Discover huggingface/ratchet Open Source project

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNet-V3/V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

133,705

pytorch-image-models

🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch and FLAX.

28,073

diffusers

🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools

25,619

datasets

🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

17,530

peft

Minimalist ML framework for Rust

15,663

candle

Train transformer language models with reinforcement learning.

15,011

trl

Large Language Model Text Generation Inference

9,850

text-generation-inference

💥 Fast State-of-the-Art Tokenizers optimized for Research and Production

8,939

tokenizers

🚀 A simple way to launch, train, and use PyTorch models on almost any device and distributed configuration, automatic mixed precision (including fp8), and easy-to-configure FSDP and DeepSpeed support

8,885

accelerate

Open source codebase powering the HuggingChat app

7,854

chat-ui

🤗 LeRobot: Making AI for Robotics more accessible with end-to-end learning

7,113

lerobot

Robust recipes to align language models with human and AI preferences

6,522

alignment-handbook

Inference and training library for high-quality TTS models.

4,474

parler-tts

autotrain-advanced

deep-rl-class

This repo contains the syllabus of the Hugging Face Deep Reinforcement Learning Course.

MDX

3,680

diffusion-models-class

Materials for the Hugging Face Diffusion Models Course

Notebooks using the Hugging Face libraries 🤗

3,508

notebooks

Distilled variant of Whisper for speech recognition. 6x faster, 50% smaller, within 1% word error rate.

3,492

distil-whisper

✨Fast Coreference Resolution in spaCy with Neural Networks

3,455

neuralcoref

2,842

safetensors

Simple, safe way to store and distribute tensors

A blazing fast inference solution for text embeddings models

2,754

text-embeddings-inference

🚪✊Knock Knock: Get notified when your training ends with only two additional lines of code

2,746

knockknock

Speech To Speech: an effort for an open-sourced and modular GPT4-o

2,682

speech-to-speech

Swift app demonstrating Core ML Stable Diffusion

2,540

swift-coreml-diffusers

🚀 Accelerate training and inference of 🤗 Transformers and 🤗 Diffusers with easy to use hardware optimization tools

2,506

optimum

Public repo for HF blog posts

2,469

blog

Efficient few-shot learning with Sentence Transformers

2,303

setfit

The Hugging Face course on Transformers

2,142

course

MDX

2,005

awesome-papers

Papers & presentation materials from Hugging Face's internal science day

1,996

datatrove

Freeing data processing from scripting madness by providing a set of platform-agnostic customizable pipeline processing blocks.

🤗 Evaluate: A library for easily evaluating machine learning models and datasets.

1,909

evaluate

1,825

cookbook

Open-source AI cookbook

🦄 State-of-the-Art Conversational AI with Transfer Learning

1,660

transfer-learning-conv-ai

Swift Core ML 3 implementations of GPT-2, DistilGPT-2, BERT, and DistilBERT for Question answering. Other Transformers coming soon!

1,654

swift-coreml-transformers

🐥A PyTorch implementation of OpenAI's finetuned transformer language model with a script to import the weights pre-trained by OpenAI

1,543

pytorch-openai-transformer-lm

Utilities to use the Hugging Face Hub API

1,464

huggingface.js

🔥The Web-scale GUI for MongoDB

1,368

Mongoku

All the open source things related to the Hugging Face Hub.

1,313

huggingface_hub

JavaScript Gaussian Splatting library.

1,311

gsplat.js

LLM powered development for VSCode

1,302

llm-vscode

🌊HMTL: Hierarchical Multi-Task Learning - A State-of-the-Art neural network model for several NLP tasks based on PyTorch and AllenNLP

1,206

hmtl

Minimalistic large language model 3D-parallelism training

1,185

nanotron

🦋A PyTorch implementation of BigGAN with pretrained weights and conversion scripts.

1,071

pytorch-pretrained-BigGAN

optimum-nvidia

torchMoji

😇A pyTorch implementation of the DeepMoji model: state-of-the-art deep learning model for analyzing sentiment, emotion, sarcasm etc

🤗 A list of wonderful open-source projects & applications integrated with Hugging Face libraries.

