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# Use with JAX
This document is a quick introduction to using `datasets` with JAX, with a particular focus on how to get
`jax.Array` objects out of our datasets, and how to use them to train JAX models.
<Tip>
`jax` and `jaxlib` are required to reproduce to code above, so please make sure you
install them as `pip ins... | datasets/docs/source/use_with_jax.mdx/0 | {
"file_path": "datasets/docs/source/use_with_jax.mdx",
"repo_id": "datasets",
"token_count": 2969
} | 103 |
# Copyright 2020 The HuggingFace Datasets Authors and the TensorFlow Datasets Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# Unless required by applicable law or agreed to in wr... | datasets/src/datasets/arrow_writer.py/0 | {
"file_path": "datasets/src/datasets/arrow_writer.py",
"repo_id": "datasets",
"token_count": 13496
} | 104 |
# SPDX-License-Identifier: Apache-2.0
# Copyright 2023 The HuggingFace Authors.
from typing import Any, Optional, Union
from huggingface_hub import HfFileSystem
from . import config
from .table import CastError
from .utils.track import TrackedIterableFromGenerator, tracked_list, tracked_str
class DatasetsError(Exce... | datasets/src/datasets/exceptions.py/0 | {
"file_path": "datasets/src/datasets/exceptions.py",
"repo_id": "datasets",
"token_count": 1546
} | 105 |
# Copyright 2020 The HuggingFace Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to... | datasets/src/datasets/formatting/polars_formatter.py/0 | {
"file_path": "datasets/src/datasets/formatting/polars_formatter.py",
"repo_id": "datasets",
"token_count": 1931
} | 106 |
# Copyright 2020 The HuggingFace Datasets Authors and the TensorFlow Datasets Authors.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# U... | datasets/src/datasets/keyhash.py/0 | {
"file_path": "datasets/src/datasets/keyhash.py",
"repo_id": "datasets",
"token_count": 1390
} | 107 |
from typing import Any, Optional, Union
from huggingface_hub.utils import get_session
from .. import config
from ..exceptions import DatasetsError
from .file_utils import (
get_authentication_headers_for_url,
)
from .logging import get_logger
logger = get_logger(__name__)
class DatasetViewerError(DatasetsErro... | datasets/src/datasets/utils/_dataset_viewer.py/0 | {
"file_path": "datasets/src/datasets/utils/_dataset_viewer.py",
"repo_id": "datasets",
"token_count": 1893
} | 108 |
{
"language": [
"found",
"crowdsourced",
"expert-generated",
"machine-generated",
"other"
],
"annotations": [
"found",
"crowdsourced",
"expert-generated",
"machine-generated",
"no-annotation",
"other"
]
}
| datasets/src/datasets/utils/resources/creators.json/0 | {
"file_path": "datasets/src/datasets/utils/resources/creators.json",
"repo_id": "datasets",
"token_count": 119
} | 109 |
import os
import tarfile
from itertools import product
import numpy as np
import pyarrow as pa
import pytest
from datasets import Column, Dataset, concatenate_datasets, load_dataset
from datasets.features import Audio, Features, List, Value
from ..utils import require_sndfile, require_torchcodec
@pytest.fixture()
... | datasets/tests/features/test_audio.py/0 | {
"file_path": "datasets/tests/features/test_audio.py",
"repo_id": "datasets",
"token_count": 12391
} | 110 |
import contextlib
import os
import sqlite3
import pytest
from datasets import Dataset, Features, Value
from datasets.io.sql import SqlDatasetReader, SqlDatasetWriter
from ..utils import assert_arrow_memory_doesnt_increase, assert_arrow_memory_increases, require_sqlalchemy
def _check_sql_dataset(dataset, expected_f... | datasets/tests/io/test_sql.py/0 | {
"file_path": "datasets/tests/io/test_sql.py",
"repo_id": "datasets",
"token_count": 1628
} | 111 |
import json
import tarfile
import pytest
from datasets import Audio, DownloadManager, Features, Image, List, Value
from datasets.packaged_modules.webdataset.webdataset import WebDataset
from ..utils import (
require_numpy1_on_windows,
require_pil,
require_sndfile,
require_torch,
require_torchcode... | datasets/tests/packaged_modules/test_webdataset.py/0 | {
