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here:"},{"type":"new_line","raw":"\n"},{"type":"link","href":"https://github.com/a-r-r-o-w/cogvideox-factory/tree/main/training/mochi-1","raw":"https://github.com/a-r-r-o-w/cogvideox-factory/tree/main/training/mochi-1"}],"rawContent":"Let 2024 be the year of video model fine-tunes!\n\nCheck it out here:\nhttps://github.com/a-r-r-o-w/cogvideox-factory/tree/main/training/mochi-1","author":{"_id":"5f7fbd813e94f16a85448745","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1649681653581-5f7fbd813e94f16a85448745.jpeg","fullname":"Sayak 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shipped native quantization support in "},{"type":"inline_code","code":"diffusers","raw":"`diffusers`"},{"type":"text","value":" 🧨","raw":" 🧨"},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"We currently support ","raw":"We currently support "},{"type":"inline_code","code":"bistandbytes","raw":"`bistandbytes`"},{"type":"text","value":" as the official backend but using others like ","raw":" as the official backend but using others like "},{"type":"inline_code","code":"torchao","raw":"`torchao`"},{"type":"text","value":" is already very simple. ","raw":" is already very simple. "},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"This post is just a reminder of what's possible:","raw":"This post is just a reminder of what's possible:"},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"1. Loading a model with a quantization config","raw":"1. Loading a model with a quantization config"},{"type":"new_line","raw":"\n"},{"type":"text","value":"2. Saving a model with quantization config","raw":"2. Saving a model with quantization config"},{"type":"new_line","raw":"\n"},{"type":"text","value":"3. Loading a pre-quantized model","raw":"3. Loading a pre-quantized model"},{"type":"new_line","raw":"\n"},{"type":"text","value":"4. ","raw":"4. "},{"type":"inline_code","code":"enable_model_cpu_offload()","raw":"`enable_model_cpu_offload()`"},{"type":"new_line","raw":"\n"},{"type":"text","value":"5. Training and loading LoRAs into quantized checkpoints","raw":"5. Training and loading LoRAs into quantized checkpoints"},{"type":"new_line","raw":"\n"},{"type":"new_line","raw":"\n"},{"type":"text","value":"Docs:","raw":"Docs:"},{"type":"new_line","raw":"\n"},{"type":"link","href":"https://huggingface.co/docs/diffusers/main/en/quantization/bitsandbytes","raw":"https://huggingface.co/docs/diffusers/main/en/quantization/bitsandbytes"}],"rawContent":"It's been a while we shipped native quantization support in `diffusers` 🧨\n\nWe currently support `bistandbytes` as the official backend but using others like `torchao` is already very simple. \n\nThis post is just a reminder of what's possible:\n\n1. Loading a model with a quantization config\n2. Saving a model with quantization config\n3. Loading a pre-quantized model\n4. `enable_model_cpu_offload()`\n5. 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Paul","name":"sayakpaul","type":"user","isPro":false,"isHf":true,"isMod":false,"followerCount":469},"colorFrom":"red","colorTo":"purple","createdAt":"2022-10-27T10:21:21.000Z","emoji":"👀","id":"sayakpaul/maxim-spaces","lastModified":"2022-11-10T07:40:38.000Z","likes":24,"pinned":false,"private":false,"repoType":"space","runtime":{"stage":"RUNTIME_ERROR","hardware":{"current":null,"requested":"cpu-basic"},"storage":null,"gcTimeout":86400,"errorMessage":"Fetching Space from: https://huggingface.co/spaces/sayakpaul/raindrop-deraining-maxim\nTraceback (most recent call last):\n File \"/home/user/.local/lib/python3.10/site-packages/gradio/external.py\", line 340, in from_spaces\n config = json.loads(result.group(1))\nAttributeError: 'NoneType' object has no attribute 'group'\n\nDuring handling of the above exception, another exception occurred:\n\nTraceback (most recent call last):\n File \"/home/user/app/app.py\", line 5, in \n io1 = gr.Interface.load(\n File \"/home/user/.local/lib/python3.10/site-packages/gradio/interface.py\", line 108, in load\n return super().load(name=name, src=src, api_key=api_key, alias=alias)\n File \"/home/user/.local/lib/python3.10/site-packages/gradio/blocks.py\", line 1114, in load\n return external.load_blocks_from_repo(name, src, api_key, alias, **kwargs)\n