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# How Huggy works [[how-huggy-works]]
Huggy is a Deep Reinforcement Learning environment made by Hugging Face and based on [Puppo the Corgi, a project by the Unity MLAgents team](https://blog.unity.com/technology/puppo-the-corgi-cuteness-overload-with-the-unity-ml-agents-toolkit).
This environment was created using th... | deep-rl-class/units/en/unitbonus1/how-huggy-works.mdx/0 | {
"file_path": "deep-rl-class/units/en/unitbonus1/how-huggy-works.mdx",
"repo_id": "deep-rl-class",
"token_count": 1245
} | 100 |
# Offline vs. Online Reinforcement Learning
Deep Reinforcement Learning (RL) is a framework **to build decision-making agents**. These agents aim to learn optimal behavior (policy) by interacting with the environment through **trial and error and receiving rewards as unique feedback**.
The agent’s goal **is to maximi... | deep-rl-class/units/en/unitbonus3/offline-online.mdx/0 | {
"file_path": "deep-rl-class/units/en/unitbonus3/offline-online.mdx",
"repo_id": "deep-rl-class",
"token_count": 708
} | 101 |
import os
import sys
import torch
from diffusers import (
AutoPipelineForImage2Image,
AutoPipelineForInpainting,
AutoPipelineForText2Image,
ControlNetModel,
LCMScheduler,
StableDiffusionAdapterPipeline,
StableDiffusionControlNetPipeline,
StableDiffusionXLAdapterPipeline,
StableDiff... | diffusers/benchmarks/base_classes.py/0 | {
"file_path": "diffusers/benchmarks/base_classes.py",
"repo_id": "diffusers",
"token_count": 5600
} | 102 |
<!--Copyright 2024 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/loaders/peft.md/0 | {
"file_path": "diffusers/docs/source/en/api/loaders/peft.md",
"repo_id": "diffusers",
"token_count": 332
} | 103 |
<!--Copyright 2024 The HuggingFace Team and Tencent Hunyuan Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file 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/en/api/pipelines/hunyuandit.md/0 | {
"file_path": "diffusers/docs/source/en/api/pipelines/hunyuandit.md",
"repo_id": "diffusers",
"token_count": 1475
} | 104 |
<!--Copyright 2024 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/k_diffusion.md/0 | {
"file_path": "diffusers/docs/source/en/api/pipelines/stable_diffusion/k_diffusion.md",
"repo_id": "diffusers",
"token_count": 378
} | 105 |
<!--Copyright 2024 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/fp16.md/0 | {
"file_path": "diffusers/docs/source/en/optimization/fp16.md",
"repo_id": "diffusers",
"token_count": 2111
} | 106 |
<!--Copyright 2024 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/ddpo.md/0 | {
"file_path": "diffusers/docs/source/en/training/ddpo.md",
"repo_id": "diffusers",
"token_count": 321
} | 107 |
<!--Copyright 2024 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/tutorials/fast_diffusion.md/0 | {
"file_path": "diffusers/docs/source/en/tutorials/fast_diffusion.md",
"repo_id": "diffusers",
"token_count": 4972
} | 108 |
<!--Copyright 2024 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/ip_adapter.md/0 | {
"file_path": "diffusers/docs/source/en/using-diffusers/ip_adapter.md",
"repo_id": "diffusers",
"token_count": 12468
} | 109 |
<!--Copyright 2024 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/stable_diffusion_jax_how_to.md/0 | {
"file_path": "diffusers/docs/source/en/using-diffusers/stable_diffusion_jax_how_to.md",
"repo_id": "diffusers",
"token_count": 3095
} | 110 |
<!--Copyright 2024 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/api/pipelines/stable_diffusion/stable_diffusion_xl.md/0 | {
"file_path": "diffusers/docs/source/ko/api/pipelines/stable_diffusion/stable_diffusion_xl.md",
"repo_id": "diffusers",
"token_count": 10958
} | 111 |
<!--Copyright 2024 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/optimization/xformers.md/0 | {
"file_path": "diffusers/docs/source/ko/optimization/xformers.md",
"repo_id": "diffusers",
"token_count": 1049
} | 112 |
<!--Copyright 2024 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/tutorials/tutorial_overview.md/0 | {