"file_path": "datasets/tests/packaged_modules/test_webdataset.py",
"repo_id": "datasets",
"token_count": 5119
} | 112 |
import json
import os
import pickle
import subprocess
from functools import partial
from pathlib import Path
from tempfile import gettempdir
from textwrap import dedent
from types import FunctionType
from unittest import TestCase
from unittest.mock import patch
import numpy as np
import pytest
from multiprocess import... | datasets/tests/test_fingerprint.py/0 | {
"file_path": "datasets/tests/test_fingerprint.py",
"repo_id": "datasets",
"token_count": 6756
} | 113 |
import json
import os
import pytest
from datasets.download.streaming_download_manager import (
StreamingDownloadManager,
xbasename,
xglob,
xjoin,
xopen,
)
from datasets.filesystems import COMPRESSION_FILESYSTEMS
from .utils import require_lz4, require_zstandard, slow
TEST_GG_DRIVE_FILENAME = "t... | datasets/tests/test_streaming_download_manager.py/0 | {
"file_path": "datasets/tests/test_streaming_download_manager.py",
"repo_id": "datasets",
"token_count": 3201
} | 114 |
<!---
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 applicable law o... | diffusers/README.md/0 | {
"file_path": "diffusers/README.md",
"repo_id": "diffusers",
"token_count": 5387
} | 115 |
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
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"file_path": "diffusers/docs/source/en/api/models/autoencoder_oobleck.md",
"repo_id": "diffusers",
"token_count": 565
} | 117 |
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file 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... | diffusers/docs/source/en/api/models/consistency_decoder_vae.md/0 | {
"file_path": "diffusers/docs/source/en/api/models/consistency_decoder_vae.md",
"repo_id": "diffusers",
"token_count": 383
} | 118 |
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file 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... | diffusers/docs/source/en/api/pipelines/amused.md/0 | {
"file_path": "diffusers/docs/source/en/api/pipelines/amused.md",
"repo_id": "diffusers",
"token_count": 828
} | 119 |
<!--Copyright 2025 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applica... | diffusers/docs/source/en/api/pipelines/easyanimate.md/0 | {
"file_path": "diffusers/docs/source/en/api/pipelines/easyanimate.md",
"repo_id": "diffusers",
"token_count": 1404
} | 120 |
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
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Unless required by applicable law or agreed... | diffusers/docs/source/en/api/pipelines/stable_diffusion/overview.md/0 | {
"file_path": "diffusers/docs/source/en/api/pipelines/stable_diffusion/overview.md",
"repo_id": "diffusers",
"token_count": 4821
} | 121 |
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file 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... | diffusers/docs/source/en/api/schedulers/euler.md/0 | {
"file_path": "diffusers/docs/source/en/api/schedulers/euler.md",
"repo_id": "diffusers",
"token_count": 375
} | 122 |
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Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file 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... | diffusers/docs/source/en/api/schedulers/singlestep_dpm_solver.md/0 | {
"file_path": "diffusers/docs/source/en/api/schedulers/singlestep_dpm_solver.md",
"repo_id": "diffusers",
"token_count": 574
} | 123 |
<!--Copyright 2025 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | diffusers/docs/source/en/optimization/deepcache.md/0 | {
"file_path": "diffusers/docs/source/en/optimization/deepcache.md",
"repo_id": "diffusers",
"token_count": 1918
} | 124 |
<!--Copyright 2025 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | diffusers/docs/source/en/quantization/gguf.md/0 | {
"file_path": "diffusers/docs/source/en/quantization/gguf.md",
"repo_id": "diffusers",
"token_count": 1523
} | 125 |
<!--Copyright 2025 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | diffusers/docs/source/en/training/lcm_distill.md/0 | {
"file_path": "diffusers/docs/source/en/training/lcm_distill.md",
