repo stringclasses 454
values | file_path stringlengths 5 201 | extension stringclasses 1
value | content stringlengths 8 509k | num_lines int64 3 16.9k | size_bytes int64 8 511k |
|---|---|---|---|---|---|
diffusers | src/diffusers/pipelines/dreamlite/pipeline_dreamlite_mobile.py | .py | # Copyright (c) 2026 ByteDance Ltd. and/or its affiliates.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this 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... | 570 | 25,312 |
diffusers | src/diffusers/pipelines/kandinsky2_2/pipeline_kandinsky2_2.py | .py | # 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... | 332 | 14,318 |
diffusers | src/diffusers/pipelines/kandinsky2_2/pipeline_kandinsky2_2_prior_emb2emb.py | .py | import PIL.Image
import torch
from transformers import CLIPImageProcessor, CLIPTextModelWithProjection, CLIPTokenizer, CLIPVisionModelWithProjection
from ...models import PriorTransformer
from ...schedulers import UnCLIPScheduler
from ...utils import is_torch_xla_available, logging, replace_example_docstring
from ...u... | 572 | 25,376 |
diffusers | src/diffusers/pipelines/kandinsky2_2/pipeline_kandinsky2_2_controlnet.py | .py | # 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... | 329 | 13,949 |
diffusers | src/diffusers/pipelines/kandinsky2_2/__init__.py | .py | 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 is... | 71 | 2,796 |
diffusers | src/diffusers/pipelines/kandinsky2_2/pipeline_kandinsky2_2_controlnet_img2img.py | .py | # 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... | 372 | 16,795 |
diffusers | src/diffusers/pipelines/kandinsky2_2/pipeline_kandinsky2_2_inpainting.py | .py | # 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... | 568 | 24,949 |
diffusers | src/diffusers/pipelines/kandinsky2_2/pipeline_kandinsky2_2_combined.py | .py | # 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... | 878 | 46,100 |
diffusers | src/diffusers/pipelines/kandinsky2_2/pipeline_kandinsky2_2_img2img.py | .py | # 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... | 383 | 17,101 |
diffusers | src/diffusers/pipelines/kandinsky2_2/pipeline_kandinsky2_2_prior.py | .py | from typing import Callable
import PIL.Image
import torch
from transformers import CLIPImageProcessor, CLIPTextModelWithProjection, CLIPTokenizer, CLIPVisionModelWithProjection
from ...models import PriorTransformer
from ...schedulers import UnCLIPScheduler
from ...utils import is_torch_xla_available, logging, replac... | 558 | 25,549 |
diffusers | src/diffusers/pipelines/longcat_audio_dit/__init__.py | .py | 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 is... | 41 | 1,285 |
diffusers | src/diffusers/pipelines/longcat_audio_dit/pipeline_longcat_audio_dit.py | .py | # Copyright 2026 MeiTuan LongCat-AudioDiT 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.... | 359 | 15,474 |
diffusers | src/diffusers/pipelines/chroma/pipeline_chroma_img2img.py | .py | # Copyright 2025 Black Forest Labs 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... | 1,009 | 47,954 |
diffusers | src/diffusers/pipelines/chroma/pipeline_output.py | .py | from dataclasses import dataclass
import numpy as np
import PIL.Image
from ...utils import BaseOutput
@dataclass
class ChromaPipelineOutput(BaseOutput):
"""
Output class for Stable Diffusion pipelines.
Args:
images (`list[PIL.Image.Image]` or `np.ndarray`)
list of denoised PIL image... | 21 | 563 |
diffusers | src/diffusers/pipelines/chroma/pipeline_chroma.py | .py | # Copyright 2025 Black Forest Labs 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... | 923 | 43,609 |
diffusers | src/diffusers/pipelines/chroma/__init__.py | .py | 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": ["ChromaPi... | 52 | 1,761 |
diffusers | src/diffusers/pipelines/chroma/pipeline_chroma_inpainting.py | .py | """
ChromaInpaintPipeline implements a text-guided image inpainting pipeline for the lodestones/Chroma1-HD model, based on
the ChromaPipeline from Hugging Face Diffusers:contentReference[oaicite:0]{index=0} and the Stable Diffusion inpainting
approach:contentReference[oaicite:1]{index=1}.