"file_path": "diffusers/docs/source/ko/tutorials/tutorial_overview.md",
"repo_id": "diffusers",
"token_count": 1209
} | 113 |
<!--Copyright 2024 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/stable_diffusion_jax_how_to.md/0 | {
"file_path": "diffusers/docs/source/ko/using-diffusers/stable_diffusion_jax_how_to.md",
"repo_id": "diffusers",
"token_count": 8474
} | 114 |
# Advanced diffusion training examples
## Train Dreambooth LoRA with Stable Diffusion XL
> [!TIP]
> 💡 This example follows the techniques and recommended practices covered in the blog post: [LoRA training scripts of the world, unite!](https://huggingface.co/blog/sdxl_lora_advanced_script). Make sure to check it out b... | diffusers/examples/advanced_diffusion_training/README.md/0 | {
"file_path": "diffusers/examples/advanced_diffusion_training/README.md",
"repo_id": "diffusers",
"token_count": 7059
} | 115 |
from typing import Optional
import torch
from PIL import Image
from tqdm.auto import tqdm
from transformers import CLIPTextModel, CLIPTokenizer
from diffusers import AutoencoderKL, DDIMScheduler, DiffusionPipeline, UNet2DConditionModel
from diffusers.image_processor import VaeImageProcessor
from diffusers.utils impor... | diffusers/examples/community/edict_pipeline.py/0 | {
"file_path": "diffusers/examples/community/edict_pipeline.py",
"repo_id": "diffusers",
"token_count": 4669
} | 116 |
import inspect
import re
from typing import Callable, List, Optional, Union
import numpy as np
import PIL.Image
import torch
from packaging import version
from transformers import CLIPImageProcessor, CLIPTokenizer
import diffusers
from diffusers import OnnxRuntimeModel, OnnxStableDiffusionPipeline, SchedulerMixin
fro... | diffusers/examples/community/lpw_stable_diffusion_onnx.py/0 | {
"file_path": "diffusers/examples/community/lpw_stable_diffusion_onnx.py",
"repo_id": "diffusers",
"token_count": 24240
} | 117 |
# Copyright 2024 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_prompt2prompt.py/0 | {
"file_path": "diffusers/examples/community/pipeline_prompt2prompt.py",
"repo_id": "diffusers",
"token_count": 27986
} | 118 |
#!/usr/bin/env python
# coding=utf-8
# Copyright 2024 Custom Diffusion authors and 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... | diffusers/examples/custom_diffusion/train_custom_diffusion.py/0 | {
"file_path": "diffusers/examples/custom_diffusion/train_custom_diffusion.py",
"repo_id": "diffusers",
"token_count": 27032
} | 119 |
#!/usr/bin/env python
# coding=utf-8
# 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/LI... | diffusers/examples/instruct_pix2pix/train_instruct_pix2pix.py/0 | {
"file_path": "diffusers/examples/instruct_pix2pix/train_instruct_pix2pix.py",
"repo_id": "diffusers",
"token_count": 18776
} | 120 |
<jupyter_start><jupyter_text>IntroductionThis colab is design to run the pretrained models from [GeoDiff](https://github.com/MinkaiXu/GeoDiff).The visualization code is inspired by this PyMol [colab](https://colab.research.google.com/gist/iwatobipen/2ec7faeafe5974501e69fcc98c122922/pymol.ipynbscrollTo=Hm4kY7CaZSlw).The... | diffusers/examples/research_projects/geodiff/geodiff_molecule_conformation.ipynb/0 | {
"file_path": "diffusers/examples/research_projects/geodiff/geodiff_molecule_conformation.ipynb",
"repo_id": "diffusers",
"token_count": 18621
} | 121 |
#!/usr/bin/env python
# coding=utf-8
# 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/LI... | diffusers/examples/research_projects/multi_token_textual_inversion/textual_inversion.py/0 | {
"file_path": "diffusers/examples/research_projects/multi_token_textual_inversion/textual_inversion.py",
"repo_id": "diffusers",
"token_count": 16403
} | 122 |
## Diffusers examples with ONNXRuntime optimizations
**This research project is not actively maintained by the diffusers team. For any questions or comments, please contact Isamu Isozaki(isamu-isozaki) on github with any questions.**
The aim of this project is to provide retrieval augmented diffusion models to diffus... | diffusers/examples/research_projects/rdm/README.md/0 | {
