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<!--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/api/models/autoencoderkl.md/0
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<!--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/api/pipelines/flux.md/0
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<!--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/api/pipelines/stable_diffusion/sdxl_turbo.md/0
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<!--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/coreml.md/0
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diffusers/docs/source/en/quantization/bitsandbytes.md/0
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<!--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/instructpix2pix.md/0
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<!--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/conditional_image_generation.md/0
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<!--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/loading.md/0
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<!--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
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<!--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
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<!--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
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<!--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
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- sections: - local: index title: 🧨 Diffusers - local: quicktour title: Tour rápido - local: installation title: Instalação title: Primeiros passos
diffusers/docs/source/pt/_toctree.yml/0
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<!--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
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<!--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
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<!--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
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#!/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
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# -*- 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
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# 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
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# 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/examples/community/pipeline_flux_semantic_guidance.py/0
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# 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/examples/community/pipeline_stable_diffusion_xl_differential_img2img.py/0
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#!/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/controlnet/train_controlnet_sd3.py/0
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# 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
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# 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/LICENSE-2.0 # # Unless r...
diffusers/examples/kandinsky2_2/text_to_image/train_text_to_image_lora_decoder.py/0
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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
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# 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
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# 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
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# 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
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## 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
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# 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
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#!/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/research_projects/scheduled_huber_loss_training/dreambooth/train_dreambooth_lora_sdxl.py/0
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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
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import asyncio import logging import os import random import tempfile import traceback import uuid import aiohttp import torch from fastapi import FastAPI, HTTPException from fastapi.middleware.cors import CORSMiddleware from fastapi.staticfiles import StaticFiles from pydantic import BaseModel from diffusers.pipelin...
diffusers/examples/server/server.py/0
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## Training an VQGAN VAE VQVAEs were first introduced in [Neural Discrete Representation Learning](https://huggingface.co/papers/1711.00937) and was combined with a GAN in the paper [Taming Transformers for High-Resolution Image Synthesis](https://huggingface.co/papers/2012.09841). The basic idea of a VQVAE is it's a t...
diffusers/examples/vqgan/README.md/0
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import argparse from typing import Any, Dict import torch from transformers import T5EncoderModel, T5Tokenizer from diffusers import ( AutoencoderKLCogVideoX, CogVideoXDDIMScheduler, CogVideoXImageToVideoPipeline, CogVideoXPipeline, CogVideoXTransformer3DModel, ) def reassign_query_key_value_inp...
diffusers/scripts/convert_cogvideox_to_diffusers.py/0
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import argparse import re import torch import yaml from transformers import ( CLIPProcessor, CLIPTextModel, CLIPTokenizer, CLIPVisionModelWithProjection, ) from diffusers import ( AutoencoderKL, DDIMScheduler, StableDiffusionGLIGENPipeline, StableDiffusionGLIGENTextImagePipeline, U...
diffusers/scripts/convert_gligen_to_diffusers.py/0
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# 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_ms_text_to_video_to_diffusers.py/0
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import argparse import tempfile import torch from accelerate import load_checkpoint_and_dispatch from diffusers.models.transformers.prior_transformer import PriorTransformer from diffusers.pipelines.shap_e import ShapERenderer """ Example - From the diffusers root directory: Download weights: ```sh $ wget "https:...
diffusers/scripts/convert_shap_e_to_diffusers.py/0
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import argparse import pathlib from typing import Any, Dict, Tuple import torch from accelerate import init_empty_weights from huggingface_hub import hf_hub_download, snapshot_download from safetensors.torch import load_file from transformers import AutoProcessor, AutoTokenizer, CLIPVisionModelWithProjection, UMT5Enco...
diffusers/scripts/convert_wan_to_diffusers.py/0
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# 🧨 Diffusers Experimental We are adding experimental code to support novel applications and usages of the Diffusers library. Currently, the following experiments are supported: * Reinforcement learning via an implementation of the [Diffuser](https://huggingface.co/papers/2205.09991) model.
