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/deprecated/unclip/text_proj.py | .py | # Copyright 2025 Kakao Brain 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 requi... | 87 | 4,288 |
diffusers | src/diffusers/pipelines/deprecated/semantic_stable_diffusion/pipeline_semantic_stable_diffusion.py | .py | import inspect
from itertools import repeat
from typing import Callable
import torch
from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer
from ....image_processor import VaeImageProcessor
from ....models import AutoencoderKL, UNet2DConditionModel
from ....pipelines.stable_diffusion.safety_checker... | 733 | 38,774 |
diffusers | src/diffusers/pipelines/deprecated/semantic_stable_diffusion/pipeline_output.py | .py | from dataclasses import dataclass
import numpy as np
import PIL.Image
from ....utils import BaseOutput
@dataclass
class SemanticStableDiffusionPipelineOutput(BaseOutput):
"""
Output class for Stable Diffusion pipelines.
Args:
images (`list[PIL.Image.Image]` or `np.ndarray`)
list of ... | 25 | 773 |
diffusers | src/diffusers/pipelines/deprecated/semantic_stable_diffusion/__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... | 50 | 1,446 |
diffusers | src/diffusers/pipelines/deprecated/musicldm/__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,
is_transformers_version,
)
_dummy_objects = {}
_import_structure = {}
try:
if not (is_t... | 50 | 1,414 |
diffusers | src/diffusers/pipelines/deprecated/musicldm/pipeline_musicldm.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... | 654 | 30,608 |
diffusers | src/diffusers/pipelines/deprecated/unidiffuser/pipeline_unidiffuser.py | .py | import inspect
from dataclasses import dataclass
from typing import Callable
import numpy as np
import PIL.Image
import torch
from transformers import (
CLIPImageProcessor,
CLIPTextModel,
CLIPTokenizer,
CLIPVisionModelWithProjection,
GPT2Tokenizer,
)
from ....image_processor import VaeImageProcess... | 1,406 | 67,221 |
diffusers | src/diffusers/pipelines/deprecated/unidiffuser/__init__.py | .py | from typing import TYPE_CHECKING
from ....utils import (
DIFFUSERS_SLOW_IMPORT,
OptionalDependencyNotAvailable,
_LazyModule,
is_torch_available,
is_transformers_available,
)
_dummy_objects = {}
_import_structure = {}
try:
if not (is_transformers_available() and is_torch_available()):
... | 59 | 1,817 |
diffusers | src/diffusers/pipelines/deprecated/unidiffuser/modeling_uvit.py | .py | import math
import torch
from torch import nn
from ....configuration_utils import ConfigMixin, register_to_config
from ....models import ModelMixin
from ....models.attention import FeedForward
from ....models.attention_processor import Attention
from ....models.embeddings import TimestepEmbedding, Timesteps, get_2d_s... | 1,197 | 54,187 |
diffusers | src/diffusers/pipelines/deprecated/unidiffuser/modeling_text_decoder.py | .py | import numpy as np
import torch
from torch import nn
from transformers import GPT2Config, GPT2LMHeadModel
from transformers.modeling_utils import ModuleUtilsMixin
from ....configuration_utils import ConfigMixin, register_to_config
from ....models import ModelMixin
# Modified from ClipCaptionModel in https://github.c... | 295 | 14,069 |
diffusers | src/diffusers/pipelines/deprecated/stable_diffusion_ldm3d/pipeline_stable_diffusion_ldm3d.py | .py | # Copyright 2025 The Intel Labs Team Authors and the HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
... | 1,050 | 52,009 |
diffusers | src/diffusers/pipelines/deprecated/stable_diffusion_ldm3d/__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 ... | 49 | 1,349 |
diffusers | src/diffusers/pipelines/deprecated/stable_diffusion_safe/pipeline_stable_diffusion_safe.py | .py | import inspect
import warnings
from typing import Callable
import numpy as np
import torch
from packaging import version
from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer, CLIPVisionModelWithProjection
from ....configuration_utils import FrozenDict
from ....image_processor import PipelineImage... | 785 | 39,401 |
diffusers | src/diffusers/pipelines/deprecated/stable_diffusion_safe/pipeline_output.py | .py | from dataclasses import dataclass
import numpy as np
import PIL.Image
from ....utils import (
BaseOutput,
)
@dataclass
class StableDiffusionSafePipelineOutput(BaseOutput):
"""
Output class for Safe Stable Diffusion pipelines.