"file_path": "diffusers/examples/research_projects/rdm/README.md",
"repo_id": "diffusers",
"token_count": 75
} | 123 |
#!/usr/bin/env python
# coding=utf-8
# 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/LI... | diffusers/examples/research_projects/sd3_lora_colab/compute_embeddings.py/0 | {
"file_path": "diffusers/examples/research_projects/sd3_lora_colab/compute_embeddings.py",
"repo_id": "diffusers",
"token_count": 1605
} | 124 |
#!/usr/bin/env python3
import argparse
import math
import os
from copy import deepcopy
import requests
import torch
from audio_diffusion.models import DiffusionAttnUnet1D
from diffusion import sampling
from torch import nn
from diffusers import DanceDiffusionPipeline, IPNDMScheduler, UNet1DModel
MODELS_MAP = {
... | diffusers/scripts/convert_dance_diffusion_to_diffusers.py/0 | {
"file_path": "diffusers/scripts/convert_dance_diffusion_to_diffusers.py",
"repo_id": "diffusers",
"token_count": 4637
} | 125 |
# coding=utf-8
# Copyright 2024 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_ldm_original_checkpoint_to_diffusers.py/0 | {
"file_path": "diffusers/scripts/convert_ldm_original_checkpoint_to_diffusers.py",
"repo_id": "diffusers",
"token_count": 6854
} | 126 |
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 | {
"file_path": "diffusers/scripts/convert_shap_e_to_diffusers.py",
"repo_id": "diffusers",
"token_count": 22932
} | 127 |
"""
This script modified from
https://github.com/huggingface/diffusers/blob/bc691231360a4cbc7d19a58742ebb8ed0f05e027/scripts/convert_original_stable_diffusion_to_diffusers.py
Convert original Zero1to3 checkpoint to diffusers checkpoint.
# run the convert script
$ python convert_zero123_to_diffusers.py \
--checkpoi... | diffusers/scripts/convert_zero123_to_diffusers.py/0 | {
"file_path": "diffusers/scripts/convert_zero123_to_diffusers.py",
"repo_id": "diffusers",
"token_count": 15250
} | 128 |
# Copyright 2024 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/image_processor.py/0 | {
"file_path": "diffusers/src/diffusers/image_processor.py",
"repo_id": "diffusers",
"token_count": 20584
} | 129 |
# coding=utf-8
# Copyright 2024 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/src/diffusers/models/activations.py/0 | {
"file_path": "diffusers/src/diffusers/models/activations.py",
"repo_id": "diffusers",
"token_count": 2360
} | 130 |
# Copyright 2024 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/controlnet_flax.py/0 | {
"file_path": "diffusers/src/diffusers/models/controlnet_flax.py",
"repo_id": "diffusers",
"token_count": 7635
} | 131 |
# coding=utf-8
# Copyright 2024 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/src/diffusers/models/normalization.py/0 | {
"file_path": "diffusers/src/diffusers/models/normalization.py",
"repo_id": "diffusers",
"token_count": 7407
} | 132 |
# Copyright 2024 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/transformers/transformer_flux.py/0 | {
"file_path": "diffusers/src/diffusers/models/transformers/transformer_flux.py",
"repo_id": "diffusers",
"token_count": 10445
} | 133 |
from dataclasses import dataclass
from typing import Dict, Optional, Tuple, Union
import torch
import torch.nn as nn
from ...configuration_utils import ConfigMixin, register_to_config
from ...loaders import UNet2DConditionLoadersMixin
from ...utils import BaseOutput, logging
from ..attention_processor import CROSS_AT... | diffusers/src/diffusers/models/unets/unet_spatio_temporal_condition.py/0 | {
"file_path": "diffusers/src/diffusers/models/unets/unet_spatio_temporal_condition.py",
"repo_id": "diffusers",
"token_count": 9885
} | 134 |
# Copyright 2024 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/animatediff/pipeline_animatediff_sdxl.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/animatediff/pipeline_animatediff_sdxl.py",