File \"/home/user/.local/lib/python3.10/site-packages/gradio/external.py\", line 57, in load_blocks_from_repo\n blocks: gradio.Blocks = factory_methods[src](name, api_key, alias, **kwargs)\n File \"/home/user/.local/lib/python3.10/site-packages/gradio/external.py\", line 342, in from_spaces\n raise ValueError(\"Could not load the Space: {}\".format(space_name))\nValueError: Could not load the Space: sayakpaul/raindrop-deraining-maxim\n","replicas":{"current":1,"requested":1},"devMode":false,"domains":[{"domain":"sayakpaul-maxim-spaces.hf.space","isCustom":false,"stage":"READY"}]},"title":"Maxim Spaces","isLikedByUser":false},{"author":"sayakpaul","authorData":{"_id":"5f7fbd813e94f16a85448745","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1649681653581-5f7fbd813e94f16a85448745.jpeg","fullname":"Sayak Paul","name":"sayakpaul","type":"user","isPro":false,"isHf":true,"isMod":false,"followerCount":469},"colorFrom":"red","colorTo":"red","createdAt":"2022-10-18T18:09:39.000Z","emoji":"💻","id":"sayakpaul/lol-enhancement-maxim","lastModified":"2022-11-01T00:53:30.000Z","likes":4,"pinned":false,"private":false,"repoType":"space","runtime":{"stage":"RUNTIME_ERROR","hardware":{"current":null,"requested":"t4-small"},"storage":null,"gcTimeout":3600,"errorMessage":" result_iterator\n yield fs.pop().result()\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/concurrent/futures/_base.py\", line 444, in result\n return self.__get_result()\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/concurrent/futures/_base.py\", line 389, in __get_result\n raise self._exception\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/concurrent/futures/thread.py\", line 57, in run\n result = self.fn(*self.args, **self.kwargs)\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/huggingface_hub/_snapshot_download.py\", line 211, in _inner_hf_hub_download\n return hf_hub_download(\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/huggingface_hub/utils/_validators.py\", line 118, in _inner_fn\n return fn(*args, **kwargs)\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/huggingface_hub/file_download.py\", line 1364, in hf_hub_download\n http_get(\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/huggingface_hub/file_download.py\", line 505, in http_get\n r = _request_wrapper(\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/huggingface_hub/file_download.py\", line 442, in _request_wrapper\n return http_backoff(\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/huggingface_hub/utils/_http.py\", line 212, in http_backoff\n response = session.request(method=method, url=url, **kwargs)\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/requests/sessions.py\", line 589, in request\n resp = self.send(prep, **send_kwargs)\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/requests/sessions.py\", line 703, in send\n r = adapter.send(request, **kwargs)\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/requests/adapters.py\", line 501, in send\n raise ConnectionError(err, request=request)\nrequests.exceptions.ConnectionError: ('Connection aborted.', RemoteDisconnected('Remote end closed connection without response'))\n","replicas":{"current":1,"requested":1},"devMode":false,"domains":[{"domain":"sayakpaul-lol-enhancement-maxim.hf.space","isCustom":false,"stage":"READY"}]},"title":"LOL Enhancement MAXIM","isLikedByUser":false},{"author":"sayakpaul","authorData":{"_id":"5f7fbd813e94f16a85448745","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1649681653581-5f7fbd813e94f16a85448745.jpeg","fullname":"Sayak Paul","name":"sayakpaul","type":"user","isPro":false,"isHf":true,"isMod":false,"followerCount":469},"colorFrom":"green","colorTo":"green","createdAt":"2022-10-20T05:51:46.000Z","emoji":"🥑","id":"sayakpaul/sots-outdoor-dehazing-maxim","lastModified":"2022-10-31T11:21:36.000Z","likes":2,"pinned":false,"private":false,"repoType":"space","runtime":{"stage":"RUNTIME_ERROR","hardware":{"current":null,"requested":"t4-small"},"storage":null,"gcTimeout":36000,"errorMessage":"Launch timed out, space was not healthy after 30 min","replicas":{"current":1,"requested":1},"devMode":false,"domains":[{"domain":"sayakpaul-sots-outdoor-dehazing-maxim.hf.space","isCustom":false,"stage":"READY"}]},"title":"Sots