"repo_id": "diffusers",
"token_count": 4595
} | 126 |
<!--Copyright 2025 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | diffusers/docs/source/en/using-diffusers/controlling_generation.md/0 | {
"file_path": "diffusers/docs/source/en/using-diffusers/controlling_generation.md",
"repo_id": "diffusers",
"token_count": 6324
} | 127 |
<!--Copyright 2025 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | diffusers/docs/source/en/using-diffusers/omnigen.md/0 | {
"file_path": "diffusers/docs/source/en/using-diffusers/omnigen.md",
"repo_id": "diffusers",
"token_count": 4742
} | 128 |
<!--Copyright 2025 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | diffusers/docs/source/en/using-diffusers/weighted_prompts.md/0 | {
"file_path": "diffusers/docs/source/en/using-diffusers/weighted_prompts.md",
"repo_id": "diffusers",
"token_count": 7357
} | 129 |
<!--Copyright 2025 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | diffusers/docs/source/ko/index.md/0 | {
"file_path": "diffusers/docs/source/ko/index.md",
"repo_id": "diffusers",
"token_count": 2459
} | 130 |
<!--Copyright 2025 Custom Diffusion authors 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... | diffusers/docs/source/ko/training/custom_diffusion.md/0 | {
"file_path": "diffusers/docs/source/ko/training/custom_diffusion.md",
"repo_id": "diffusers",
"token_count": 7042
} | 131 |
<!--Copyright 2025 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | diffusers/docs/source/ko/using-diffusers/img2img.md/0 | {
"file_path": "diffusers/docs/source/ko/using-diffusers/img2img.md",
"repo_id": "diffusers",
"token_count": 2084
} | 132 |
- sections:
- local: index
title: 🧨 Diffusers
- local: quicktour
title: Tour rápido
- local: installation
title: Instalação
title: Primeiros passos
| diffusers/docs/source/pt/_toctree.yml/0 | {
"file_path": "diffusers/docs/source/pt/_toctree.yml",
"repo_id": "diffusers",
"token_count": 77
} | 133 |
<!--版权所有 2025 HuggingFace 团队。保留所有权利。
根据 Apache 许可证 2.0 版（"许可证"）授权；除非遵守许可证，否则不得使用此文件。您可以在以下网址获取许可证副本：
http://www.apache.org/licenses/LICENSE-2.0
除非适用法律要求或书面同意，根据许可证分发的软件按"原样"分发，无任何明示或暗示的担保或条件。请参阅许可证以了解特定语言管理权限和限制。
-->
# 组件管理器
[`ComponentsManager`] 是 Modular Diffusers 的模型注册和管理系统。它添加和跟踪模型，存储有用的元数据（模型大小、设备放置、适配器），防止重复... | diffusers/docs/source/zh/modular_diffusers/components_manager.md/0 | {
"file_path": "diffusers/docs/source/zh/modular_diffusers/components_manager.md",
"repo_id": "diffusers",
"token_count": 4538
} | 134 |
<!--版权所有 2025 The HuggingFace Team。保留所有权利。
根据 Apache 许可证 2.0 版（“许可证”）授权；除非遵守许可证，否则不得使用此文件。您可以在以下网址获取许可证副本：
http://www.apache.org/licenses/LICENSE-2.0
除非适用法律要求或书面同意，根据许可证分发的软件按“原样”分发，无任何明示或暗示的担保或条件。请参阅许可证了解特定语言管理权限和限制。
-->
# AWS Neuron
Diffusers 功能可在 [AWS Inf2 实例](https://aws.amazon.com/ec2/instance-types/inf2/)上使用... | diffusers/docs/source/zh/optimization/neuron.md/0 | {
"file_path": "diffusers/docs/source/zh/optimization/neuron.md",
"repo_id": "diffusers",
"token_count": 1887
} | 135 |
<!--Copyright 2025 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | diffusers/docs/source/zh/training/instructpix2pix.md/0 | {
"file_path": "diffusers/docs/source/zh/training/instructpix2pix.md",
"repo_id": "diffusers",
"token_count": 6639
} | 136 |
#!/usr/bin/env python
# coding=utf-8
# 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/LI... | diffusers/examples/advanced_diffusion_training/train_dreambooth_lora_sd15_advanced.py/0 | {
"file_path": "diffusers/examples/advanced_diffusion_training/train_dreambooth_lora_sd15_advanced.py",
"repo_id": "diffusers",
"token_count": 40037
} | 137 |
# -*- coding: utf-8 -*-
import inspect
from typing import Optional, Union
import numpy as np
import PIL.Image
import torch
from torch.nn import functional as F
from torchvision import transforms
from transformers import CLIPImageProcessor, CLIPModel, CLIPTextModel, CLIPTokenizer
from diffusers import (
Autoencode... | diffusers/examples/community/clip_guided_images_mixing_stable_diffusion.py/0 | {
"file_path": "diffusers/examples/community/clip_guided_images_mixing_stable_diffusion.py",