"repo_id": "diffusers",
"token_count": 29233
} | 135 |
# Copyright 2024 Salesforce.com, inc.
# Copyright 2024 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/pipelines/blip_diffusion/pipeline_blip_diffusion.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/blip_diffusion/pipeline_blip_diffusion.py",
"repo_id": "diffusers",
"token_count": 6480
} | 136 |
# Copyright 2024 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/audio_diffusion/mel.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/deprecated/audio_diffusion/mel.py",
"repo_id": "diffusers",
"token_count": 2698
} | 137 |
# Copyright 2024 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_cycle_diffusion.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/deprecated/stable_diffusion_variants/pipeline_cycle_diffusion.py",
"repo_id": "diffusers",
"token_count": 21305
} | 138 |
from typing import TYPE_CHECKING
from ...utils import DIFFUSERS_SLOW_IMPORT, _LazyModule
_import_structure = {"pipeline_dit": ["DiTPipeline"]}
if TYPE_CHECKING or DIFFUSERS_SLOW_IMPORT:
from .pipeline_dit import DiTPipeline
else:
import sys
sys.modules[__name__] = _LazyModule(
__name__,
... | diffusers/src/diffusers/pipelines/dit/__init__.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/dit/__init__.py",
"repo_id": "diffusers",
"token_count": 177
} | 139 |
# Copyright 2024 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/kandinsky/pipeline_kandinsky_inpaint.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/kandinsky/pipeline_kandinsky_inpaint.py",
"repo_id": "diffusers",
"token_count": 12772
} | 140 |
# Copyright 2023 The HuggingFace Team. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicabl... | diffusers/src/diffusers/pipelines/ledits_pp/pipeline_leditspp_stable_diffusion_xl.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/ledits_pp/pipeline_leditspp_stable_diffusion_xl.py",
"repo_id": "diffusers",
"token_count": 41436
} | 141 |
# coding=utf-8
# Copyright 2024 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": 40670
} | 142 |
# Copyright 2024 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.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/stable_cascade/pipeline_stable_cascade.py",
"repo_id": "diffusers",
"token_count": 11730
} | 143 |
# Copyright 2024 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/pipeline_stable_diffusion_depth2img.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/stable_diffusion/pipeline_stable_diffusion_depth2img.py",
"repo_id": "diffusers",
"token_count": 19363
} | 144 |
# Copyright 2024 Stability 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 requ... | diffusers/src/diffusers/pipelines/stable_diffusion_3/pipeline_stable_diffusion_3_inpaint.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/stable_diffusion_3/pipeline_stable_diffusion_3_inpaint.py",
"repo_id": "diffusers",
"token_count": 27169
} | 145 |
from dataclasses import dataclass
from typing import List, Optional, Union
import numpy as np
import PIL.Image
from ...utils import (
BaseOutput,
)
@dataclass
class StableDiffusionSafePipelineOutput(BaseOutput):
"""
Output class for Safe Stable Diffusion pipelines.