Outdoor Dehazing MAXIM","isLikedByUser":false},{"author":"sayakpaul","authorData":{"_id":"5f7fbd813e94f16a85448745","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1649681653581-5f7fbd813e94f16a85448745.jpeg","fullname":"Sayak Paul","name":"sayakpaul","type":"user","isPro":false,"isHf":true,"isMod":false,"followerCount":469},"colorFrom":"gray","colorTo":"gray","createdAt":"2022-10-27T05:30:11.000Z","emoji":"💻","id":"sayakpaul/fivek-retouching-maxim","lastModified":"2022-10-31T11:21:12.000Z","likes":5,"pinned":false,"private":false,"repoType":"space","runtime":{"stage":"RUNTIME_ERROR","hardware":{"current":null,"requested":"t4-small"},"storage":null,"gcTimeout":3600,"errorMessage":"Traceback (most recent call last):\n File \"app.py\", line 5, in \n import gradio as gr\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/gradio/__init__.py\", line 3, in \n import gradio.components as components\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/gradio/components.py\", line 39, in \n from gradio import media_data, processing_utils, utils\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/gradio/processing_utils.py\", line 20, in \n from gradio import encryptor, utils\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/gradio/utils.py\", line 395, in \n class Request:\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/gradio/utils.py\", line 415, in Request\n client = httpx.AsyncClient()\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/httpx/_client.py\", line 1397, in __init__\n self._transport = self._init_transport(\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/httpx/_client.py\", line 1445, in _init_transport\n return AsyncHTTPTransport(\n File \"/home/user/.pyenv/versions/3.8.9/lib/python3.8/site-packages/httpx/_transports/default.py\", line 275, in __init__\n self._pool = httpcore.AsyncConnectionPool(\nTypeError: __init__() got an unexpected keyword argument 'socket_options'\n","replicas":{"current":1,"requested":1},"devMode":false,"domains":[{"domain":"sayakpaul-fivek-retouching-maxim.hf.space","isCustom":false,"stage":"READY"}]},"title":"FiveK Retouching MAXIM","isLikedByUser":false},{"author":"sayakpaul","authorData":{"_id":"5f7fbd813e94f16a85448745","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1649681653581-5f7fbd813e94f16a85448745.jpeg","fullname":"Sayak Paul","name":"sayakpaul","type":"user","isPro":false,"isHf":true,"isMod":false,"followerCount":469},"colorFrom":"blue","colorTo":"blue","createdAt":"2022-10-27T05:18:31.000Z","emoji":"💻","id":"sayakpaul/raindrop-deraining-maxim","lastModified":"2022-10-31T11:20:06.000Z","likes":3,"pinned":false,"private":false,"repoType":"space","runtime":{"stage":"BUILD_ERROR","hardware":{"current":null,"requested":"t4-small"},"storage":null,"gcTimeout":3600,"errorMessage":"Build failed with exit code: 1","replicas":{"current":1,"requested":1},"devMode":false,"domains":[{"domain":"sayakpaul-raindrop-deraining-maxim.hf.space","isCustom":false,"stage":"READY"}]},"title":"RainDrop Deraining MAXIM","isLikedByUser":false},{"author":"sayakpaul","authorData":{"_id":"5f7fbd813e94f16a85448745","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1649681653581-5f7fbd813e94f16a85448745.jpeg","fullname":"Sayak Paul","name":"sayakpaul","type":"user","isPro":false,"isHf":true,"isMod":false,"followerCount":469},"colorFrom":"blue","colorTo":"blue","createdAt":"2022-10-20T05:43:43.000Z","emoji":"💻","id":"sayakpaul/sots-indoor-dehazing-maxim","lastModified":"2022-10-31T11:19:16.000Z","likes":2,"pinned":false,"private":false,"repoType":"space","runtime":{"stage":"BUILD_ERROR","hardware":{"current":null,"requested":"t4-small"},"storage":null,"gcTimeout":36000,"errorMessage":"Build failed with exit code: 1","replicas":{"current":1,"requested":1},"devMode":false,"domains":[{"domain":"sayakpaul-sots-indoor-dehazing-maxim.hf.space","isCustom":false,"stage":"READY"}]},"title":"Sots Indoor Dehazing MAXIM","isLikedByUser":false},{"author":"sayakpaul","authorData":{"_id":"5f7fbd813e94f16a85448745","avatarUrl":"https://cdn-avatars.huggingface.co/v1/production/uploads/1649681653581-5f7fbd813e94f16a85448745.jpeg","fullname":"Sayak 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13.5 TFLOPS