"""
# Copyright 2025 Black Fo... | 1,202 | 57,356 |
diffusers | src/diffusers/pipelines/shap_e/renderer.py | .py | # Copyright 2025 Open AI 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 required ... | 1,050 | 39,109 |
diffusers | src/diffusers/pipelines/shap_e/pipeline_shap_e_img2img.py | .py | # Copyright 2025 Open AI 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 required ... | 333 | 13,148 |
diffusers | src/diffusers/pipelines/shap_e/pipeline_shap_e.py | .py | # Copyright 2025 Open AI 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 required ... | 346 | 13,347 |
diffusers | src/diffusers/pipelines/shap_e/__init__.py | .py | 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 is... | 72 | 2,093 |
diffusers | src/diffusers/pipelines/shap_e/camera.py | .py | # Copyright 2025 Open AI 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 required ... | 147 | 4,917 |
diffusers | src/diffusers/pipelines/joyimage/pipeline_joyimage_edit.py | .py | import inspect
from typing import Callable, Dict, List, Optional, Union
import numpy as np
import torch
from PIL import Image
from transformers import (
Qwen2Tokenizer,
Qwen3VLForConditionalGeneration,
Qwen3VLProcessor,
)
from ...callbacks import MultiPipelineCallbacks, PipelineCallback
from ...image_proc... | 878 | 39,028 |
diffusers | src/diffusers/pipelines/joyimage/pipeline_output.py | .py | from dataclasses import dataclass
from typing import List, Union
import numpy as np
import PIL.Image
from ...utils import BaseOutput
@dataclass
class JoyImageEditPipelineOutput(BaseOutput):
"""
Output class for JoyImageEdit generation pipelines.
"""
images: Union[List[PIL.Image.Image], np.ndarray]
... | 26 | 524 |
diffusers | src/diffusers/pipelines/joyimage/__init__.py | .py | 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 is... | 51 | 1,673 |
diffusers | src/diffusers/pipelines/joyimage/image_processor.py | .py | # Copyright 2025 The JoyImage 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... | 150 | 4,950 |
diffusers | src/diffusers/pipelines/joyimage/pipeline_joyimage_edit_plus.py | .py | # Copyright 2025 The JoyImage 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... | 771 | 35,607 |
diffusers | src/diffusers/pipelines/marigold/marigold_image_processing.py | .py | # Copyright 2023-2025 Marigold Team, ETH Zürich. All rights reserved.
# Copyright 2024-2025 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
#
# ... | 673 | 31,060 |
diffusers | src/diffusers/pipelines/marigold/pipeline_marigold_depth.py | .py | # Copyright 2023-2025 Marigold Team, ETH Zürich. All rights reserved.
# Copyright 2024-2025 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
#
# ... | 828 | 41,001 |
diffusers | src/diffusers/pipelines/marigold/pipeline_marigold_normals.py | .py | # Copyright 2023-2025 Marigold Team, ETH Zürich. All rights reserved.
# Copyright 2024-2025 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
#
# ... | 705 | 34,597 |
diffusers | src/diffusers/pipelines/marigold/__init__.py | .py | 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 is... | 53 | 1,926 |
diffusers | src/diffusers/pipelines/marigold/pipeline_marigold_intrinsics.py | .py | # Copyright 2023-2025 Marigold Team, ETH Zürich. All rights reserved.
# Copyright 2024-2025 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
#
# ... | 722 | 35,679 |
diffusers | src/diffusers/pipelines/ledits_pp/pipeline_output.py | .py | from dataclasses import dataclass
import numpy as np
import PIL.Image
from ...utils import BaseOutput
@dataclass
class LEditsPPDiffusionPipelineOutput(BaseOutput):
"""
Output class for LEdits++ Diffusion pipelines.