Args:
images (`List[PIL.I... | diffusers/src/diffusers/pipelines/stable_diffusion_safe/pipeline_output.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/stable_diffusion_safe/pipeline_output.py",
"repo_id": "diffusers",
"token_count": 527
} | 146 |
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/wuerstchen/__init__.py/0 | {
"file_path": "diffusers/src/diffusers/pipelines/wuerstchen/__init__.py",
"repo_id": "diffusers",
"token_count": 849
} | 147 |
# Copyright 2024 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_consistency_models.py/0 | {
"file_path": "diffusers/src/diffusers/schedulers/scheduling_consistency_models.py",
"repo_id": "diffusers",
"token_count": 8127
} | 148 |
# Copyright 2024 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-2.0
#
# Unless... | diffusers/src/diffusers/schedulers/scheduling_lms_discrete_flax.py/0 | {
"file_path": "diffusers/src/diffusers/schedulers/scheduling_lms_discrete_flax.py",
"repo_id": "diffusers",
"token_count": 4681
} | 149 |
# 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... | diffusers/src/diffusers/utils/constants.py/0 | {
"file_path": "diffusers/src/diffusers/utils/constants.py",
"repo_id": "diffusers",
"token_count": 875
} | 150 |
# coding=utf-8
# Copyright 2024 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": 7856
} | 151 |
# Copyright 2024 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": 479
} | 152 |
# coding=utf-8
# Copyright 2024 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/test_layers_utils.py/0 | {
"file_path": "diffusers/tests/models/test_layers_utils.py",
"repo_id": "diffusers",
"token_count": 10674
} | 153 |
# coding=utf-8
# Copyright 2024 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_1d.py/0 | {
"file_path": "diffusers/tests/models/unets/test_models_unet_1d.py",
"repo_id": "diffusers",
"token_count": 3985
} | 154 |
# coding=utf-8
# Copyright 2024 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_image_processor.py/0 | {
"file_path": "diffusers/tests/others/test_image_processor.py",
"repo_id": "diffusers",
"token_count": 5494
} | 155 |
# coding=utf-8
# Copyright 2024 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/controlnet/test_controlnet_inpaint.py/0 | {
"file_path": "diffusers/tests/pipelines/controlnet/test_controlnet_inpaint.py",
"repo_id": "diffusers",
"token_count": 9721
} | 156 |
# coding=utf-8
# Copyright 2024 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/dance_diffusion/test_dance_diffusion.py/0 | {
"file_path": "diffusers/tests/pipelines/dance_diffusion/test_dance_diffusion.py",
"repo_id": "diffusers",
"token_count": 2496
} | 157 |
# coding=utf-8
# Copyright 2024 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_img2img.py/0 | {
"file_path": "diffusers/tests/pipelines/kandinsky2_2/test_kandinsky_img2img.py",
"repo_id": "diffusers",
"token_count": 4477
} | 158 |
# coding=utf-8
# Copyright 2024 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_controlnet_sdxl_img2img.py/0 | {
"file_path": "diffusers/tests/pipelines/pag/test_pag_controlnet_sdxl_img2img.py",
"repo_id": "diffusers",
"token_count": 4823
} | 159 |
# coding=utf-8
# Copyright 2024 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_onnx_stable_diffusion.py/0 | {
"file_path": "diffusers/tests/pipelines/stable_diffusion/test_onnx_stable_diffusion.py",
"repo_id": "diffusers",
"token_count": 6720
} | 160 |
# coding=utf-8
# Copyright 2024 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_2/test_stable_diffusion_latent_upscale.py/0 | {
"file_path": "diffusers/tests/pipelines/stable_diffusion_2/test_stable_diffusion_latent_upscale.py",
"repo_id": "diffusers",
"token_count": 5875
} | 161 |
import gc
import tempfile
import unittest
import torch
from diffusers import ControlNetModel, StableDiffusionControlNetInpaintPipeline