Args:
images (`list[PIL.Image.Image]` or `np.ndarray`)
... | 34 | 1,398 |
diffusers | src/diffusers/pipelines/deprecated/stable_diffusion_safe/__init__.py | .py | from dataclasses import dataclass
from enum import Enum
from typing import TYPE_CHECKING
import numpy as np
import PIL
from PIL import Image
from ....utils import (
DIFFUSERS_SLOW_IMPORT,
BaseOutput,
OptionalDependencyNotAvailable,
_LazyModule,
get_objects_from_module,
is_torch_available,
... | 100 | 2,731 |
diffusers | src/diffusers/pipelines/deprecated/stable_diffusion_safe/safety_checker.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... | 110 | 5,040 |
diffusers | src/diffusers/pipelines/deprecated/versatile_diffusion/modeling_text_unet.py | .py | from typing import Any
import numpy as np
import torch
import torch.nn as nn
import torch.nn.functional as F
from diffusers.utils import deprecate
from ....configuration_utils import ConfigMixin, register_to_config
from ....models import ModelMixin
from ....models.activations import get_activation
from ....models.at... | 2,439 | 112,669 |
diffusers | src/diffusers/pipelines/deprecated/versatile_diffusion/pipeline_versatile_diffusion.py | .py | import inspect
from typing import Callable
import PIL.Image
import torch
from transformers import CLIPImageProcessor, CLIPTextModel, CLIPTokenizer, CLIPVisionModel
from ....models import AutoencoderKL, UNet2DConditionModel
from ....schedulers import KarrasDiffusionSchedulers
from ....utils import logging
from ...pipe... | 422 | 21,779 |
diffusers | src/diffusers/pipelines/deprecated/versatile_diffusion/pipeline_versatile_diffusion_text_to_image.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... | 480 | 22,851 |
diffusers | src/diffusers/pipelines/deprecated/versatile_diffusion/__init__.py | .py | from typing import TYPE_CHECKING
from ....utils import (
DIFFUSERS_SLOW_IMPORT,
OptionalDependencyNotAvailable,
_LazyModule,
is_torch_available,
is_transformers_available,
is_transformers_version,
)
_dummy_objects = {}
_import_structure = {}
try:
if not (is_transformers_available() and i... | 72 | 2,838 |
diffusers | src/diffusers/pipelines/deprecated/versatile_diffusion/pipeline_versatile_diffusion_dual_guided.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... | 564 | 27,279 |
diffusers | src/diffusers/pipelines/deprecated/versatile_diffusion/pipeline_versatile_diffusion_image_variation.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... | 402 | 19,648 |
diffusers | src/diffusers/pipelines/deprecated/vq_diffusion/__init__.py | .py | from typing import TYPE_CHECKING
from ....utils import (
DIFFUSERS_SLOW_IMPORT,
OptionalDependencyNotAvailable,
_LazyModule,
is_torch_available,
is_transformers_available,
)
_dummy_objects = {}
_import_structure = {}
try:
if not (is_transformers_available() and is_torch_available()):
... | 58 | 1,650 |
diffusers | src/diffusers/pipelines/deprecated/vq_diffusion/pipeline_vq_diffusion.py | .py | # 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... | 326 | 15,378 |
diffusers | src/diffusers/pipelines/deprecated/stable_diffusion_attend_and_excite/__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 ... | 49 | 1,393 |
diffusers | src/diffusers/pipelines/deprecated/stable_diffusion_attend_and_excite/pipeline_stable_diffusion_attend_and_excite.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... | 1,114 | 51,470 |
diffusers | src/diffusers/pipelines/deprecated/spectrogram_diffusion/__init__.py | .py | # flake8: noqa
from typing import TYPE_CHECKING
from ....utils import (
DIFFUSERS_SLOW_IMPORT,
_LazyModule,
is_note_seq_available,
OptionalDependencyNotAvailable,
is_torch_available,
is_transformers_available,
get_objects_from_module,
)
_dummy_objects = {}
_import_structure = {}
try:
i... | 76 | 2,588 |
diffusers | src/diffusers/pipelines/deprecated/spectrogram_diffusion/continuous_encoder.py | .py | # Copyright 2022 The Music Spectrogram Diffusion Authors.