diffusers/src/diffusers/experimental/README.md/0
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# 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/_common.py/0
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# 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/lora_conversion_utils.py/0
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# 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...
diffusers/src/diffusers/models/adapter.py/0
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# Copyright 2025 The Mochi 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/models/autoencoders/autoencoder_kl_mochi.py/0
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# 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/controlnets/controlnet_flax.py/0
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# 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/modeling_flax_pytorch_utils.py/0
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# Copyright 2025 Alpha-VLLM 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...
diffusers/src/diffusers/models/transformers/lumina_nextdit2d.py/0
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# Copyright 2025 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/LICENSE-2.0 # # Unless ...
diffusers/src/diffusers/models/transformers/transformer_hunyuan_video.py/0
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# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/models/unets/unet_2d_blocks.py/0
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# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/modular_pipelines/components_manager.py/0
{ "file_path": "diffusers/src/diffusers/modular_pipelines/components_manager.py", "repo_id": "diffusers", "token_count": 20133 }
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# Copyright 2025 Qwen-Image Team and The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless r...
diffusers/src/diffusers/modular_pipelines/qwenimage/inputs.py/0
{ "file_path": "diffusers/src/diffusers/modular_pipelines/qwenimage/inputs.py", "repo_id": "diffusers", "token_count": 7837 }
160
# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/modular_pipelines/wan/modular_pipeline.py/0
{ "file_path": "diffusers/src/diffusers/modular_pipelines/wan/modular_pipeline.py", "repo_id": "diffusers", "token_count": 1021 }
161
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...
diffusers/src/diffusers/pipelines/cogview4/__init__.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/cogview4/__init__.py", "repo_id": "diffusers", "token_count": 651 }
162
# Copyright 2025 Harutatsu Akiyama, Jinbin Bai, and The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2...
diffusers/src/diffusers/pipelines/controlnet/pipeline_controlnet_inpaint_sd_xl.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/controlnet/pipeline_controlnet_inpaint_sd_xl.py", "repo_id": "diffusers", "token_count": 42914 }
163
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__]...
diffusers/src/diffusers/pipelines/deprecated/latent_diffusion_uncond/__init__.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/deprecated/latent_diffusion_uncond/__init__.py", "repo_id": "diffusers", "token_count": 190 }
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# 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/stable_diffusion_variants/pipeline_stable_diffusion_inpaint_legacy.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/deprecated/stable_diffusion_variants/pipeline_stable_diffusion_inpaint_legacy.py", "repo_id": "diffusers", "token_count": 18224 }
165
from typing import TYPE_CHECKING from ...utils import ( DIFFUSERS_SLOW_IMPORT, OptionalDependencyNotAvailable, _LazyModule, get_objects_from_module, is_torch_available, is_transformers_available, ) _dummy_objects = {} _import_structure = {} try: if not (is_transformers_available() and i...
diffusers/src/diffusers/pipelines/easyanimate/__init__.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/easyanimate/__init__.py", "repo_id": "diffusers", "token_count": 630 }
166
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...
diffusers/src/diffusers/pipelines/musicldm/__init__.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/musicldm/__init__.py", "repo_id": "diffusers", "token_count": 559 }
167
# 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...
diffusers/src/diffusers/pipelines/pipeline_utils.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/pipeline_utils.py", "repo_id": "diffusers", "token_count": 49641 }
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# 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/safety_checker.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/stable_diffusion/safety_checker.py", "repo_id": "diffusers", "token_count": 2313 }
169
# 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_k_diffusion/pipeline_stable_diffusion_k_diffusion.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/stable_diffusion_k_diffusion/pipeline_stable_diffusion_k_diffusion.py", "repo_id": "diffusers", "token_count": 14839 }
170
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/unclip/__init__.py/0
{ "file_path": "diffusers/src/diffusers/pipelines/unclip/__init__.py", "repo_id": "diffusers", "token_count": 700 }
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# Copyright 2025 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by appl...
