Discover huggingface/coreml-examples 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

130,452

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

24,895

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.

14,982

trl

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

9,193

tokenizers

Large Language Model Text Generation Inference

8,787

text-generation-inference

🚀 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

8,663

accelerate

Open source codebase powering the HuggingChat app

7,425

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

6,063

alignment-handbook

Inference and training library for high-quality TTS models.

4,416

parler-tts

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

4,027

deep-rl-class

autotrain-advanced

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

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

2,718

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

A blazing fast inference solution for text embeddings models

2,506

text-embeddings-inference

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

2,500

optimum

Public repo for HF blog posts

2,290

blog

Efficient few-shot learning with Sentence Transformers

2,136

setfit

The Hugging Face course on Transformers

2,127

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.

1,897

evaluate

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

1,825

transfer-learning-conv-ai

1,654

cookbook

Open-source AI cookbook

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

1,577

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

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

1,342

huggingface_hub

JavaScript Gaussian Splatting library.

1,311

gsplat.js

🔥The Web-scale GUI for MongoDB

1,302

Mongoku

LLM powered development for VSCode

1,300

llm-vscode

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

1,201

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

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

986

torchMoji

optimum-nvidia

awesome-huggingface

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

853

optimum-quanto

A pytorch quantization backend for optimum

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

738

naacl_transfer_learning_tutorial

LLM powered development for Neovim

718

llm.nvim

Lua

717

dataset-viewer

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

Swift Package to implement a transformers-like API in Swift

672

swift-transformers

Export Hugging Face models to Core ML and TensorFlow Lite

621

exporters

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

587

llm-ls

Fast Inference Solutions for BLOOM

579

transformers-bloom-inference

A cross-platform browser ML framework.

557

ratchet

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.

556

lighteval

Fast Block Sparse Matrices for Pytorch

550

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

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

374

tflite-android-transformers

Java

368

community-events

Place where folks can contribute to 🤗 community events

controlnet_aux

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

Open reproduction of MUSE for fast text2image generation.

324

open-muse

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

diarizers

optimum-benchmark

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

Docs of the Hugging Face Hub

226

hub-docs

221

llm-swarm

Manage scalable open LLM inference endpoints in Slurm clusters

Let's build better datasets, together!

216

data-is-better-together

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

192

optimum-neuron

Code for instruction-tuning Stable Diffusion.

191

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.

181

diffusion-fast

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

179

olm-datasets

A collection of 🤗 Transformers.js demos and example applications

170

transformers.js-examples

JavaScript

164

api-inference-community

General multi-task deep RL Agent

161

jat

Materials for workshops on the Hugging Face ecosystem

154

workshops

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

148

chug

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

140

optimum-habana