Args:
images (`list[PIL.Image.Image]` or `np.ndarray`)
list of denoi... | 43 | 1,517 |
diffusers | src/diffusers/pipelines/ledits_pp/__init__.py | .py | 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 is... | 56 | 1,783 |
diffusers | src/diffusers/pipelines/ledits_pp/pipeline_leditspp_stable_diffusion_xl.py | .py | # Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 1,808 | 87,238 |
diffusers | src/diffusers/pipelines/ledits_pp/pipeline_leditspp_stable_diffusion.py | .py | import inspect
import math
from itertools import repeat
from typing import Any, Callable
import torch
import torch.nn.functional as F
from packaging import version
from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer
from ...configuration_utils import FrozenDict
from ...image_processor import Pip... | 1,537 | 76,145 |
diffusers | src/diffusers/pipelines/visualcloze/__init__.py | .py | 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... | 53 | 1,502 |
diffusers | src/diffusers/pipelines/visualcloze/pipeline_visualcloze_combined.py | .py | # Copyright 2025 VisualCloze 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 ... | 441 | 23,893 |
diffusers | src/diffusers/pipelines/visualcloze/visualcloze_utils.py | .py | # Copyright 2025 VisualCloze 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 ... | 251 | 10,787 |
diffusers | src/diffusers/pipelines/visualcloze/pipeline_visualcloze_generation.py | .py | # Copyright 2025 VisualCloze 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 ... | 924 | 44,025 |
diffusers | src/diffusers/pipelines/flux/pipeline_flux_controlnet_image_to_image.py | .py | import inspect
from typing import Any, Callable
import numpy as np
import torch
from transformers import (
CLIPTextModel,
CLIPTokenizer,
T5EncoderModel,
T5TokenizerFast,
)
from ...image_processor import PipelineImageInput, VaeImageProcessor
from ...loaders import FluxLoraLoaderMixin, FromSingleFileMix... | 1,014 | 46,801 |
diffusers | src/diffusers/pipelines/flux/pipeline_flux_inpaint.py | .py | # Copyright 2025 Black Forest Labs 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... | 1,233 | 60,818 |
diffusers | src/diffusers/pipelines/flux/pipeline_flux_controlnet.py | .py | # Copyright 2025 Black Forest Labs, The HuggingFace Team and The InstantX Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LIC... | 1,205 | 59,456 |
diffusers | src/diffusers/pipelines/flux/pipeline_flux_control.py | .py | # Copyright 2025 Black Forest Labs 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... | 862 | 39,406 |
diffusers | src/diffusers/pipelines/flux/pipeline_flux_fill.py | .py | # Copyright 2025 Black Forest Labs 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... | 1,013 | 48,202 |
diffusers | src/diffusers/pipelines/flux/pipeline_output.py | .py | from dataclasses import dataclass
import numpy as np
import PIL.Image
import torch
from ...utils import BaseOutput
@dataclass
class FluxPipelineOutput(BaseOutput):
"""
Output class for Flux image generation pipelines.
Args:
images (`list[PIL.Image.Image]` or `torch.Tensor` or `np.ndarray`)
... | 39 | 1,246 |
diffusers | src/diffusers/pipelines/flux/__init__.py | .py | 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": ["FluxPipe... | 74 | 3,445 |
diffusers | src/diffusers/pipelines/flux/pipeline_flux_controlnet_inpainting.py | .py | import inspect
from typing import Any, Callable
import numpy as np
import PIL
import torch
from transformers import (
CLIPTextModel,
CLIPTokenizer,
T5EncoderModel,
T5TokenizerFast,
)
from ...image_processor import PipelineImageInput, VaeImageProcessor
from ...loaders import FluxLoraLoaderMixin, FromSi... | 1,211 | 55,467 |
diffusers | src/diffusers/pipelines/flux/pipeline_flux_control_img2img.py | .py | # Copyright 2025 Black Forest Labs 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... | 946 | 44,542 |
diffusers | src/diffusers/pipelines/flux/pipeline_flux_prior_redux.py | .py | # Copyright 2025 Black Forest Labs 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... | 503 | 22,485 |
diffusers | src/diffusers/pipelines/flux/pipeline_flux_img2img.py | .py | # Copyright 2025 Black Forest Labs 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... | 1,060 | 52,307 |
diffusers | src/diffusers/pipelines/flux/pipeline_flux_control_inpaint.py | .py | # Copyright 2025 Black Forest Labs 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... | 1,115 | 52,469 |
diffusers | src/diffusers/pipelines/flux/pipeline_flux_kontext.py | .py | # Copyright 2025 Black Forest Labs 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... | 1,111 | 53,991 |
diffusers | src/diffusers/pipelines/flux/modeling_flux.py | .py | # Copyright 2025 Black Forest Labs 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... | 47 | 1,518 |
diffusers | src/diffusers/pipelines/flux/pipeline_flux_kontext_inpaint.py | .py | # Copyright 2025 ZenAI. All rights reserved.
