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/modular_pipelines/ltx2/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... | 99 | 6,682 |
diffusers | src/diffusers/modular_pipelines/ltx2/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... | 680 | 30,986 |
diffusers | src/diffusers/modular_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 is... | 62 | 1,886 |
diffusers | src/diffusers/modular_pipelines/ltx2/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... | 1,761 | 78,976 |
diffusers | src/diffusers/modular_pipelines/ltx2/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... | 388 | 16,224 |
diffusers | src/diffusers/modular_pipelines/ltx2/modular_blocks_ltx25.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... | 390 | 18,782 |
diffusers | src/diffusers/modular_pipelines/ltx2/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... | 1,313 | 58,653 |
diffusers | src/diffusers/modular_pipelines/ltx2/guider.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... | 163 | 8,925 |
diffusers | src/diffusers/modular_pipelines/ltx2/modular_blocks_ltx2.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... | 1,895 | 95,329 |
diffusers | src/diffusers/modular_pipelines/ltx2/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... | 137 | 4,822 |
diffusers | src/diffusers/modular_pipelines/stable_diffusion_xl/modular_blocks_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... | 513 | 25,136 |
diffusers | src/diffusers/modular_pipelines/stable_diffusion_xl/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... | 799 | 35,621 |
diffusers | src/diffusers/modular_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 = {}
_import_structure = {}
try:
if not (is_transformers_available() and is... | 48 | 1,512 |
diffusers | src/diffusers/modular_pipelines/stable_diffusion_xl/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... | 1,875 | 85,972 |
diffusers | src/diffusers/modular_pipelines/stable_diffusion_xl/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... | 199 | 7,763 |
diffusers | src/diffusers/modular_pipelines/stable_diffusion_xl/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... | 886 | 41,208 |
diffusers | src/diffusers/modular_pipelines/stable_diffusion_xl/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... | 361 | 15,512 |
diffusers | src/diffusers/modular_pipelines/anima/modular_blocks_anima.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... | 382 | 15,895 |
diffusers | src/diffusers/modular_pipelines/anima/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... | 212 | 8,412 |
diffusers | src/diffusers/modular_pipelines/anima/__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 | 1,436 |
diffusers | src/diffusers/modular_pipelines/anima/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... | 715 | 28,469 |
diffusers | src/diffusers/modular_pipelines/anima/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... | 121 | 4,219 |
diffusers | src/diffusers/modular_pipelines/anima/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... | 405 | 15,856 |
diffusers | src/diffusers/modular_pipelines/anima/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... | 53 | 1,682 |
diffusers | src/diffusers/modular_pipelines/cosmos/after_decode.py | .py | import torch
from ...utils import encode_video, export_to_video
from ..modular_pipeline import ModularPipelineBlocks, PipelineState
from ..modular_pipeline_utils import InputParam, OutputParam
from .modular_pipeline import Cosmos3OmniModularPipeline
class Cosmos3ActionOutputStep(ModularPipelineBlocks):
model_nam... | 114 | 4,545 |
diffusers | src/diffusers/modular_pipelines/cosmos/before_encoder.py | .py | import math
import torch
from ...configuration_utils import FrozenDict
from ...video_processor import VideoProcessor
from ..modular_pipeline import ModularPipelineBlocks, PipelineState
from ..modular_pipeline_utils import ComponentSpec, InputParam, OutputParam
from .modular_pipeline import Cosmos3OmniModularPipeline
... | 167 | 7,669 |
diffusers | src/diffusers/modular_pipelines/cosmos/denoise.py | .py | import inspect
import torch
from ...models.transformers.transformer_cosmos3 import Cosmos3OmniTransformer
from ...schedulers import FlowMatchEulerDiscreteScheduler, UniPCMultistepScheduler
from ..modular_pipeline import (
BlockState,
LoopSequentialPipelineBlocks,
ModularPipelineBlocks,