# 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... | 93 | 3,100 |
diffusers | src/diffusers/pipelines/deprecated/spectrogram_diffusion/notes_encoder.py | .py | # Copyright 2022 The Music Spectrogram Diffusion Authors.
# 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... | 87 | 2,923 |
diffusers | src/diffusers/pipelines/deprecated/spectrogram_diffusion/pipeline_spectrogram_diffusion.py | .py | # Copyright 2022 The Music Spectrogram Diffusion Authors.
# 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... | 272 | 11,642 |
diffusers | src/diffusers/pipelines/deprecated/spectrogram_diffusion/midi_utils.py | .py | # Copyright 2022 The Music Spectrogram Diffusion Authors.
# 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... | 668 | 25,046 |
diffusers | src/diffusers/pipelines/deprecated/latent_diffusion_uncond/pipeline_latent_diffusion_uncond.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... | 133 | 5,577 |
diffusers | src/diffusers/pipelines/deprecated/latent_diffusion_uncond/__init__.py | .py | from typing import TYPE_CHECKING
from ....utils import DIFFUSERS_SLOW_IMPORT, _LazyModule
_import_structure = {"pipeline_latent_diffusion_uncond": ["LDMPipeline"]}
if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
from .pipeline_latent_diffusion_uncond import LDMPipeline
else:
import sys
sys.modules[__name__]... | 19 | 448 |
diffusers | src/diffusers/pipelines/deprecated/repaint/pipeline_repaint.py | .py | # Copyright 2025 ETH Zurich Computer Vision Lab 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... | 230 | 10,005 |
diffusers | src/diffusers/pipelines/deprecated/repaint/__init__.py | .py | from typing import TYPE_CHECKING
from ....utils import DIFFUSERS_SLOW_IMPORT, _LazyModule
_import_structure = {"pipeline_repaint": ["RePaintPipeline"]}
if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
from .pipeline_repaint import RePaintPipeline
else:
import sys
sys.modules[__name__] = _LazyModule(
... | 20 | 425 |
diffusers | src/diffusers/pipelines/deprecated/pia/__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... | 47 | 1,302 |
diffusers | src/diffusers/pipelines/deprecated/pia/pipeline_pia.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... | 964 | 46,541 |
diffusers | src/diffusers/pipelines/deprecated/score_sde_ve/pipeline_score_sde_ve.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... | 111 | 4,553 |
diffusers | src/diffusers/pipelines/deprecated/score_sde_ve/__init__.py | .py | from typing import TYPE_CHECKING
from ....utils import DIFFUSERS_SLOW_IMPORT, _LazyModule
_import_structure = {"pipeline_score_sde_ve": ["ScoreSdeVePipeline"]}
if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
from .pipeline_score_sde_ve import ScoreSdeVePipeline
else:
import sys
sys.modules[__name__] = _Laz... | 20 | 441 |
diffusers | src/diffusers/pipelines/deprecated/controlnet_xs/pipeline_controlnet_xs_sd_xl.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... | 1,117 | 56,775 |
diffusers | src/diffusers/pipelines/deprecated/controlnet_xs/__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... | 51 | 1,531 |
diffusers | src/diffusers/pipelines/deprecated/controlnet_xs/pipeline_controlnet_xs.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... | 928 | 45,931 |
diffusers | src/diffusers/pipelines/deprecated/i2vgen_xl/__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... | 47 | 1,310 |
diffusers | src/diffusers/pipelines/deprecated/i2vgen_xl/pipeline_i2vgen_xl.py | .py | # Copyright 2025 Alibaba DAMO-VILAB 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
#
# Unles... | 798 | 37,325 |
diffusers | src/diffusers/pipelines/hidream_image/pipeline_output.py | .py | # Copyright 2025 HiDream-ai 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... | 35 | 1,192 |
diffusers | src/diffusers/pipelines/hidream_image/__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": ["HiDreamI... | 48 | 1,499 |
diffusers | src/diffusers/pipelines/hidream_image/pipeline_hidream_image.py | .py | # Copyright 2025 HiDream-ai 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... | 1,006 | 50,549 |
diffusers | src/diffusers/pipelines/sana_video/pipeline_output.py | .py | from dataclasses import dataclass
import torch
from ...utils import BaseOutput
@dataclass
class SanaVideoPipelineOutput(BaseOutput):
r"""
Output class for Sana-Video pipelines.