# author: @vuongminh1907
import inspect
from typing import Any, Callable
import numpy as np
import PIL.Image
import torch
from transformers import (
CLIPImageProcessor,
CLIPTextModel,
CLIPTokenizer,
CLIPVisionModelWithProjection,
T5EncoderModel,
T5T... | 1,430 | 70,248 |
diffusers | src/diffusers/pipelines/flux/pipeline_flux.py | .py | # Copyright 2025 Black Forest Labs 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... | 971 | 46,740 |
diffusers | src/diffusers/utils/distributed_utils.py | .py | # 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 ... | 37 | 1,045 |
diffusers | src/diffusers/utils/logging.py | .py | # coding=utf-8
# Copyright 2025 Optuna, Hugging Face
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this 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 o... | 362 | 10,165 |
diffusers | src/diffusers/utils/export_utils.py | .py | from __future__ import annotations
import io
import random
import struct
import tempfile
from collections.abc import Iterator
from contextlib import contextmanager
from fractions import Fraction
from itertools import chain
from typing import TYPE_CHECKING
import numpy as np
import PIL.Image
import PIL.ImageOps
from ... | 389 | 14,115 |
diffusers | src/diffusers/utils/testing_utils.py | .py | import functools
import glob
import importlib
import importlib.metadata
import inspect
import io
import logging
import multiprocessing
import os
import random
import re
import struct
import sys
import tempfile
import time
import unittest
import urllib.parse
from collections import UserDict
from contextlib import contex... | 1,613 | 58,854 |
diffusers | src/diffusers/utils/state_dict_utils.py | .py | # 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... | 552 | 23,316 |
diffusers | src/diffusers/utils/source_code_parsing_utils.py | .py | import ast
import importlib
import inspect
import textwrap
class ReturnNameVisitor(ast.NodeVisitor):
"""Thanks to ChatGPT for pairing."""
def __init__(self):
self.return_names = []
def visit_Return(self, node):
# Check if the return value is a tuple.
if isinstance(node.value, ast... | 53 | 1,863 |
diffusers | src/diffusers/utils/__init__.py | .py | # 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... | 176 | 5,318 |
diffusers | src/diffusers/utils/remote_utils.py | .py | # coding=utf-8
# Copyright 2026 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... | 428 | 16,030 |
diffusers | src/diffusers/utils/hub_utils.py | .py | # 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... | 594 | 25,881 |
diffusers | src/diffusers/utils/constants.py | .py | # 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... | 91 | 4,277 |
diffusers | src/diffusers/utils/peft_utils.py | .py | # 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... | 419 | 15,464 |
diffusers | src/diffusers/utils/accelerate_utils.py | .py | # 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... | 49 | 1,839 |
diffusers | src/diffusers/utils/loading_utils.py | .py | import os
import tempfile
from typing import Any, Callable
from urllib.parse import unquote, urlparse
import PIL.Image
import PIL.ImageOps
import requests
from .constants import DIFFUSERS_REQUEST_TIMEOUT
from .import_utils import BACKENDS_MAPPING, is_imageio_available
def load_image(
image: str | PIL.Image.Imag... | 178 | 6,159 |
diffusers | src/diffusers/utils/typing_utils.py | .py | # 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... | 92 | 3,394 |
diffusers | src/diffusers/utils/doc_utils.py | .py | # 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... | 40 | 1,348 |
diffusers | src/diffusers/utils/deprecation_utils.py | .py | import inspect
import warnings
from typing import Any
from packaging import version
from ..utils import logging
logger = logging.get_logger(__name__)
_TORCH_DTYPE_DEPRECATION_MESSAGE = "Please use `dtype` instead."