PipelineState,
... | 890 | 35,811 |
diffusers | src/diffusers/modular_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 is... | 50 | 1,688 |
diffusers | src/diffusers/modular_pipelines/cosmos/before_denoise.py | .py | import copy
import numpy as np
import torch
from ...models.transformers.transformer_cosmos3 import Cosmos3OmniTransformer
from ...pipelines.cosmos.pipeline_cosmos3_omni import _EMBODIMENT_TO_DOMAIN_ID, CosmosActionCondition
from ...schedulers import FlowMatchEulerDiscreteScheduler, UniPCMultistepScheduler
from ...uti... | 1,332 | 55,386 |
diffusers | src/diffusers/modular_pipelines/cosmos/decoders.py | .py | import torch
from ...configuration_utils import FrozenDict
from ...models.autoencoders.autoencoder_cosmos3_audio import Cosmos3AVAEAudioTokenizer
from ...models.autoencoders.autoencoder_kl_wan import AutoencoderKLWan
from ...utils import logging
from ...video_processor import VideoProcessor
from ..modular_pipeline imp... | 260 | 10,594 |
diffusers | src/diffusers/modular_pipelines/cosmos/encoders.py | .py | import torch
from transformers import AutoTokenizer
from ...configuration_utils import FrozenDict
from ...models.autoencoders.autoencoder_kl_wan import AutoencoderKLWan
from ...pipelines.cosmos.pipeline_cosmos3_omni import (
_ACTION_RESOLUTION_BINS,
CosmosActionCondition,
)
from ...utils import logging
from ..... | 1,057 | 46,010 |
diffusers | src/diffusers/modular_pipelines/cosmos/modular_blocks_cosmos3_distilled.py | .py | from ..modular_pipeline import ConditionalPipelineBlocks, SequentialPipelineBlocks
from ..modular_pipeline_utils import OutputParam
from .before_denoise import (
Cosmos3DistilledSetTimestepsStep,
Cosmos3PrepareTextSegmentsStep,
Cosmos3VisionDenoiseInputStep,
Cosmos3VisionPackSequenceStep,
Cosmos3Vis... | 241 | 9,849 |
diffusers | src/diffusers/modular_pipelines/cosmos/modular_blocks_cosmos3.py | .py | import torch
from ..modular_pipeline import (
AutoPipelineBlocks,
ConditionalPipelineBlocks,
PipelineState,
SequentialPipelineBlocks,
)
from ..modular_pipeline_utils import InputParam, OutputParam
from .after_decode import Cosmos3ActionOutputStep
from .before_denoise import (
Cosmos3ActionDenoiseIn... | 1,302 | 55,845 |
diffusers | src/diffusers/modular_pipelines/cosmos/modular_pipeline.py | .py | import torch
from ...pipelines.cosmos.pipeline_cosmos3_omni import Cosmos3OmniPipeline, CosmosSafetyChecker
from ..modular_pipeline import ModularPipeline
class Cosmos3OmniModularPipeline(ModularPipeline):
"""
A ModularPipeline for Cosmos 3 omni generation.
"""
default_blocks_name = "Cosmos3OmniBloc... | 131 | 5,100 |
diffusers | src/diffusers/modular_pipelines/flux/modular_blocks_flux_kontext.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... | 586 | 23,149 |
diffusers | src/diffusers/modular_pipelines/flux/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... | 323 | 11,852 |
diffusers | src/diffusers/modular_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 = {}
_import_structure = {}
try:
if not (is_transformers_available() and is... | 50 | 1,640 |
diffusers | src/diffusers/modular_pipelines/flux/modular_blocks_flux.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... | 587 | 22,540 |
diffusers | src/diffusers/modular_pipelines/flux/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... | 619 | 24,732 |
diffusers | src/diffusers/modular_pipelines/flux/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... | 110 | 3,886 |
diffusers | src/diffusers/modular_pipelines/flux/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... | 481 | 19,360 |
diffusers | src/diffusers/modular_pipelines/flux/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... | 364 | 15,165 |
diffusers | src/diffusers/modular_pipelines/flux/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... | 68 | 2,133 |
diffusers | src/diffusers/models/attention_dispatch.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... | 4,160 | 147,128 |
diffusers | src/diffusers/models/model_loading_utils.py | .py | # coding=utf-8
# Copyright 2025 The HuggingFace Inc. team.
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.a... | 762 | 30,459 |
diffusers | src/diffusers/models/attention_processor.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... | 5,680 | 239,322 |
diffusers | src/diffusers/models/resnet.py | .py | # Copyright 2026 The HuggingFace Team. All rights reserved.