from diffusers.utils import load_image
from diffusers.utils.testing_utils import (
enable_full_determinism,
numpy_cosine_similarity_distance,
require_torch_gpu,
slow,
... | diffusers/tests/single_file/test_stable_diffusion_controlnet_inpaint_single_file.py/0 | {
"file_path": "diffusers/tests/single_file/test_stable_diffusion_controlnet_inpaint_single_file.py",
"repo_id": "diffusers",
"token_count": 3556
} | 162 |
# coding=utf-8
# Copyright 2024 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/check_repo.py/0 | {
"file_path": "diffusers/utils/check_repo.py",
"repo_id": "diffusers",
"token_count": 12370
} | 163 |
# Misc
.git
tmp
wandb
data
outputs
.vscode
rl
media
# Logging
logs
# HPC
nautilus/*.yaml
*.key
# Slurm
sbatch*.sh
# Byte-compiled / optimized / DLL files
__pycache__/
*.py[cod]
*$py.class
# C extensions
*.so
# Distribution / packaging
.Python
build/
develop-eggs/
dist/
downloads/
eggs/
.eggs/
lib/
lib64/
parts/
... | lerobot/.dockerignore/0 | {
"file_path": "lerobot/.dockerignore",
"repo_id": "lerobot",
"token_count": 701
} | 164 |
FROM nvidia/cuda:12.4.1-base-ubuntu22.04
# Configure image
ARG PYTHON_VERSION=3.10
ARG DEBIAN_FRONTEND=noninteractive
# Install apt dependencies
RUN apt-get update && apt-get install -y --no-install-recommends \
build-essential cmake \
libglib2.0-0 libgl1-mesa-glx libegl1-mesa ffmpeg \
speech-dispatcher ... | lerobot/docker/lerobot-gpu/Dockerfile/0 | {
"file_path": "lerobot/docker/lerobot-gpu/Dockerfile",
"repo_id": "lerobot",
"token_count": 358
} | 165 |
#!/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/lerobot/common/datasets/online_buffer.py/0 | {
"file_path": "lerobot/lerobot/common/datasets/online_buffer.py",
"repo_id": "lerobot",
"token_count": 7380
} | 166 |
#!/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/lerobot/common/datasets/push_dataset_to_hub/cam_png_format.py/0 | {
"file_path": "lerobot/lerobot/common/datasets/push_dataset_to_hub/cam_png_format.py",
"repo_id": "lerobot",
"token_count": 1302
} | 167 |
#!/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/lerobot/common/envs/utils.py/0 | {
"file_path": "lerobot/lerobot/common/envs/utils.py",
"repo_id": "lerobot",
"token_count": 906
} | 168 |
from pathlib import Path
from typing import Protocol
import cv2
import einops
import numpy as np
def write_shape_on_image_inplace(image):
height, width = image.shape[:2]
text = f"Width: {width} Height: {height}"
# Define the font, scale, color, and thickness
font = cv2.FONT_HERSHEY_SIMPLEX
font_... | lerobot/lerobot/common/robot_devices/cameras/utils.py/0 | {
"file_path": "lerobot/lerobot/common/robot_devices/cameras/utils.py",
"repo_id": "lerobot",
"token_count": 694
} | 169 |
#!/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/lerobot/scripts/train.py/0 | {
"file_path": "lerobot/lerobot/scripts/train.py",
"repo_id": "lerobot",
"token_count": 11851
} | 170 |
version https://git-lfs.github.com/spec/v1
oid sha256:98859f2d87e1a0abb9a930a82af623504b3efb26f70fe576f05bab7f19024427
size 788528
| lerobot/tests/data/lerobot/aloha_mobile_chair/train/data-00000-of-00001.arrow/0 | {
"file_path": "lerobot/tests/data/lerobot/aloha_mobile_chair/train/data-00000-of-00001.arrow",
"repo_id": "lerobot",
"token_count": 66
} | 171 |
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"file_path": "lerobot/tests/data/lerobot/aloha_sim_insertion_scripted_image/meta_data/stats.safetensors",
"repo_id": "lerobot",
"token_count": 65
} | 172 |
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"file_path": "lerobot/tests/data/lerobot/aloha_sim_transfer_cube_human_image/train/state.json",
"repo_id": "lerobot",
"token_count": 67
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"file_path": "lerobot/tests/data/lerobot/aloha_static_battery/meta_data/stats.safetensors",