Args:
frames (`torch.Tensor`, `np.ndarray`, or list[list[PIL.Image.Image]]):
List of video outputs - It ca... | 21 | 611 |
diffusers | src/diffusers/pipelines/sana_video/pipeline_sana_video_i2v.py | .py | # Copyright 2025 SANA-Video 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
#
# Unles... | 1,089 | 53,169 |
diffusers | src/diffusers/pipelines/sana_video/__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... | 50 | 1,449 |
diffusers | src/diffusers/pipelines/sana_video/pipeline_sana_video.py | .py | # Copyright 2025 SANA-Video 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
#
# Unles... | 1,036 | 49,593 |
diffusers | src/diffusers/pipelines/ltx2/latent_upsampler.py | .py | # 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... | 286 | 11,867 |
diffusers | src/diffusers/pipelines/ltx2/pipeline_ltx2_diffusion_decode.py | .py | # Copyright 2026 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... | 122 | 5,726 |
diffusers | src/diffusers/pipelines/ltx2/utils.py | .py | # Copyright 2026 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... | 333 | 24,308 |
diffusers | src/diffusers/pipelines/ltx2/export_utils.py | .py | # Copyright 2025 The Lightricks 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
#
# Un... | 126 | 5,497 |
diffusers | src/diffusers/pipelines/ltx2/pipeline_ltx2_latent_upsample.py | .py | # 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... | 426 | 19,990 |
diffusers | src/diffusers/pipelines/ltx2/pipeline_ltx2_image2video.py | .py | # 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... | 1,761 | 91,050 |
diffusers | src/diffusers/pipelines/ltx2/pipeline_output.py | .py | from dataclasses import dataclass
import torch
from diffusers.utils import BaseOutput
@dataclass
class LTX2PipelineOutput(BaseOutput):
r"""
Output class for LTX pipelines.