diffusers/src/diffusers/quantizers/bitsandbytes/utils.py/0
{ "file_path": "diffusers/src/diffusers/quantizers/bitsandbytes/utils.py", "repo_id": "diffusers", "token_count": 6116 }
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# Copyright 2025 NVIDIA 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 b...
diffusers/src/diffusers/schedulers/deprecated/scheduling_karras_ve.py/0
{ "file_path": "diffusers/src/diffusers/schedulers/deprecated/scheduling_karras_ve.py", "repo_id": "diffusers", "token_count": 4068 }
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# 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/schedulers/scheduling_dpm_cogvideox.py/0
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174
# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/src/diffusers/schedulers/scheduling_utils.py/0
{ "file_path": "diffusers/src/diffusers/schedulers/scheduling_utils.py", "repo_id": "diffusers", "token_count": 3413 }
175
# This file is autogenerated by the command `make fix-copies`, do not edit. from ..utils import DummyObject, requires_backends class QuantoConfig(metaclass=DummyObject): _backends = ["optimum_quanto"] def __init__(self, *args, **kwargs): requires_backends(self, ["optimum_quanto"]) @classmethod ...
diffusers/src/diffusers/utils/dummy_optimum_quanto_objects.py/0
{ "file_path": "diffusers/src/diffusers/utils/dummy_optimum_quanto_objects.py", "repo_id": "diffusers", "token_count": 208 }
176
from ..utils import get_logger from .import_utils import is_kernels_available logger = get_logger(__name__) _DEFAULT_HUB_ID_FA3 = "kernels-community/flash-attn3" def _get_fa3_from_hub(): if not is_kernels_available(): return None else: from kernels import get_kernel try: ...
diffusers/src/diffusers/utils/kernels_utils.py/0
{ "file_path": "diffusers/src/diffusers/utils/kernels_utils.py", "repo_id": "diffusers", "token_count": 299 }
177
# Copyright 2025 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicabl...
diffusers/tests/conftest.py/0
{ "file_path": "diffusers/tests/conftest.py", "repo_id": "diffusers", "token_count": 512 }
178
# 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/lora/test_lora_layers_qwenimage.py/0
{ "file_path": "diffusers/tests/lora/test_lora_layers_qwenimage.py", "repo_id": "diffusers", "token_count": 1752 }
179
# 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_temporal_decoder.py/0
{ "file_path": "diffusers/tests/models/autoencoders/test_models_autoencoder_kl_temporal_decoder.py", "repo_id": "diffusers", "token_count": 869 }
180
# 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_dit_transformer2d.py/0
{ "file_path": "diffusers/tests/models/transformers/test_models_dit_transformer2d.py", "repo_id": "diffusers", "token_count": 1434 }
181
# Copyright 2025 HuggingFace Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writ...
diffusers/tests/models/transformers/test_models_transformer_hunyuan_video.py/0
{ "file_path": "diffusers/tests/models/transformers/test_models_transformer_hunyuan_video.py", "repo_id": "diffusers", "token_count": 5238 }
182
# 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/unets/test_models_unet_2d.py/0
{ "file_path": "diffusers/tests/models/unets/test_models_unet_2d.py", "repo_id": "diffusers", "token_count": 6480 }
183
# 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/others/test_config.py/0
{ "file_path": "diffusers/tests/others/test_config.py", "repo_id": "diffusers", "token_count": 4256 }
184
import unittest import numpy as np import torch from PIL import Image from transformers import CLIPTextConfig, CLIPTextModel, CLIPTokenizer import diffusers from diffusers import ( AnimateDiffSparseControlNetPipeline, AutoencoderKL, DDIMScheduler, DPMSolverMultistepScheduler, LCMScheduler, Mot...