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Sayak Paul

sayakpaul

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AI & ML interests

Diffusion models, representation learning

Recent Activity

updated a dataset about 1 hour ago

sayakpaul/sample-datasets

updated a model about 8 hours ago

sayakpaul/trained-sd3

New activity 1 day ago

sayakpaul/FLUX.1-Fill-dev-nf4:How to load in ComfyUi? tried using the Load NF4 Flux UNET.

View all activity

Articles

🧨 Diffusers welcomes Stable Diffusion 3.5 Large

Oct 22

• 43

Memory-efficient Diffusion Transformers with Quanto and Diffusers

Jul 30

• 59

🧨 Diffusers welcomes Stable Diffusion 3

Jun 12

• 92

🤗 PEFT welcomes new merging methods

Feb 19

• 13

Welcome aMUSEd: Efficient Text-to-Image Generation

Jan 4

• 6

SDXL in 4 steps with Latent Consistency LoRAs

Nov 9, 2023

• 11

Personal Copilot: Train Your Own Coding Assistant

Oct 27, 2023

• 30

Exploring simple optimizations for SDXL

Oct 24, 2023

• 4

Finetune Stable Diffusion Models with DDPO via TRL

Sep 29, 2023

• 4

Introducing Würstchen: Fast Diffusion for Image Generation

Sep 13, 2023

• 12

Efficient Controllable Generation for SDXL with T2I-Adapters

Sep 8, 2023

• 4

Happy 1st anniversary 🤗 Diffusers!

Jul 20, 2023

• 1

Optimizing Stable Diffusion for Intel CPUs with NNCF and 🤗 Optimum

May 25, 2023

Instruction-tuning Stable Diffusion with InstructPix2Pix

May 23, 2023

• 11

Training a language model with 🤗 Transformers using TensorFlow and TPUs

Apr 27, 2023

ControlNet in Diffusers 🧨

Mar 3, 2023

• 13

🤗 PEFT: Parameter-Efficient Fine-Tuning of Billion-Scale Models on Low-Resource Hardware

Feb 10, 2023

• 42

A Dive into Pretraining Strategies for Vision-Language Models

Feb 3, 2023

• 49

The State of Computer Vision at Hugging Face 🤗

Jan 30, 2023

• 6

Using LoRA for Efficient Stable Diffusion Fine-Tuning

Jan 26, 2023

• 39

Image Similarity with Hugging Face Datasets and Transformers

Jan 16, 2023

• 19

Deploying 🤗 ViT on Vertex AI

Aug 19, 2022

• 2

Deploying 🤗 ViT on Kubernetes with TF Serving

Aug 11, 2022

Deploying TensorFlow Vision Models in Hugging Face with TF Serving

Jul 25, 2022

• 1

Organizations

Posts 14

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Post

1355

Let 2024 be the year of video model fine-tunes!

Check it out here:
https://github.com/a-r-r-o-w/cogvideox-factory/tree/main/training/mochi-1

view post

Post

2496

It's been a while we shipped native quantization support in diffusers 🧨

We currently support bistandbytes as the official backend but using others like torchao is already very simple.