def _resolve_dtype(dtype, torch_dtype):
"""Resolve the deprecated `torch_dtype` argument into ... | 113 | 4,105 |
diffusers | src/diffusers/utils/torch_utils.py | .py | # 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... | 410 | 14,955 |
diffusers | src/diffusers/utils/dynamic_modules_utils.py | .py | # 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... | 545 | 24,297 |
diffusers | src/diffusers/utils/outputs.py | .py | # 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... | 135 | 5,002 |
diffusers | src/diffusers/utils/pil_utils.py | .py | import PIL.Image
import PIL.ImageOps
from packaging import version
from PIL import Image
if version.parse(version.parse(PIL.__version__).base_version) >= version.parse("9.1.0"):
PIL_INTERPOLATION = {
"linear": PIL.Image.Resampling.BILINEAR,
"bilinear": PIL.Image.Resampling.BILINEAR,
"bicub... | 66 | 1,954 |
diffusers | src/diffusers/utils/import_utils.py | .py | # 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... | 1,024 | 34,925 |
diffusers | src/diffusers/utils/versions.py | .py | # 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... | 117 | 4,302 |
diffusers | src/diffusers/modular_pipelines/components_manager.py | .py | # 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... | 1,164 | 50,470 |
diffusers | src/diffusers/modular_pipelines/__init__.py | .py | from typing import TYPE_CHECKING
from ..utils import (
DIFFUSERS_SLOW_IMPORT,
OptionalDependencyNotAvailable,
_LazyModule,
get_objects_from_module,
is_torch_available,
is_transformers_available,
logging,
)
logger = logging.get_logger(__name__)
logger.warning(
"Modular Diffusers is cur... | 258 | 8,484 |
diffusers | src/diffusers/modular_pipelines/modular_pipeline_utils.py | .py | # Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 1,354 | 54,840 |
diffusers | src/diffusers/modular_pipelines/mellon_node_utils.py | .py | import copy
import json
import logging
import os
# Simple typed wrapper for parameter overrides
from dataclasses import asdict, dataclass
from typing import Any
from huggingface_hub import create_repo, hf_hub_download, upload_file
from huggingface_hub.utils import (
EntryNotFoundError,
HfHubHTTPError,
Rep... | 1,104 | 41,102 |
diffusers | src/diffusers/modular_pipelines/modular_pipeline.py | .py | # 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... | 2,952 | 132,456 |
diffusers | src/diffusers/modular_pipelines/minimax_music3/modular_blocks_minimax_music3.py | .py | # Copyright 2026 The MiniMax 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 ... | 189 | 8,321 |
diffusers | src/diffusers/modular_pipelines/minimax_music3/denoise.py | .py | # Copyright 2026 The MiniMax 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 ... | 329 | 12,951 |
diffusers | src/diffusers/modular_pipelines/minimax_music3/__init__.py | .py | 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 is... | 48 | 1,478 |
diffusers | src/diffusers/modular_pipelines/minimax_music3/before_denoise.py | .py | # Copyright 2026 The MiniMax 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 ... | 74 | 2,770 |
diffusers | src/diffusers/modular_pipelines/minimax_music3/decoders.py | .py | # Copyright 2026 The MiniMax 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 ... | 96 | 3,857 |
diffusers | src/diffusers/modular_pipelines/minimax_music3/encoders.py | .py | # Copyright 2026 The MiniMax 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 ... | 362 | 16,493 |
diffusers | src/diffusers/modular_pipelines/minimax_music3/modular_pipeline.py | .py | # Copyright 2026 The MiniMax 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 ... | 61 | 2,326 |
diffusers | src/diffusers/modular_pipelines/flux2/modular_blocks_flux2.py | .py | # 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... | 357 | 12,356 |
diffusers | src/diffusers/modular_pipelines/flux2/modular_blocks_flux2_klein_base.py | .py | # 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... | 414 | 14,916 |
diffusers | src/diffusers/modular_pipelines/flux2/denoise.py | .py | # 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... | 502 | 18,555 |
diffusers | src/diffusers/modular_pipelines/flux2/__init__.py | .py | 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 is... | 58 | 2,025 |
diffusers | src/diffusers/modular_pipelines/flux2/before_denoise.py | .py | # 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... | 592 | 22,238 |
diffusers | src/diffusers/modular_pipelines/flux2/decoders.py | .py | # 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... | 186 | 6,324 |
diffusers | src/diffusers/modular_pipelines/flux2/modular_blocks_flux2_klein.py | .py | # 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... | 400 | 13,961 |
diffusers | src/diffusers/modular_pipelines/flux2/encoders.py | .py | # 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... | 609 | 22,362 |
diffusers | src/diffusers/modular_pipelines/flux2/inputs.py | .py | # 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... | 243 | 9,132 |
diffusers | src/diffusers/modular_pipelines/flux2/modular_pipeline.py | .py | # 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... | 100 | 3,210 |
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