"repo_id": "diffusers",
"token_count": 8764
} | 138 |
# Copyright 2025 The DEVAIEXP 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... | diffusers/examples/community/mixture_tiling_sdxl.py/0 | {
"file_path": "diffusers/examples/community/mixture_tiling_sdxl.py",
"repo_id": "diffusers",
"token_count": 28652
} | 139 |
# Copyright 2025 UC Berkeley 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 ... | diffusers/examples/community/scheduling_ufogen.py/0 | {
"file_path": "diffusers/examples/community/scheduling_ufogen.py",
"repo_id": "diffusers",
"token_count": 10790
} | 140 |
# Training Flux Control
This (experimental) example shows how to train Control LoRAs with [Flux](https://huggingface.co/black-forest-labs/FLUX.1-dev) by conditioning it with additional structural controls (like depth maps, poses, etc.). We provide a script for full fine-tuning, too, refer to [this section](#full-fine-... | diffusers/examples/flux-control/README.md/0 | {
"file_path": "diffusers/examples/flux-control/README.md",
"repo_id": "diffusers",
"token_count": 2713
} | 141 |
import torch
import torch.nn as nn
import torch.nn.functional as F
from .common import Activation
class ConvBNLayer(nn.Module):
def __init__(
self, num_channels, filter_size, num_filters, stride, padding, channels=None, num_groups=1, act="hard_swish"
):
super(ConvBNLayer, self).__init__()
... | diffusers/examples/research_projects/anytext/ocr_recog/RecMv1_enhance.py/0 | {
"file_path": "diffusers/examples/research_projects/anytext/ocr_recog/RecMv1_enhance.py",
"repo_id": "diffusers",
"token_count": 3253
} | 142 |
# GeoDiff
> [!TIP]
> This notebook is not actively maintained by the Diffusers team. For any questions or comments, please contact [natolambert](https://twitter.com/natolambert).
This is an experimental research notebook demonstrating how to generate stable 3D structures of molecules with [GeoDiff](https://github.com... | diffusers/examples/research_projects/geodiff/README.md/0 | {
"file_path": "diffusers/examples/research_projects/geodiff/README.md",
"repo_id": "diffusers",
"token_count": 95
} | 143 |
# Distillation for quantization on Textual Inversion models to personalize text2image
[Textual inversion](https://huggingface.co/papers/2208.01618) is a method to personalize text2image models like stable diffusion on your own images._By using just 3-5 images new concepts can be taught to Stable Diffusion and the mode... | diffusers/examples/research_projects/intel_opts/textual_inversion_dfq/README.md/0 | {
"file_path": "diffusers/examples/research_projects/intel_opts/textual_inversion_dfq/README.md",
"repo_id": "diffusers",
"token_count": 1442
} | 144 |
# Multi Subject Dreambooth for Inpainting Models
Please note that this project is not actively maintained. However, you can open an issue and tag @gzguevara.
[DreamBooth](https://huggingface.co/papers/2208.12242) is a method to personalize text2image models like stable diffusion given just a few(3~5) images of a subj... | diffusers/examples/research_projects/multi_subject_dreambooth_inpainting/README.md/0 | {
"file_path": "diffusers/examples/research_projects/multi_subject_dreambooth_inpainting/README.md",
"repo_id": "diffusers",
"token_count": 1664
} | 145 |
## Training examples
Creating a training image set is [described in a different document](https://huggingface.co/docs/datasets/image_process#image-datasets).
### Installing the dependencies
Before running the scripts, make sure to install the library's training dependencies:
**Important**
To make sure you can succ... | diffusers/examples/research_projects/onnxruntime/unconditional_image_generation/README.md/0 | {
"file_path": "diffusers/examples/research_projects/onnxruntime/unconditional_image_generation/README.md",
"repo_id": "diffusers",
"token_count": 500
} | 146 |
# Stable Diffusion text-to-image fine-tuning using PyTorch/XLA
The `train_text_to_image_xla.py` script shows how to fine-tune stable diffusion model on TPU devices using PyTorch/XLA.
It has been tested on v4 and v5p TPU versions. Training code has been tested on multi-host.