880

awesome-huggingface

853

optimum-quanto

A pytorch quantization backend for optimum

LLM powered development for Neovim

738

llm.nvim

Lua

728

naacl_transfer_learning_tutorial

Repository of code for the tutorial on Transfer Learning in NLP held at NAACL 2019 in Minneapolis, MN, USA

Backend that powers the dataset viewer on Hugging Face dataset pages through a public API.

718

dataset-viewer

Swift Package to implement a transformers-like API in Swift

689

swift-transformers

Export Hugging Face models to Core ML and TensorFlow Lite

647

exporters

LSP server leveraging LLMs for code completion (and more?)

587

llm-ls

Fast Inference Solutions for BLOOM

586

transformers-bloom-inference

LightEval is a lightweight LLM evaluation suite that Hugging Face has been using internally with the recently released LLM data processing library datatrove and LLM training library nanotron.

557

lighteval

Fast Block Sparse Matrices for Pytorch

554

pytorch_block_sparse

C++

523

node-question-answering

Fast and production-ready question answering in Node.js

An open collection of implementation tips, tricks and resources for training large language models

459

large_language_model_training_playbook

Mac app to demonstrate swift-transformers

452

swift-chat

An open collection of methodologies to help with successful training of large language models.

444

llm_training_handbook

Easily embed, cluster and semantically label text datasets

437

text-clustering

cosmopedia

optimum-intel

🤗 Optimum Intel: Accelerate inference with Intel optimization tools

controlnet_aux

community-events

Place where folks can contribute to 🤗 community events

DistilBERT / GPT-2 for on-device inference thanks to TensorFlow Lite with Android demo apps

368

tflite-android-transformers

Java

368

nn_pruning

Prune a model while finetuning or training.

speechbox

100-times-faster-nlp

🚀100 Times Faster Natural Language Processing in Python - iPython notebook

HTML

325

education-toolkit

Educational materials for universities

A collection of 🤗 Transformers.js demos and example applications

324

transformers.js-examples

JavaScript

323

open-muse

Open reproduction of MUSE for fast text2image generation.

Gemma 2 optimized for your local machine.

320

local-gemma

The Hugging Face Course on Transformers for Audio

317

unity-api

313

audio-transformers-course

MDX

308

datablations

Scaling Data-Constrained Language Models

hf_transfer

dataspeech

huggingface-llama-recipes

🏋️ A unified multi-backend utility for benchmarking Transformers, Timm, PEFT, Diffusers and Sentence-Transformers with full support of Optimum's hardware optimizations & quantization schemes.

259

optimum-benchmark

diarizers

hub-docs

Docs of the Hugging Face Hub

221

llm-swarm

Manage scalable open LLM inference endpoints in Slurm clusters

sam2-studio

optimum-neuron

Easy, fast and very cheap training and inference on AWS Trainium and Inferentia chips.

Let's build better datasets, together!

193

data-is-better-together

Code for instruction-tuning Stable Diffusion.

192

instruction-tuned-sd

🎢 Creating and sharing simulation environments for embodied and synthetic data research

189

simulate

Code used for the creation of OBELICS, an open, massive and curated collection of interleaved image-text web documents, containing 141M documents, 115B text tokens and 353M images.

185

OBELICS

Faster generation with text-to-image diffusion models.

184

diffusion-fast

Pipeline for pulling and processing online language model pretraining data from the web

179

olm-datasets

173

api-inference-community

General multi-task deep RL Agent

161

jat

Materials for workshops on the Hugging Face ecosystem

154

workshops

148

coreml-examples

Swift Core ML Examples

Easy and lightning fast training of 🤗 Transformers on Habana Gaudi processor (HPU)

147

optimum-habana

Minimal sharded dataset loaders, decoders, and utils for multi-modal document, image, and text datasets.

147

chug

A Unity plugin for using Transformers models in Unity.

140

sharp-transformers

139

100

hf-hub

Rust client for the huggingface hub aiming for minimal subset of features over `huggingface-hub` python package