diffusers/tests/pipelines/animatediff/test_animatediff_sparsectrl.py/0
{ "file_path": "diffusers/tests/pipelines/animatediff/test_animatediff_sparsectrl.py", "repo_id": "diffusers", "token_count": 8814 }
185
# 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/ddim/test_ddim.py/0
{ "file_path": "diffusers/tests/pipelines/ddim/test_ddim.py", "repo_id": "diffusers", "token_count": 2218 }
186
import unittest import numpy as np import torch from PIL import Image from transformers import AutoTokenizer, CLIPTextConfig, CLIPTextModel, CLIPTokenizer, T5EncoderModel from diffusers import AutoencoderKL, FlowMatchEulerDiscreteScheduler, FluxControlPipeline, FluxTransformer2DModel from ...testing_utils import tor...
diffusers/tests/pipelines/flux/test_pipeline_flux_control.py/0
{ "file_path": "diffusers/tests/pipelines/flux/test_pipeline_flux_control.py", "repo_id": "diffusers", "token_count": 3085 }
187
# coding=utf-8 # Copyright 2025 HuggingFace Inc. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or ag...
diffusers/tests/pipelines/kandinsky2_2/test_kandinsky_inpaint.py/0
{ "file_path": "diffusers/tests/pipelines/kandinsky2_2/test_kandinsky_inpaint.py", "repo_id": "diffusers", "token_count": 5568 }
188
# coding=utf-8 # Copyright 2025 Latte Team 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 # # Unless required by appli...
diffusers/tests/pipelines/latte/test_latte.py/0
{ "file_path": "diffusers/tests/pipelines/latte/test_latte.py", "repo_id": "diffusers", "token_count": 5328 }
189
import inspect import unittest import numpy as np import torch from transformers import AutoTokenizer, CLIPTextConfig, CLIPTextModelWithProjection, CLIPTokenizer, T5EncoderModel from diffusers import ( AutoencoderKL, FlowMatchEulerDiscreteScheduler, SD3Transformer2DModel, StableDiffusion3PAGPipeline, ...
diffusers/tests/pipelines/pag/test_pag_sd3.py/0
{ "file_path": "diffusers/tests/pipelines/pag/test_pag_sd3.py", "repo_id": "diffusers", "token_count": 4726 }
190
# 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_inpaint.py/0
{ "file_path": "diffusers/tests/pipelines/stable_diffusion/test_stable_diffusion_inpaint.py", "repo_id": "diffusers", "token_count": 21267 }
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/pipelines/stable_diffusion_image_variation/test_stable_diffusion_image_variation.py/0
{ "file_path": "diffusers/tests/pipelines/stable_diffusion_image_variation/test_stable_diffusion_image_variation.py", "repo_id": "diffusers", "token_count": 5997 }
192
import gc import inspect import json import os import tempfile import unittest import uuid from typing import Any, Callable, Dict, Union import numpy as np import PIL.Image import pytest import torch import torch.nn as nn from huggingface_hub import ModelCard, delete_repo from huggingface_hub.utils import is_jinja_ava...
diffusers/tests/pipelines/test_pipelines_common.py/0
{ "file_path": "diffusers/tests/pipelines/test_pipelines_common.py", "repo_id": "diffusers", "token_count": 58637 }
193
# coding=utf-8 # Copyright 2025 The HuggingFace Team 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 clone of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable...
diffusers/tests/quantization/bnb/test_mixed_int8.py/0
{ "file_path": "diffusers/tests/quantization/bnb/test_mixed_int8.py", "repo_id": "diffusers", "token_count": 15351 }
194
import torch from diffusers import HeunDiscreteScheduler from ..testing_utils import torch_device from .test_schedulers import SchedulerCommonTest class HeunDiscreteSchedulerTest(SchedulerCommonTest): scheduler_classes = (HeunDiscreteScheduler,) num_inference_steps = 10 def get_scheduler_config(self, *...