Args:
frames (`torch.Tensor`, `np.ndarray`, or list[list[PIL.Image.Image]]):
List of video outputs - It can be ... | 39 | 1,263 |
diffusers | src/diffusers/pipelines/ltx2/__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... | 71 | 2,964 |
diffusers | src/diffusers/pipelines/ltx2/connectors.py | .py | import math
import torch
import torch.nn as nn
from ...configuration_utils import ConfigMixin, register_to_config
from ...loaders import PeftAdapterMixin
from ...models.attention import FeedForward
from ...models.modeling_utils import ModelMixin
from ...models.transformers.transformer_ltx2 import LTX2Attention, LTX2A... | 479 | 22,295 |
diffusers | src/diffusers/pipelines/ltx2/pipeline_ltx2_ic_lora.py | .py | # 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... | 2,544 | 133,260 |
diffusers | src/diffusers/pipelines/ltx2/pipeline_ltx2_condition.py | .py | # 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... | 2,111 | 111,162 |
diffusers | src/diffusers/pipelines/ltx2/duration_head.py | .py | # Copyright 2026 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... | 254 | 12,002 |
diffusers | src/diffusers/pipelines/ltx2/pipeline_ltx2_hdr_lora.py | .py | # 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... | 1,617 | 81,408 |
diffusers | src/diffusers/pipelines/ltx2/pipeline_ltx2.py | .py | # 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... | 1,657 | 85,872 |
diffusers | src/diffusers/pipelines/ltx2/image_processor.py | .py | # 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... | 176 | 7,709 |
diffusers | src/diffusers/pipelines/ltx2/prompt_enhancement.py | .py | # Copyright 2026 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... | 74 | 3,146 |
diffusers | src/diffusers/pipelines/ltx2/vocoder.py | .py | import math
import torch
import torch.nn as nn
import torch.nn.functional as F
from ...configuration_utils import ConfigMixin, register_to_config
from ...models.modeling_utils import ModelMixin
def kaiser_sinc_filter1d(cutoff: float, half_width: float, kernel_size: int) -> torch.Tensor:
"""
Creates a Kaiser... | 598 | 23,701 |
diffusers | src/diffusers/pipelines/stable_diffusion_xl/watermark.py | .py | import numpy as np
import torch
from ...utils import is_invisible_watermark_available
if is_invisible_watermark_available():
from imwatermark import WatermarkEncoder
# Copied from https://github.com/Stability-AI/generative-models/blob/613af104c6b85184091d42d374fef420eddb356d/scripts/demo/streamlit_helpers.py#L... | 43 | 1,458 |
diffusers | src/diffusers/pipelines/stable_diffusion_xl/pipeline_output.py | .py | from dataclasses import dataclass
import numpy as np
import PIL.Image
from ...utils import BaseOutput
@dataclass
class StableDiffusionXLPipelineOutput(BaseOutput):
"""
Output class for Stable Diffusion pipelines.
Args:
images (`list[PIL.Image.Image]` or `np.ndarray`)
list of denoise... | 21 | 574 |
diffusers | src/diffusers/pipelines/stable_diffusion_xl/__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": ["StableDi... | 57 | 2,139 |
diffusers | src/diffusers/pipelines/stable_diffusion_xl/pipeline_stable_diffusion_xl.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... | 1,309 | 68,003 |
diffusers | src/diffusers/pipelines/stable_diffusion_xl/pipeline_stable_diffusion_xl_inpaint.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... | 1,735 | 90,459 |
diffusers | src/diffusers/pipelines/stable_diffusion_xl/pipeline_stable_diffusion_xl_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... | 1,493 | 78,363 |
diffusers | src/diffusers/pipelines/stable_diffusion_xl/pipeline_stable_diffusion_xl_instruct_pix2pix.py | .py | # Copyright 2025 Harutatsu Akiyama 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... | 978 | 51,542 |
diffusers | src/diffusers/pipelines/cogview4/pipeline_output.py | .py | from dataclasses import dataclass
import numpy as np
import PIL.Image
from ...utils import BaseOutput
@dataclass
class CogView4PipelineOutput(BaseOutput):
"""
Output class for CogView3 pipelines.