This script implements Distributed Data P... | diffusers/examples/research_projects/pytorch_xla/training/text_to_image/README.md/0 | {
"file_path": "diffusers/examples/research_projects/pytorch_xla/training/text_to_image/README.md",
"repo_id": "diffusers",
"token_count": 2272
} | 147 |
import torch.nn as nn
from torchvision.models import efficientnet_v2_l, efficientnet_v2_s
from diffusers.configuration_utils import ConfigMixin, register_to_config
from diffusers.models.modeling_utils import ModelMixin
class EfficientNetEncoder(ModelMixin, ConfigMixin):
@register_to_config
def __init__(self,... | diffusers/examples/research_projects/wuerstchen/text_to_image/modeling_efficient_net_encoder.py/0 | {
"file_path": "diffusers/examples/research_projects/wuerstchen/text_to_image/modeling_efficient_net_encoder.py",
"repo_id": "diffusers",
"token_count": 374
} | 148 |
import inspect
import os
from argparse import ArgumentParser
import numpy as np
import torch
from muse import MaskGiTUViT, VQGANModel
from muse import PipelineMuse as OldPipelineMuse
from transformers import CLIPTextModelWithProjection, CLIPTokenizer
from diffusers import VQModel
from diffusers.models.attention_proce... | diffusers/scripts/convert_amused.py/0 | {
"file_path": "diffusers/scripts/convert_amused.py",
"repo_id": "diffusers",
"token_count": 12883
} | 149 |
import argparse
import json
import torch
from diffusers import AutoencoderKL, DDPMPipeline, DDPMScheduler, UNet2DModel, VQModel
def shave_segments(path, n_shave_prefix_segments=1):
"""
Removes segments. Positive values shave the first segments, negative shave the last segments.
"""
if n_shave_prefix... | diffusers/scripts/convert_ddpm_original_checkpoint_to_diffusers.py/0 | {
"file_path": "diffusers/scripts/convert_ddpm_original_checkpoint_to_diffusers.py",
"repo_id": "diffusers",
"token_count": 8490
} | 150 |
import argparse
import os
import tempfile
import torch
from accelerate import load_checkpoint_and_dispatch
from diffusers import UNet2DConditionModel
from diffusers.models.transformers.prior_transformer import PriorTransformer
from diffusers.models.vq_model import VQModel
"""
Example - From the diffusers root direc... | diffusers/scripts/convert_kandinsky_to_diffusers.py/0 | {
"file_path": "diffusers/scripts/convert_kandinsky_to_diffusers.py",
"repo_id": "diffusers",
"token_count": 23602
} | 151 |
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | diffusers/scripts/convert_original_t2i_adapter.py/0 | {
"file_path": "diffusers/scripts/convert_original_t2i_adapter.py",
"repo_id": "diffusers",
"token_count": 6734
} | 152 |
import argparse
import safetensors.torch
from diffusers import AutoencoderTiny
"""
Example - From the diffusers root directory:
Download the weights:
```sh
$ wget -q https://huggingface.co/madebyollin/taesd/resolve/main/taesd_encoder.safetensors
$ wget -q https://huggingface.co/madebyollin/taesd/resolve/main/taesd... | diffusers/scripts/convert_tiny_autoencoder_to_diffusers.py/0 | {
"file_path": "diffusers/scripts/convert_tiny_autoencoder_to_diffusers.py",
"repo_id": "diffusers",
"token_count": 990
} | 153 |
# Copyright 2025 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | diffusers/src/diffusers/commands/custom_blocks.py/0 | {
"file_path": "diffusers/src/diffusers/commands/custom_blocks.py",
"repo_id": "diffusers",
"token_count": 2157
} | 154 |
# Copyright 2025 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | diffusers/src/diffusers/guiders/frequency_decoupled_guidance.py/0 | {
"file_path": "diffusers/src/diffusers/guiders/frequency_decoupled_guidance.py",
"repo_id": "diffusers",
"token_count": 6626
} | 155 |
# Copyright 2025 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | diffusers/src/diffusers/hooks/smoothed_energy_guidance_utils.py/0 | {
"file_path": "diffusers/src/diffusers/hooks/smoothed_energy_guidance_utils.py",
"repo_id": "diffusers",
"token_count": 2914
} | 156 |
# Copyright 2025 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | diffusers/src/diffusers/loaders/unet_loader_utils.py/0 | {
"file_path": "diffusers/src/diffusers/loaders/unet_loader_utils.py",