# `TemporalConvLayer` Copyright 2025 Alibaba DAMO-VILAB, The ModelScope 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.
#... | 802 | 32,512 |
diffusers | src/diffusers/models/attention.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... | 1,743 | 73,696 |
diffusers | src/diffusers/models/__init__.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... | 321 | 18,322 |
diffusers | src/diffusers/models/embeddings.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... | 2,622 | 104,234 |
diffusers | src/diffusers/models/lora.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... | 456 | 18,761 |
diffusers | src/diffusers/models/vq_model.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... | 30 | 1,524 |
diffusers | src/diffusers/models/normalization.py | .py | # 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... | 648 | 24,518 |
diffusers | src/diffusers/models/downsampling.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 | 15,831 |
diffusers | src/diffusers/models/auto_model.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... | 346 | 17,729 |
diffusers | src/diffusers/models/modeling_outputs.py | .py | from dataclasses import dataclass
from ..utils import BaseOutput
@dataclass
class AutoencoderKLOutput(BaseOutput):
"""
Output of AutoencoderKL encoding method.
Args:
latent_dist (`DiagonalGaussianDistribution`):
Encoded outputs of `Encoder` represented as the mean and logvar of `Diag... | 32 | 1,042 |
diffusers | src/diffusers/models/modeling_utils.py | .py | # coding=utf-8
# Copyright 2025 The HuggingFace Inc. team.
# Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.a... | 2,139 | 100,536 |
diffusers | src/diffusers/models/cache_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... | 165 | 6,875 |
diffusers | src/diffusers/models/adapter.py | .py | # Copyright 2022 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | 597 | 24,986 |
diffusers | src/diffusers/models/_modeling_parallel.py | .py | # 🚨🚨🚨 Experimental parallelism support for Diffusers 🚨🚨🚨
# Experimental changes are subject to change and APIs may break without warning.
# 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 complianc... | 326 | 14,932 |
diffusers | src/diffusers/models/activations.py | .py | # 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... | 179 | 6,511 |
diffusers | src/diffusers/models/upsampling.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... | 516 | 19,568 |
diffusers | src/diffusers/models/controlnets/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... | 1,836 | 82,186 |
diffusers | src/diffusers/models/controlnets/controlnet_qwenimage.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... | 351 | 15,708 |
diffusers | src/diffusers/models/controlnets/controlnet_cosmos.py | .py | from dataclasses import dataclass
from typing import List, Optional, Tuple, Union
import torch
import torch.nn as nn
from ...configuration_utils import ConfigMixin, register_to_config
from ...loaders import FromOriginalModelMixin
from ...utils import BaseOutput, is_torchvision_available, logging
from ..modeling_utils... | 318 | 13,070 |
diffusers | src/diffusers/models/controlnets/multicontrolnet.py | .py | import os
from typing import Any, Callable
import torch
from torch import nn
from ...utils import logging
from ..controlnets.controlnet import ControlNetModel, ControlNetOutput
from ..modeling_utils import ModelMixin
logger = logging.get_logger(__name__)
class MultiControlNetModel(ModelMixin):
r"""
Multip... | 215 | 11,017 |
diffusers | src/diffusers/models/controlnets/__init__.py | .py | from ...utils import is_torch_available
if is_torch_available():
from .controlnet import ControlNetModel, ControlNetOutput
from .controlnet_cosmos import CosmosControlNetModel
from .controlnet_flux import FluxControlNetModel, FluxControlNetOutput, FluxMultiControlNetModel
from .controlnet_hunyuan impo... | 26 | 1,170 |
diffusers | src/diffusers/models/controlnets/multicontrolnet_union.py | .py | import os
from typing import Any, Callable
import torch
from torch import nn
from ...utils import logging
from ..controlnets.controlnet import ControlNetOutput
from ..controlnets.controlnet_union import ControlNetUnionModel
from ..modeling_utils import ModelMixin
logger = logging.get_logger(__name__)
class MultiC... | 232 | 12,161 |
diffusers | src/diffusers/models/controlnets/controlnet_z_image.py | .py | # Copyright 2025 Alibaba Z-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
#
# Unl... | 863 | 35,272 |
diffusers | src/diffusers/models/controlnets/controlnet_hunyuan.py | .py | # Copyright 2025 HunyuanDiT Authors, Qixun Wang 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... | 401 | 16,868 |
diffusers | src/diffusers/models/controlnets/controlnet_flux.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... | 475 | 21,667 |