This post is just a reminder of what's possible:

1. Loading a model with a quantization config
2. Saving a model with quantization config
3. Loading a pre-quantized model
4. enable_model_cpu_offload()
5. Training and loading LoRAs into quantized checkpoints

Docs:
https://huggingface.co/docs/diffusers/main/en/quantization/bitsandbytes

View all posts

Collections 2

Flux tools in NF4

Contains Flux Fill, Canny, and Dev checkpoints in NF4.

• 

  sayakpaul/FLUX.1-Fill-dev-nf4

  Updated 11 days ago • 7
• 

  sayakpaul/FLUX.1-Canny-dev-nf4

  Updated 11 days ago • 2
• 

  sayakpaul/FLUX.1-Depth-dev-nf4

  Updated 11 days ago • 2

Optimizing diffusion models

Provides a list of papers focusing on optimizing T2I diffusion models, targeting fewer timesteps, architecture optimization, and more.

• Progressive Distillation for Fast Sampling of Diffusion Models

  Paper • 2202.00512 • Published Feb 1, 2022 • 1

• On Distillation of Guided Diffusion Models

  Paper • 2210.03142 • Published Oct 6, 2022

• InstaFlow: One Step is Enough for High-Quality Diffusion-Based Text-to-Image Generation

  Paper • 2309.06380 • Published Sep 12, 2023 • 32

• Consistency Models

  Paper • 2303.01469 • Published Mar 2, 2023 • 8

Papers 11

arxiv:2408.13467

arxiv:2406.06424

arxiv:2404.01197

arxiv:2402.17412

Expand 11 papers

spaces 19

Sort:  Recently updated

Runtime error

15

📈

Demo Docker Gradio

Runtime error

🧨

Diffusers Docs QA Chatbot

Ask questions to the Diffusers documentation.

Build error

7

🧨

Convert Kerascv SD to Diffusers

Runtime error

🚀

Inpainting Tool

Build error

13

🐶

Generate Custom Pokemons with Stable Diffusion

Sleeping

8

⏰

Evaluate StableDiffusionPipeline with Different Schedulers

Expand 19 spaces

models 58

Sort:  Recently updated

sayakpaul/trained-sd3

Text-to-Image • Updated about 8 hours ago

sayakpaul/bnb-single-file-checkpoint-from-civitai

Updated 1 day ago • 178

sayakpaul/mochi-lora-dissolve

Text-to-Video • Updated 6 days ago • 15 • 2

sayakpaul/mochi-lora

Text-to-Video • Updated 6 days ago • 61 • 1

sayakpaul/FLUX.1-Canny-dev-nf4

Updated 11 days ago • 2

sayakpaul/FLUX.1-Depth-dev-nf4

Updated 11 days ago • 2

sayakpaul/FLUX.1-Fill-dev-nf4

Updated 11 days ago • 7

sayakpaul/flux.1-dev-int8-aot-compiled

Updated Oct 31 • 2

sayakpaul/sd35-large-nf4

Text-to-Image • Updated Oct 27 • 5

sayakpaul/yarn_art_lora_flux_nf4

Text-to-Image • Updated Oct 21 • 59 •

Expand 58 models

datasets 27

Sort:  Recently updated

sayakpaul/sample-datasets

Viewer • Updated about 1 hour ago • 6 • 26.2k • 1

sayakpaul/video-dataset-disney-organized

Viewer • Updated 6 days ago • 69 • 317 • 3

sayakpaul/pick-a-pic-v2-unique-prompts

Viewer • Updated 26 days ago • 59k • 168

sayakpaul/poses-controlnet-dataset

Viewer • Updated Aug 29 • 496 • 69 • 5

sayakpaul/torchao-diffusers

Updated Aug 28 • 159

sayakpaul/pickapic_v2_webdataset

Viewer • Updated Apr 4 • 8.7k • 44k

sayakpaul/generated-gemini-responses

Viewer • Updated Apr 1 • 115 • 42

sayakpaul/no_robots_only_coding

Viewer • Updated Mar 20 • 350 • 49 • 1

sayakpaul/diffusers-qa-chatbot-artifacts

Viewer • Updated Mar 9 • 265k • 180 • 1

sayakpaul/coco-30-val-2014

Viewer • Updated Feb 5 • 30k • 1.38k • 6

Expand 27 datasets