"repo_id": "diffusers",
"token_count": 2670
} | 157 |
# 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... | diffusers/src/diffusers/models/autoencoders/autoencoder_kl_cogvideox.py/0 | {
"file_path": "diffusers/src/diffusers/models/autoencoders/autoencoder_kl_cogvideox.py",
"repo_id": "diffusers",
"token_count": 28371
} | 158 |
# 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... | diffusers/src/diffusers/models/controlnet_flux.py/0 | {
"file_path": "diffusers/src/diffusers/models/controlnet_flux.py",
"repo_id": "diffusers",
"token_count": 1280
} | 159 |
# Copyright 2025 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | diffusers/src/diffusers/models/downsampling.py/0 | {
"file_path": "diffusers/src/diffusers/models/downsampling.py",
"repo_id": "diffusers",
"token_count": 7039
} | 160 |
# Copyright 2025 ConsisID Authors and The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless ... | diffusers/src/diffusers/models/transformers/consisid_transformer_3d.py/0 | {
"file_path": "diffusers/src/diffusers/models/transformers/consisid_transformer_3d.py",
"repo_id": "diffusers",
"token_count": 15854
} | 161 |
# 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... | diffusers/src/diffusers/models/transformers/transformer_cogview4.py/0 | {
"file_path": "diffusers/src/diffusers/models/transformers/transformer_cogview4.py",
"repo_id": "diffusers",
"token_count": 15950
} | 162 |
# 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... | diffusers/src/diffusers/models/transformers/transformer_wan_vace.py/0 | {
"file_path": "diffusers/src/diffusers/models/transformers/transformer_wan_vace.py",
"repo_id": "diffusers",
"token_count": 7438
} | 163 |
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | diffusers/src/diffusers/models/unets/uvit_2d.py/0 | {
"file_path": "diffusers/src/diffusers/models/unets/uvit_2d.py",
"repo_id": "diffusers",
"token_count": 8249
} | 164 |
from typing import TYPE_CHECKING
from ..utils import (
DIFFUSERS_SLOW_IMPORT,
OptionalDependencyNotAvailable,
_LazyModule,
get_objects_from_module,
is_flax_available,
is_k_diffusion_available,
is_librosa_available,
is_note_seq_available,
is_onnx_available,
is_opencv_available,
... | diffusers/src/diffusers/pipelines/__init__.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/__init__.py",
"repo_id": "diffusers",
"token_count": 16305
} | 165 |
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 is... | diffusers/src/diffusers/pipelines/audioldm/__init__.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/audioldm/__init__.py",
"repo_id": "diffusers",
"token_count": 581
} | 166 |
# 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... | diffusers/src/diffusers/pipelines/cosmos/pipeline_cosmos_video2world.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/cosmos/pipeline_cosmos_video2world.py",
"repo_id": "diffusers",
"token_count": 17788
} | 167 |
import numpy as np
import torch
import torch.nn as nn
from transformers import CLIPConfig, CLIPVisionModelWithProjection, PreTrainedModel
from ...utils import logging
logger = logging.get_logger(__name__)
class IFSafetyChecker(PreTrainedModel):
config_class = CLIPConfig
_no_split_modules = ["CLIPEncoderLa... | diffusers/src/diffusers/pipelines/deepfloyd_if/safety_checker.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/deepfloyd_if/safety_checker.py",
"repo_id": "diffusers",
"token_count": 913
} | 168 |
# Copyright 2025 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | diffusers/src/diffusers/pipelines/deprecated/pndm/pipeline_pndm.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/deprecated/pndm/pipeline_pndm.py",
"repo_id": "diffusers",
"token_count": 1865
} | 169 |
# Copyright 2025 Pix2Pix Zero 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
#
# Unl... | diffusers/src/diffusers/pipelines/deprecated/stable_diffusion_variants/pipeline_stable_diffusion_pix2pix_zero.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/deprecated/stable_diffusion_variants/pipeline_stable_diffusion_pix2pix_zero.py",
