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Best Open Source pytorch Libraries

A curated list of the most popular GitHub repositories tagged with pytorch. Select any project to visualize its architecture and dive into the codebase using RepoMind's AI engine.

#1AUTOMATIC1111/stable-diffusion-webui

Stable Diffusion web UI

161,834Python
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#2huggingface/transformers

๐Ÿค— Transformers: the model-definition framework for state-of-the-art machine learning models in text, vision, audio, and multimodal models, for both inference and training.

157,977Python
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#3Comfy-Org/ComfyUI

The most powerful and modular diffusion model GUI, api and backend with a graph/nodes interface.

106,131Python
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#4rasbt/LLMs-from-scratch

Implement a ChatGPT-like LLM in PyTorch from scratch, step by step

88,434Jupyter Notebook
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#5vllm-project/vllm

A high-throughput and memory-efficient inference and serving engine for LLMs

73,416Python
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#6labmlai/annotated_deep_learning_paper_implementations

๐Ÿง‘โ€๐Ÿซ 60+ Implementations/tutorials of deep learning papers with side-by-side notes ๐Ÿ“; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), ๐ŸŽฎ reinforcement learning (ppo, dqn), capsnet, distillation, ... ๐Ÿง 

66,023Python
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#7keras-team/keras

Deep Learning for humans

63,932Python
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#8CorentinJ/Real-Time-Voice-Cloning

Clone a voice in 5 seconds to generate arbitrary speech in real-time

59,526Python
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#9ultralytics/yolov5

YOLOv5 ๐Ÿš€ in PyTorch > ONNX > CoreML > TFLite

57,034Python
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#10ultralytics/ultralytics

Ultralytics YOLO ๐Ÿš€

54,531Python
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#11GokuMohandas/Made-With-ML

Learn how to develop, deploy and iterate on production-grade ML applications.

46,810Jupyter Notebook
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#12coqui-ai/TTS

๐Ÿธ๐Ÿ’ฌ - a deep learning toolkit for Text-to-Speech, battle-tested in research and production

44,829Python
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#13deepspeedai/DeepSpeed

DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

41,835Python
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#14ray-project/ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

41,784Python
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#15TencentARC/GFPGAN

GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration.

37,400Python
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#16babysor/MockingBird

๐Ÿš€Clone a voice in 5 seconds to generate arbitrary speech in real-time

36,881Python
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#17roboflow/supervision

We write your reusable computer vision tools. ๐Ÿ’œ

36,724Python
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#18huggingface/pytorch-image-models

The largest collection of PyTorch image encoders / backbones. Including train, eval, inference, export scripts, and pretrained weights -- ResNet, ResNeXT, EfficientNet, NFNet, Vision Transformer (ViT), MobileNetV4, MobileNet-V3 & V2, RegNet, DPN, CSPNet, Swin Transformer, MaxViT, CoAtNet, ConvNeXt, and more

36,509Python
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#19xinntao/Real-ESRGAN

Real-ESRGAN aims at developing Practical Algorithms for General Image/Video Restoration.

34,673Python
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#20huggingface/diffusers

๐Ÿค— Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.

33,072Python
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#21lutzroeder/netron

Visualizer for neural network, deep learning and machine learning models

32,599JavaScript
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#22open-mmlab/mmdetection

OpenMMLab Detection Toolbox and Benchmark

32,495Python
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#23yunjey/pytorch-tutorial

PyTorch Tutorial for Deep Learning Researchers

32,227Python
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#24facebookresearch/fairseq

Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

32,186Python
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#25Lightning-AI/pytorch-lightning

Pretrain, finetune ANY AI model of ANY size on 1 or 10,000+ GPUs with zero code changes.

30,933Python
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#26JaidedAI/EasyOCR

Ready-to-use OCR with 80+ supported languages and all popular writing scripts including Latin, Chinese, Arabic, Devanagari, Cyrillic and etc.

29,096Python
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#27d2l-ai/d2l-en

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

28,422Python
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#28deepinsight/insightface

State-of-the-art 2D and 3D Face Analysis Project

28,109Python
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#29fastai/fastai

The fastai deep learning library

27,914Jupyter Notebook
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#30WZMIAOMIAO/deep-learning-for-image-processing

deep learning for image processing including classification and object-detection etc.

26,144Python
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#31junyanz/pytorch-CycleGAN-and-pix2pix

Image-to-Image Translation in PyTorch

25,023Python
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#32microsoft/onnxruntime

ONNX Runtime: cross-platform, high performance ML inferencing and training accelerator

19,571C++
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#33ShusenTang/Dive-into-DL-PyTorch

ๆœฌ้กน็›ฎๅฐ†ใ€ŠๅŠจๆ‰‹ๅญฆๆทฑๅบฆๅญฆไน ใ€‹(Dive into Deep Learning)ๅŽŸไนฆไธญ็š„MXNetๅฎž็Žฐๆ”นไธบPyTorchๅฎž็Žฐใ€‚

19,343Jupyter Notebook
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#34AI4Finance-Foundation/FinGPT

FinGPT: Open-Source Financial Large Language Models! Revolutionize ๐Ÿ”ฅ We release the trained model on HuggingFace.

18,844Jupyter Notebook
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#35meta-llama/llama-cookbook

Welcome to the Llama Cookbook! This is your go to guide for Building with Llama: Getting started with Inference, Fine-Tuning, RAG. We also show you how to solve end to end problems using Llama model family and using them on various provider services

18,258Jupyter Notebook
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#36sczhou/CodeFormer

[NeurIPS 2022] Towards Robust Blind Face Restoration with Codebook Lookup Transformer

17,845Python
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#37arc53/DocsGPT

Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents.

17,767Python
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#38stas00/ml-engineering

Machine Learning Engineering Open Book

17,414Python
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#39mrdbourke/pytorch-deep-learning

Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.

17,407Jupyter Notebook
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#40Mikoto10032/DeepLearning

ๆทฑๅบฆๅญฆไน ๅ…ฅ้—จๆ•™็จ‹, ไผ˜็ง€ๆ–‡็ซ , Deep Learning Tutorial

17,285Jupyter Notebook
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#41bharathgs/Awesome-pytorch-list

A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.

16,419
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#42lukas-blecher/LaTeX-OCR

pix2tex: Using a ViT to convert images of equations into LaTeX code.

16,255Python
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#43camenduru/stable-diffusion-webui-colab

stable diffusion webui colab

15,955Jupyter Notebook
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#44microsoft/Bringing-Old-Photos-Back-to-Life

Bringing Old Photo Back to Life (CVPR 2020 oral)

15,705Python
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#45cvat-ai/cvat

Annotate better with CVAT, the industry-leading data engine for machine learning. Used and trusted by teams at any scale, for data of any scale.

15,475Python
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#46modelscope/FunASR

A Fundamental End-to-End Speech Recognition Toolkit and Open Source SOTA Pretrained Models, Supporting Speech Recognition, Voice Activity Detection, Text Post-processing etc.

15,253Python
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#47graykode/nlp-tutorial

Natural Language Processing Tutorial for Deep Learning Researchers

14,871Jupyter Notebook
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#48NVIDIA/DeepLearningExamples

State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.

14,744Jupyter Notebook
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#49NVIDIA/TensorRT-LLM

TensorRT LLM provides users with an easy-to-use Python API to define Large Language Models (LLMs) and supports state-of-the-art optimizations to perform inference efficiently on NVIDIA GPUs. TensorRT LLM also contains components to create Python and C++ runtimes that orchestrate the inference execution in a performant way.

13,426Python
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#50OpenMined/PySyft

Perform data science on data that remains in someone else's server

9,863Python
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