# 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
#
# ... | lerobot/tests/artifacts/datasets/save_dataset_to_safetensors.py/0 | {
"file_path": "lerobot/tests/artifacts/datasets/save_dataset_to_safetensors.py",
"repo_id": "lerobot",
"token_count": 1063
} | 245 |
#!/usr/bin/env python
# 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
#
# ... | lerobot/tests/artifacts/policies/save_policy_to_safetensors.py/0 | {
"file_path": "lerobot/tests/artifacts/policies/save_policy_to_safetensors.py",
"repo_id": "lerobot",
"token_count": 2472
} | 246 |
#!/usr/bin/env python
# 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
#
# ... | lerobot/tests/configs/test_plugin_loading.py/0 | {
"file_path": "lerobot/tests/configs/test_plugin_loading.py",
"repo_id": "lerobot",
"token_count": 1154
} | 247 |
# 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... | lerobot/tests/fixtures/files.py/0 | {
"file_path": "lerobot/tests/fixtures/files.py",
"repo_id": "lerobot",
"token_count": 2782
} | 248 |
#!/usr/bin/env python
# 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
#
# ... | lerobot/tests/policies/test_policies.py/0 | {
"file_path": "lerobot/tests/policies/test_policies.py",
"repo_id": "lerobot",
"token_count": 7989
} | 249 |
#!/usr/bin/env python
# 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
#
# ... | lerobot/tests/processor/test_policy_robot_bridge.py/0 | {
"file_path": "lerobot/tests/processor/test_policy_robot_bridge.py",
"repo_id": "lerobot",
"token_count": 6988
} | 250 |
#!/usr/bin/env python
# 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
#
# ... | lerobot/tests/transport/test_transport_utils.py/0 | {
"file_path": "lerobot/tests/transport/test_transport_utils.py",
"repo_id": "lerobot",
"token_count": 7337
} | 251 |
# Model arguments
model_name_or_path: Qwen/Qwen2.5-1.5B-Instruct
model_revision: main
torch_dtype: bfloat16
attn_implementation: flash_attention_2
# Data training arguments
dataset_name: open-r1/OpenR1-Math-220k
dataset_prompt_column: problem
system_prompt: "You are a helpful AI Assistant that provides well-reasoned a... | open-r1/recipes/Qwen2.5-1.5B-Instruct/grpo/config_demo.yaml/0 | {
"file_path": "open-r1/recipes/Qwen2.5-1.5B-Instruct/grpo/config_demo.yaml",
"repo_id": "open-r1",
"token_count": 514
} | 252 |
import argparse
from transformers import AutoConfig
from math import gcd
def get_tensor_parallel_size(model_name: str, revision: str = None, default_tp: int = 8) -> int:
try:
config = AutoConfig.from_pretrained(model_name, revision=revision, trust_remote_code=True)
num_heads = getattr(config, 'num_... | open-r1/scripts/get_tensor_parallel_size.py/0 | {
"file_path": "open-r1/scripts/get_tensor_parallel_size.py",
"repo_id": "open-r1",
"token_count": 448
} | 253 |
# Piston workers (slurm)
We have built a [piston](https://github.com/engineer-man/piston) package to run IOI problems.
To launch a fleet of piston workers on a slurm cluster, you can adapt the paths in `launch_piston_workers.sh` and `launch_single_piston.sh` and run:
```bash
slurm/piston/launch_piston_workers.sh (num... | open-r1/slurm/piston/README.md/0 | {
"file_path": "open-r1/slurm/piston/README.md",
"repo_id": "open-r1",
"token_count": 1361
} | 254 |
import asyncio
import os
from io import BytesIO
from typing import Literal
from async_lru import alru_cache
from .piston_client import PistonClient
from .utils import batched
async def score_single_test_case(
client: PistonClient,
problem_data: dict,
test_input: str,
test_output: str,
submission... | open-r1/src/open_r1/utils/competitive_programming/cf_scoring.py/0 | {
"file_path": "open-r1/src/open_r1/utils/competitive_programming/cf_scoring.py",
"repo_id": "open-r1",
"token_count": 2651
} | 255 |
# 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... | open-r1/tests/slow/test_code_reward.py/0 | {
"file_path": "open-r1/tests/slow/test_code_reward.py",
"repo_id": "open-r1",
"token_count": 3946
} | 256 |
repos:
- repo: https://github.com/astral-sh/ruff-pre-commit
rev: v0.12.8
hooks:
- id: ruff
args:
- --fix
- id: ruff-format
- repo: https://github.com/pre-commit/pre-commit-hooks
rev: v4.6.0
hooks:
- id: check-merge-conflict
- id: check-yaml
| peft/.pre-commit-config.yaml/0 | {
"file_path": "peft/.pre-commit-config.yaml",