"repo_id": "diffusers",
"token_count": 28206
} | 170 |
# Copyright 2025 The EasyAnimate team and The HuggingFace Team.
# All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# U... | diffusers/src/diffusers/pipelines/easyanimate/pipeline_easyanimate_inpaint.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/easyanimate/pipeline_easyanimate_inpaint.py",
"repo_id": "diffusers",
"token_count": 26949
} | 171 |
# 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... | diffusers/src/diffusers/pipelines/flux/pipeline_flux_prior_redux.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/flux/pipeline_flux_prior_redux.py",
"repo_id": "diffusers",
"token_count": 9763
} | 172 |
# 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... | diffusers/src/diffusers/pipelines/i2vgen_xl/pipeline_i2vgen_xl.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/i2vgen_xl/pipeline_i2vgen_xl.py",
"repo_id": "diffusers",
"token_count": 16517
} | 173 |
from typing import List, Optional, Union
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_availab... | diffusers/src/diffusers/pipelines/kandinsky2_2/pipeline_kandinsky2_2_prior_emb2emb.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/kandinsky2_2/pipeline_kandinsky2_2_prior_emb2emb.py",
"repo_id": "diffusers",
"token_count": 11343
} | 174 |
import inspect
from typing import List, Optional, Tuple, Union
import numpy as np
import PIL.Image
import torch
import torch.utils.checkpoint
from ...models import UNet2DModel, VQModel
from ...schedulers import (
DDIMScheduler,
DPMSolverMultistepScheduler,
EulerAncestralDiscreteScheduler,
EulerDiscret... | diffusers/src/diffusers/pipelines/latent_diffusion/pipeline_latent_diffusion_superresolution.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/latent_diffusion/pipeline_latent_diffusion_superresolution.py",
"repo_id": "diffusers",
"token_count": 3568
} | 175 |
from typing import TYPE_CHECKING
from ...utils import (
DIFFUSERS_SLOW_IMPORT,
OptionalDependencyNotAvailable,
_LazyModule,
get_objects_from_module,
is_flax_available,
is_torch_available,
is_transformers_available,
)
_dummy_objects = {}
_import_structure = {}
try:
if not (is_transfor... | diffusers/src/diffusers/pipelines/pag/__init__.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/pag/__init__.py",
"repo_id": "diffusers",
"token_count": 1686
} | 176 |
# Copyright 2025 Qwen-Image Team and The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless r... | diffusers/src/diffusers/pipelines/qwenimage/pipeline_qwenimage.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/qwenimage/pipeline_qwenimage.py",
"repo_id": "diffusers",
"token_count": 15176
} | 177 |
# 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 ... | diffusers/src/diffusers/pipelines/shap_e/pipeline_shap_e.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/shap_e/pipeline_shap_e.py",
"repo_id": "diffusers",
"token_count": 5908
} | 178 |
# Copyright 2025 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | diffusers/src/diffusers/pipelines/stable_cascade/pipeline_stable_cascade_prior.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/stable_cascade/pipeline_stable_cascade_prior.py",
"repo_id": "diffusers",
"token_count": 14330
} | 179 |
# Copyright 2025 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | diffusers/src/diffusers/pipelines/stable_diffusion_attend_and_excite/pipeline_stable_diffusion_attend_and_excite.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/stable_diffusion_attend_and_excite/pipeline_stable_diffusion_attend_and_excite.py",
"repo_id": "diffusers",
"token_count": 22945
} | 180 |
# Copyright 2025 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | diffusers/src/diffusers/pipelines/stable_diffusion_safe/safety_checker.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/stable_diffusion_safe/safety_checker.py",
"repo_id": "diffusers",
"token_count": 1962
} | 181 |
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... | diffusers/src/diffusers/pipelines/text_to_video_synthesis/__init__.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/text_to_video_synthesis/__init__.py",
"repo_id": "diffusers",
"token_count": 788
} | 182 |
# 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 ... | diffusers/src/diffusers/pipelines/visualcloze/pipeline_visualcloze_combined.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/visualcloze/pipeline_visualcloze_combined.py",
"repo_id": "diffusers",
"token_count": 10108
} | 183 |
# Copyright 2025 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | diffusers/src/diffusers/pipelines/wuerstchen/pipeline_wuerstchen_prior.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/wuerstchen/pipeline_wuerstchen_prior.py",
"repo_id": "diffusers",
"token_count": 10773
} | 184 |
# Copyright 2025 Stability AI, Katherine Crowson and The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-... | diffusers/src/diffusers/schedulers/scheduling_flow_match_euler_discrete.py/0 | {
"file_path": "diffusers/src/diffusers/schedulers/scheduling_flow_match_euler_discrete.py",
"repo_id": "diffusers",
"token_count": 10476
} | 185 |
# Copyright 2025 Google 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 requ... | diffusers/src/diffusers/schedulers/scheduling_sde_ve.py/0 | {