diffusers/tests/schedulers/test_scheduler_heun.py/0
{ "file_path": "diffusers/tests/schedulers/test_scheduler_heun.py", "repo_id": "diffusers", "token_count": 4028 }
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/single_file/test_lumina2_transformer.py/0
{ "file_path": "diffusers/tests/single_file/test_lumina2_transformer.py", "repo_id": "diffusers", "token_count": 1013 }
196
import gc import unittest import pytest import torch from diffusers import ( StableDiffusionUpscalePipeline, ) from diffusers.utils import load_image from ..testing_utils import ( backend_empty_cache, enable_full_determinism, numpy_cosine_similarity_distance, require_torch_accelerator, slow, ...
diffusers/tests/single_file/test_stable_diffusion_upscale_single_file.py/0
{ "file_path": "diffusers/tests/single_file/test_stable_diffusion_upscale_single_file.py", "repo_id": "diffusers", "token_count": 1319 }
197
# 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/utils/custom_init_isort.py/0
{ "file_path": "diffusers/utils/custom_init_isort.py", "repo_id": "diffusers", "token_count": 5345 }
198
#!/usr/bin/env python # Copyright 2024 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
lerobot/benchmarks/video/capture_camera_feed.py/0
{ "file_path": "lerobot/benchmarks/video/capture_camera_feed.py", "repo_id": "lerobot", "token_count": 1246 }
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# Imitation Learning on Real-World Robots This tutorial will explain how to train a neural network to control a real robot autonomously. **You'll learn:** 1. How to record and visualize your dataset. 2. How to train a policy using your data and prepare it for evaluation. 3. How to evaluate your policy and visualize ...
lerobot/docs/source/il_robots.mdx/0
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200
# !/usr/bin/env python # Copyright 2025 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # #...
lerobot/examples/phone_to_so100/record.py/0
{ "file_path": "lerobot/examples/phone_to_so100/record.py", "repo_id": "lerobot", "token_count": 3048 }
201
# Copyright 2025 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by appl...
lerobot/src/lerobot/async_inference/constants.py/0
{ "file_path": "lerobot/src/lerobot/async_inference/constants.py", "repo_id": "lerobot", "token_count": 328 }
202
#!/usr/bin/env python # Copyright 2024 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
lerobot/src/lerobot/cameras/utils.py/0
{ "file_path": "lerobot/src/lerobot/cameras/utils.py", "repo_id": "lerobot", "token_count": 838 }
203
#!/usr/bin/env python # Copyright 2024 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
lerobot/src/lerobot/datasets/push_dataset_to_hub/utils.py/0
{ "file_path": "lerobot/src/lerobot/datasets/push_dataset_to_hub/utils.py", "repo_id": "lerobot", "token_count": 1935 }
204
# Copyright 2024 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by appl...
lerobot/src/lerobot/motors/dynamixel/dynamixel.py/0
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205
#!/usr/bin/env python # Copyright 2025 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
lerobot/src/lerobot/processor/joint_observations_processor.py/0
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206
#!/usr/bin/env python # Copyright 2025 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
lerobot/src/lerobot/rl/queue.py/0
{ "file_path": "lerobot/src/lerobot/rl/queue.py", "repo_id": "lerobot", "token_count": 585 }
207
#!/usr/bin/env python # Copyright 2025 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
lerobot/src/lerobot/scripts/lerobot_find_joint_limits.py/0
{ "file_path": "lerobot/src/lerobot/scripts/lerobot_find_joint_limits.py", "repo_id": "lerobot", "token_count": 1520 }
208
#!/usr/bin/env python # Copyright 2025 The HuggingFace Inc. team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # ...
lerobot/src/lerobot/teleoperators/gamepad/gamepad_utils.py/0
{ "file_path": "lerobot/src/lerobot/teleoperators/gamepad/gamepad_utils.py", "repo_id": "lerobot", "token_count": 8261 }
209