diffusers | src/diffusers/models/controlnets/controlnet_sd3.py | .py | # Copyright 2025 Stability AI, 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/LICENSE-... | 453 | 21,043 |
diffusers | src/diffusers/models/controlnets/controlnet_sparsectrl.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... | 722 | 35,288 |
diffusers | src/diffusers/models/controlnets/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... | 808 | 40,305 |
diffusers | src/diffusers/models/controlnets/controlnet_union.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... | 780 | 38,753 |
diffusers | src/diffusers/models/controlnets/controlnet_sana.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... | 242 | 10,666 |
diffusers | src/diffusers/models/unets/unet_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... | 2,042 | 82,050 |
diffusers | src/diffusers/models/unets/unet_3d_blocks.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... | 1,420 | 51,462 |
diffusers | src/diffusers/models/unets/unet_2d.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... | 354 | 16,819 |
diffusers | src/diffusers/models/unets/unet_2d_condition.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... | 1,236 | 63,489 |
diffusers | src/diffusers/models/unets/unet_kandinsky3.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... | 486 | 18,708 |
diffusers | src/diffusers/models/unets/unet_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... | 653 | 29,797 |
diffusers | src/diffusers/models/unets/uvit_2d.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... | 421 | 15,291 |
diffusers | src/diffusers/models/unets/unet_1d.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... | 266 | 11,331 |
diffusers | src/diffusers/models/unets/unet_2d_blocks.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... | 3,584 | 141,380 |
diffusers | src/diffusers/models/unets/unet_stable_cascade.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... | 606 | 28,374 |
diffusers | src/diffusers/models/unets/unet_3d_condition.py | .py | # Copyright 2025 Alibaba DAMO-VILAB and The HuggingFace Team. All rights reserved.
# Copyright 2025 The ModelScope 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.apa... | 674 | 31,366 |
diffusers | src/diffusers/models/unets/unet_spatio_temporal_condition.py | .py | from dataclasses import dataclass
import torch
import torch.nn as nn
from ...configuration_utils import ConfigMixin, register_to_config
from ...loaders import UNet2DConditionLoadersMixin
from ...utils import BaseOutput, logging
from ...utils.torch_utils import maybe_adjust_dtype_for_device
from ..attention import Att... | 449 | 20,518 |
diffusers | src/diffusers/models/unets/unet_motion_model.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... | 2,113 | 96,351 |
diffusers | src/diffusers/models/unets/unet_1d_blocks.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... | 702 | 26,684 |
diffusers | src/diffusers/models/condition_embedders/condition_embedder_anima.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... | 347 | 14,613 |
diffusers | src/diffusers/models/condition_embedders/condition_embedder_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 ... | 77 | 3,386 |
diffusers | src/diffusers/models/transformers/transformer_hunyuan_video_framepack.py | .py | # Copyright 2025 The Framepack Team, The Hunyuan 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/LIC... | 443 | 20,652 |
diffusers | src/diffusers/models/transformers/transformer_wan_animate.py | .py | # Copyright 2025 The Wan 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 requ... | 1,307 | 53,970 |
diffusers | src/diffusers/models/transformers/hunyuan_transformer_2d.py | .py | # Copyright 2025 HunyuanDiT Authors, Qixun Wang 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... | 512 | 21,607 |
diffusers | src/diffusers/models/transformers/transformer_kandinsky.py | .py | # Copyright 2025 The Kandinsky 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
#
# Unles... | 669 | 24,676 |
diffusers | src/diffusers/models/transformers/transformer_chroma.py | .py | # Copyright 2025 Black Forest Labs, The HuggingFace Team and loadstone-rock . All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICEN... | 635 | 26,928 |
diffusers | src/diffusers/models/transformers/transformer_2d.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 | 28,250 |
diffusers | src/diffusers/models/transformers/transformer_cogview4.py | .py | # Copyright 2025 The CogView 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.org/l... | 797 | 35,841 |
diffusers | src/diffusers/models/transformers/transformer_cogview3plus.py | .py | # Copyright 2025 The CogView 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.org/l... | 309 | 13,051 |
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