"file_path": "diffusers/src/diffusers/schedulers/scheduling_sde_ve.py",
"repo_id": "diffusers",
"token_count": 5379
} | 186 |
# This file is autogenerated by the command `make fix-copies`, do not edit.
from ..utils import DummyObject, requires_backends
class FlaxControlNetModel(metaclass=DummyObject):
_backends = ["flax"]
def __init__(self, *args, **kwargs):
requires_backends(self, ["flax"])
@classmethod
def from_c... | diffusers/src/diffusers/utils/dummy_flax_objects.py/0 | {
"file_path": "diffusers/src/diffusers/utils/dummy_flax_objects.py",
"repo_id": "diffusers",
"token_count": 2343
} | 187 |
# coding=utf-8
# Copyright 2025 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable... | diffusers/src/diffusers/utils/dynamic_modules_utils.py/0 | {
"file_path": "diffusers/src/diffusers/utils/dynamic_modules_utils.py",
"repo_id": "diffusers",
"token_count": 9449
} | 188 |
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writ... | diffusers/tests/lora/test_lora_layers_mochi.py/0 | {
"file_path": "diffusers/tests/lora/test_lora_layers_mochi.py",
"repo_id": "diffusers",
"token_count": 2021
} | 189 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/models/autoencoders/test_models_autoencoder_kl_cogvideox.py/0 | {
"file_path": "diffusers/tests/models/autoencoders/test_models_autoencoder_kl_cogvideox.py",
"repo_id": "diffusers",
"token_count": 2692
} | 190 |
import inspect
from diffusers.utils import is_flax_available
from diffusers.utils.testing_utils import require_flax
if is_flax_available():
import jax
@require_flax
class FlaxModelTesterMixin:
def test_output(self):
init_dict, inputs_dict = self.prepare_init_args_and_inputs_for_common()
mo... | diffusers/tests/models/test_modeling_common_flax.py/0 | {
"file_path": "diffusers/tests/models/test_modeling_common_flax.py",
"repo_id": "diffusers",
"token_count": 1124
} | 191 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/models/transformers/test_models_transformer_flux.py/0 | {
"file_path": "diffusers/tests/models/transformers/test_models_transformer_flux.py",
"repo_id": "diffusers",
"token_count": 3872
} | 192 |
# Copyright 2025 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | diffusers/tests/others/test_check_copies.py/0 | {
"file_path": "diffusers/tests/others/test_check_copies.py",
"repo_id": "diffusers",
"token_count": 2028
} | 193 |
# coding=utf-8
# Copyright 2025 Harutatsu Akiyama, Jinbin Bai, and HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unle... | diffusers/tests/pipelines/controlnet/test_controlnet_inpaint_sdxl.py/0 | {
"file_path": "diffusers/tests/pipelines/controlnet/test_controlnet_inpaint_sdxl.py",
"repo_id": "diffusers",
"token_count": 5984
} | 194 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/pipelines/latent_diffusion/test_latent_diffusion.py/0 | {
"file_path": "diffusers/tests/pipelines/latent_diffusion/test_latent_diffusion.py",
"repo_id": "diffusers",
"token_count": 3471
} | 195 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/pipelines/pag/test_pag_pixart_sigma.py/0 | {
"file_path": "diffusers/tests/pipelines/pag/test_pag_pixart_sigma.py",
"repo_id": "diffusers",
"token_count": 5939
} | 196 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/pipelines/pndm/test_pndm.py/0 | {
"file_path": "diffusers/tests/pipelines/pndm/test_pndm.py",
"repo_id": "diffusers",
"token_count": 1314
} | 197 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/pipelines/stable_diffusion/test_stable_diffusion_img2img.py/0 | {
"file_path": "diffusers/tests/pipelines/stable_diffusion/test_stable_diffusion_img2img.py",
"repo_id": "diffusers",
"token_count": 12913
} | 198 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/pipelines/test_pipelines.py/0 | {
"file_path": "diffusers/tests/pipelines/test_pipelines.py",
"repo_id": "diffusers",
"token_count": 50600
} | 199 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/remote/test_remote_decode.py/0 | {
"file_path": "diffusers/tests/remote/test_remote_decode.py",
"repo_id": "diffusers",
"token_count": 9952
} | 200 |
import torch
from diffusers import EulerDiscreteScheduler
from diffusers.utils.testing_utils import torch_device
from .test_schedulers import SchedulerCommonTest
class EulerDiscreteSchedulerTest(SchedulerCommonTest):
scheduler_classes = (EulerDiscreteScheduler,)
num_inference_steps = 10
def get_schedul... | diffusers/tests/schedulers/test_scheduler_euler.py/0 | {
"file_path": "diffusers/tests/schedulers/test_scheduler_euler.py",
"repo_id": "diffusers",
"token_count": 4848
} | 201 |
# coding=utf-8
# Copyright 2025 HuggingFace Inc.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or ag... | diffusers/tests/schedulers/test_schedulers.py/0 | {
"file_path": "diffusers/tests/schedulers/test_schedulers.py",
"repo_id": "diffusers",
"token_count": 17209
} | 202 |
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