"repo_id": "lerobot",
"token_count": 69
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"file_path": "lerobot/tests/data/lerobot/aloha_static_screw_driver/meta_data/stats.safetensors",
"repo_id": "lerobot",
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"file_path": "lerobot/tests/data/lerobot/pusht_image/train/state.json",
"repo_id": "lerobot",
"token_count": 66
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"file_path": "lerobot/tests/data/lerobot/xarm_push_medium_replay_image/train/dataset_info.json",
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"file_path": "lerobot/tests/data/save_policy_to_safetensors/dora_aloha_real_act_real/output_dict.safetensors",
"repo_id": "lerobot",
"token_count": 65
} | 180 |
import pickle
from pathlib import Path
import pytest
import torch
from lerobot.common.robot_devices.robots.factory import make_robot
from lerobot.common.robot_devices.utils import RobotDeviceAlreadyConnectedError, RobotDeviceNotConnectedError
from tests.utils import require_koch
@require_koch
def test_robot(tmpdir,... | lerobot/tests/test_robots.py/0 | {
"file_path": "lerobot/tests/test_robots.py",
"repo_id": "lerobot",
"token_count": 1807
} | 181 |
__version__ = "0.2"
from transformers import AutoConfig, AutoModel
from .configuration_parler_tts import ParlerTTSConfig, ParlerTTSDecoderConfig
from .dac_wrapper import DACConfig, DACModel
from .modeling_parler_tts import (
ParlerTTSForCausalLM,
ParlerTTSForConditionalGeneration,
apply_delay_pattern_mas... | parler-tts/parler_tts/__init__.py/0 | {
"file_path": "parler-tts/parler_tts/__init__.py",
"repo_id": "parler-tts",
"token_count": 164
} | 182 |
<!--Copyright 2023 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | peft/docs/source/developer_guides/custom_models.md/0 | {
"file_path": "peft/docs/source/developer_guides/custom_models.md",
"repo_id": "peft",
"token_count": 4859
} | 183 |
<!--⚠️ Note that this file is in Markdown but contain specific syntax for our doc-builder (similar to MDX) that may not be
rendered properly in your Markdown viewer.
-->
# Helper methods
A collection of helper functions for PEFT.
## Checking if a model is a PEFT model
[[autodoc]] helpers.check_if_peft_model
- a... | peft/docs/source/package_reference/helpers.md/0 | {
"file_path": "peft/docs/source/package_reference/helpers.md",
"repo_id": "peft",
"token_count": 135
} | 184 |
<!--Copyright 2023 The HuggingFace Team. All rights reserved.
Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed... | peft/docs/source/package_reference/tuners.md/0 | {
"file_path": "peft/docs/source/package_reference/tuners.md",
"repo_id": "peft",
"token_count": 330
} | 185 |
#!/usr/bin/env python
# Copyright 2023-present 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 require... | peft/examples/boft_controlnet/train_controlnet.py/0 | {
"file_path": "peft/examples/boft_controlnet/train_controlnet.py",
"repo_id": "peft",
"token_count": 10032
} | 186 |
import os
import torch
import torch.nn as nn
import transformers
from datasets import load_dataset
from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig
from peft import LoraConfig, get_peft_model
os.environ["CUDA_VISIBLE_DEVICES"] = "0"
# -*- coding: utf-8 -*-
"""Finetune-opt-bnb-peft.i... | peft/examples/fp4_finetuning/finetune_fp4_opt_bnb_peft.py/0 | {
"file_path": "peft/examples/fp4_finetuning/finetune_fp4_opt_bnb_peft.py",
"repo_id": "peft",
"token_count": 2325
} | 187 |
# Copyright 2023-present the HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or... | peft/examples/int8_training/fine_tune_blip2_int8.py/0 | {
"file_path": "peft/examples/int8_training/fine_tune_blip2_int8.py",
"repo_id": "peft",
"token_count": 1309
} | 188 |