Args:
images (`list[PIL.Image.Image]` or `np.ndarray`)
list of denoised PIL images of l... | 21 | 557 |
diffusers | src/diffusers/pipelines/cogview4/__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": ["CogView4... | 50 | 1,633 |
diffusers | src/diffusers/pipelines/cogview4/pipeline_cogview4_control.py | .py | # Copyright 2025 The CogVideoX team, Tsinghua University & ZhipuAI 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.o... | 740 | 35,746 |
diffusers | src/diffusers/pipelines/cogview4/pipeline_cogview4.py | .py | # Copyright 2025 The CogVideoX team, Tsinghua University & ZhipuAI 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.o... | 688 | 33,802 |
diffusers | src/diffusers/pipelines/latte/pipeline_latte.py | .py | # Copyright 2025 the Latte 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 ... | 915 | 42,698 |
diffusers | src/diffusers/pipelines/latte/__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... | 49 | 1,282 |
diffusers | src/diffusers/pipelines/audioldm2/pipeline_audioldm2.py | .py | # Copyright 2025 CVSSP, ByteDance 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 ... | 1,098 | 54,636 |
diffusers | src/diffusers/pipelines/audioldm2/modeling_audioldm2.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... | 1,412 | 67,492 |
diffusers | src/diffusers/pipelines/audioldm2/__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,
is_transformers_version,
)
_dummy_objects = {}
_import_structure = {}
try:
if not (is_tr... | 51 | 1,605 |
diffusers | src/diffusers/pipelines/ddpm/__init__.py | .py | from typing import TYPE_CHECKING
from ...utils import (
DIFFUSERS_SLOW_IMPORT,
_LazyModule,
)
_import_structure = {"pipeline_ddpm": ["DDPMPipeline"]}
if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
from .pipeline_ddpm import DDPMPipeline
else:
import sys
sys.modules[__name__] = _LazyModule(
... | 23 | 425 |
diffusers | src/diffusers/pipelines/ddpm/pipeline_ddpm.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... | 140 | 5,277 |
diffusers | src/diffusers/pipelines/stable_video_diffusion/__init__.py | .py | from typing import TYPE_CHECKING
from ...utils import (
DIFFUSERS_SLOW_IMPORT,
BaseOutput,
OptionalDependencyNotAvailable,
_LazyModule,
get_objects_from_module,
is_torch_available,
is_transformers_available,
)
_dummy_objects = {}
_import_structure = {}
try:
if not (is_transformers_av... | 59 | 1,551 |
diffusers | src/diffusers/pipelines/stable_video_diffusion/pipeline_stable_video_diffusion.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... | 744 | 32,658 |
diffusers | src/diffusers/pipelines/cosmos/pipeline_cosmos_video2world.py | .py | # Copyright 2025 The NVIDIA 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... | 848 | 41,696 |
diffusers | src/diffusers/pipelines/cosmos/pipeline_cosmos3_omni.py | .py | # Copyright 2025 The NVIDIA 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... | 1,826 | 94,394 |
diffusers | src/diffusers/pipelines/cosmos/pipeline_cosmos2_5_transfer.py | .py | # Copyright 2025 The NVIDIA 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... | 1,025 | 51,191 |
diffusers | src/diffusers/pipelines/cosmos/pipeline_output.py | .py | from dataclasses import dataclass
import numpy as np
import PIL.Image
import torch
from diffusers.utils import BaseOutput, get_logger
logger = get_logger(__name__)
@dataclass
class CosmosPipelineOutput(BaseOutput):
r"""
Output class for Cosmos any-to-world/video pipelines.
Args:
frames (`torc... | 40 | 1,177 |
diffusers | src/diffusers/pipelines/cosmos/__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... | 73 | 2,447 |
diffusers | src/diffusers/pipelines/cosmos/pipeline_cosmos2_5_predict.py | .py | # Copyright 2025 The NVIDIA 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... | 887 | 43,903 |
diffusers | src/diffusers/pipelines/cosmos/pipeline_cosmos2_text2image.py | .py | # Copyright 2025 The NVIDIA 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... | 687 | 34,030 |
diffusers | src/diffusers/pipelines/cosmos/pipeline_cosmos_text2world.py | .py | # Copyright 2025 The NVIDIA 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... | 678 | 32,707 |
diffusers | src/diffusers/pipelines/cosmos/pipeline_cosmos2_video2world.py | .py | # Copyright 2025 The NVIDIA 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... | 803 | 40,094 |
diffusers | src/diffusers/pipelines/dreamlite/pipeline_dreamlite.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... | 593 | 26,597 |
diffusers | src/diffusers/pipelines/dreamlite/pipeline_output.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... | 36 | 1,203 |
diffusers | src/diffusers/pipelines/dreamlite/__init__.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... | 43 | 1,296 |
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