"repo_id": "peft",
"token_count": 158
} | 257 |
<!--Copyright 2023 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | peft/docs/source/conceptual_guides/ia3.md/0 | {
"file_path": "peft/docs/source/conceptual_guides/ia3.md",
"repo_id": "peft",
"token_count": 1031
} | 258 |
<!--Copyright 2023 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | peft/docs/source/package_reference/lokr.md/0 | {
"file_path": "peft/docs/source/package_reference/lokr.md",
"repo_id": "peft",
"token_count": 327
} | 259 |
# Copyright 2023-present the HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or... | peft/examples/boft_controlnet/eval.py/0 | {
"file_path": "peft/examples/boft_controlnet/eval.py",
"repo_id": "peft",
"token_count": 3474
} | 260 |
<!--Copyright 2023 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | peft/examples/boft_dreambooth/boft_dreambooth.md/0 | {
"file_path": "peft/examples/boft_dreambooth/boft_dreambooth.md",
"repo_id": "peft",
"token_count": 2789
} | 261 |
<jupyter_start><jupyter_code>from transformers import AutoModelForCausalLM
from peft import get_peft_config, get_peft_model, PromptTuningInit, PromptTuningConfig, TaskType, PeftType
import torch
from datasets import load_dataset
import os
from transformers import AutoTokenizer
from torch.utils.data import DataLoader
fr... | peft/examples/causal_language_modeling/peft_prompt_tuning_clm.ipynb/0 | {
"file_path": "peft/examples/causal_language_modeling/peft_prompt_tuning_clm.ipynb",
"repo_id": "peft",
"token_count": 4908
} | 262 |
# Copyright 2024-present the HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or... | peft/examples/corda_finetuning/preprocess.py/0 | {
"file_path": "peft/examples/corda_finetuning/preprocess.py",
"repo_id": "peft",
"token_count": 2033
} | 263 |
import os
import torch
import torch.nn as nn
import transformers
from datasets import load_dataset
from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig
from peft import LoraConfig, get_peft_model
os.environ["CUDA_VISIBLE_DEVICES"] = "0" # force to use CUDA GPU device 0
os.environ["ZE_AF... | peft/examples/fp4_finetuning/finetune_fp4_opt_bnb_peft.py/0 | {
"file_path": "peft/examples/fp4_finetuning/finetune_fp4_opt_bnb_peft.py",
"repo_id": "peft",
"token_count": 2428
} | 264 |
compute_environment: LOCAL_MACHINE
debug: false
distributed_type: MULTI_XPU
downcast_bf16: 'no'
enable_cpu_affinity: false
gpu_ids: all
ipex_config:
ipex: false
machine_rank: 0
main_training_function: main
mixed_precision: 'no'
num_machines: 1
num_processes: 4
rdzv_backend: static
same_network: true
tpu_env: []
tpu_u... | peft/examples/int8_training/config.yaml/0 | {
"file_path": "peft/examples/int8_training/config.yaml",
"repo_id": "peft",
"token_count": 151
} | 265 |
# LoRA-FA: Memory-efficient Low-rank Adaptation for Large Language Models Fine-tuning
## Introduction
[LoRA-FA](https://huggingface.co/papers/2308.03303) is a noval Parameter-efficient Fine-tuning method, which freezes the projection down layer (matrix A) during LoRA training process and thus lead to less accelerator... | peft/examples/lorafa_finetune/README.md/0 | {
"file_path": "peft/examples/lorafa_finetune/README.md",
"repo_id": "peft",
"token_count": 1944
} | 266 |
<jupyter_start><jupyter_code>%env CUDA_VISIBLE_DEVICES=0 # force using CUDA GPU device 0
%env ZE_AFFINITY_MASK=0 # force using Intel XPU device 0
%env TOKENIZERS_PARALLELISM=false<jupyter_output>env: CUDA_VISIBLE_DEVICES=0 # force using CUDA GPU device 0
env: ZE_AFFINITY_MASK=0 # force using Intel XPU device 0
env:... | peft/examples/poly/peft_poly_seq2seq_with_generate.ipynb/0 | {
"file_path": "peft/examples/poly/peft_poly_seq2seq_with_generate.ipynb",
"repo_id": "peft",
"token_count": 4174
} | 267 |
<jupyter_start><jupyter_code>import argparse
import os
import torch
from torch.optim import AdamW
from torch.utils.data import DataLoader
from peft import (
get_peft_config,
get_peft_model,
get_peft_model_state_dict,
set_peft_model_state_dict,
PeftType,
PrefixTuningConfig,
PromptEncoderConf... | peft/examples/sequence_classification/P_Tuning.ipynb/0 | {
"file_path": "peft/examples/sequence_classification/P_Tuning.ipynb",
"repo_id": "peft",
"token_count": 2310
} | 268 |
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