<jupyter_start><jupyter_text>This notebook shows how to use the adapter merging methods from `peft` and apply them image generation models using `diffusers`. Turn `diffusers` LoRA checkpoints into `PeftModel`<jupyter_code>!pip install diffusers accelerate transformers -U -q
!pip install git+https://github.com/huggingf... | peft/examples/multi_adapter_examples/multi_adapter_weighted_inference_diffusers.ipynb/0 | {
"file_path": "peft/examples/multi_adapter_examples/multi_adapter_weighted_inference_diffusers.ipynb",
"repo_id": "peft",
"token_count": 1802
} | 189 |
# Copyright 2023 The HuggingFace Team, the AllenNLP library authors. All rights reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
... | peft/scripts/stale.py/0 | {
"file_path": "peft/scripts/stale.py",
"repo_id": "peft",
"token_count": 890
} | 190 |
# Copyright 2023-present the HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or... | peft/src/peft/tuners/adalora/bnb.py/0 | {
"file_path": "peft/src/peft/tuners/adalora/bnb.py",
"repo_id": "peft",
"token_count": 2713
} | 191 |
# Copyright 2023-present the HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or... | peft/src/peft/tuners/boft/model.py/0 | {
"file_path": "peft/src/peft/tuners/boft/model.py",
"repo_id": "peft",
"token_count": 6411
} | 192 |
# Copyright 2024-present the HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or... | peft/src/peft/tuners/ln_tuning/layer.py/0 | {
"file_path": "peft/src/peft/tuners/ln_tuning/layer.py",
"repo_id": "peft",
"token_count": 1852
} | 193 |
# Copyright 2024-present the HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or... | peft/src/peft/tuners/lora/eetq.py/0 | {
"file_path": "peft/src/peft/tuners/lora/eetq.py",
"repo_id": "peft",
"token_count": 1628
} | 194 |
# Copyright 2023-present the HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or... | peft/src/peft/tuners/vera/config.py/0 | {
"file_path": "peft/src/peft/tuners/vera/config.py",
"repo_id": "peft",
"token_count": 2918
} | 195 |
#!/usr/bin/env python3
# coding=utf-8
# Copyright 2023-present 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
#... | peft/tests/test_lora_megatron.py/0 | {
"file_path": "peft/tests/test_lora_megatron.py",
"repo_id": "peft",
"token_count": 2989
} | 196 |
# Hugging Face Timm Docs
## Getting Started
```
pip install git+https://github.com/huggingface/doc-builder.git@main#egg=hf-doc-builder
pip install watchdog black
```
## Preview the Docs Locally
```
doc-builder preview timm hfdocs/source
```
| pytorch-image-models/hfdocs/README.md/0 | {
"file_path": "pytorch-image-models/hfdocs/README.md",
"repo_id": "pytorch-image-models",
"token_count": 88
} | 197 |
# Dual Path Network (DPN)
A **Dual Path Network (DPN)** is a convolutional neural network which presents a new topology of connection paths internally. The intuition is that [ResNets](https://paperswithcode.com/method/resnet) enables feature re-usage while DenseNet enables new feature exploration, and both are importa... | pytorch-image-models/hfdocs/source/models/dpn.mdx/0 | {
"file_path": "pytorch-image-models/hfdocs/source/models/dpn.mdx",
"repo_id": "pytorch-image-models",
"token_count": 3692
} | 198 |
# Inception v3
**Inception v3** is a convolutional neural network architecture from the Inception family that makes several improvements including using [Label Smoothing](https://paperswithcode.com/method/label-smoothing), Factorized 7 x 7 convolutions, and the use of an [auxiliary classifer](https://paperswithcode.co... | pytorch-image-models/hfdocs/source/models/inception-v3.mdx/0 | {
"file_path": "pytorch-image-models/hfdocs/source/models/inception-v3.mdx",
"repo_id": "pytorch-image-models",
"token_count": 1891
} | 199 |
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