Enterprise DNA Enterprise DNA
O Open Source Observability medium

PyTorch

by Community

Tensors and Dynamic neural networks in Python with strong GPU acceleration

OSS

PyTorch

Added 1 June 2026

#autograd #deep-learning #gpu #machine-learning #neural-network #numpy #python #tensor

Overview

PyTorch is a Python library for building neural networks using tensors and dynamic computation graphs. It provides strong GPU acceleration through CUDA integration, allowing researchers and engineers to define and train models with flexible, define-by-run semantics.

Best for

Best for
ML researchers and engineers building custom neural network architectures with GPU training needs

Use cases

  • Training deep learning models with GPU acceleration
  • Research prototyping with dynamic neural network architectures
  • Building production inference pipelines for computer vision and NLP

Notes

PyTorch is a Python library for building neural networks using tensors and dynamic computation graphs. It provides strong GPU acceleration through CUDA integration, allowing researchers and engineers to define and train models with flexible, define-by-run semantics.

100,318 stars on GitHub. Last updated 2026-06-01.

Use cases

  • Training deep learning models with GPU acceleration
  • Research prototyping with dynamic neural network architectures
  • Building production inference pipelines for computer vision and NLP

Pros

  • Dynamic computation graphs enable intuitive debugging and flexible model design
  • Mature ecosystem with extensive pre-trained models and community libraries
  • Strong GPU support with optimized kernels for training at scale

Cons

  • Steeper learning curve than some alternatives for beginners
  • Production deployment requires additional tooling beyond the core library
  • Memory usage can be high for large models without careful optimization

Indexed from awesome-llmops and enriched against its public facts.

Pros

  • Dynamic computation graphs enable intuitive debugging and flexible model design
  • Mature ecosystem with extensive pre-trained models and community libraries
  • Strong GPU support with optimized kernels for training at scale

Cons

  • Steeper learning curve than some alternatives for beginners
  • Production deployment requires additional tooling beyond the core library
  • Memory usage can be high for large models without careful optimization

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Qwen2.5-Max

Community

QWEN CHAT API DEMO DISCORD It is widely recognized that continuously scaling both data size and model size can lead to significant improvements in model intelligence. However, th

O OSS Framework medium

Qwen2-Audio-7B

Community

DEMO PAPER GITHUB HUGGING FACE MODELSCOPE DISCORD To achieve the objective of building an AGI system, the model should be capable of understanding information from different moda

O OSS Obs medium

RoboMamba

Community

An efficient VLA model leveraging State Space Models (Mamba) instead of standard self-attention, offering linear inference complexity for efficient, recurrent robotic reasoning.

O OSS Framework medium

ROLL

Community

An Efficient and User-Friendly Scaling Library for Reinforcement Learning with Large Language Models

★ 3,193
O OSS Framework medium

RWKV-v4|5|6

Community

Org profile for RWKV on Hugging Face, the AI community building the future.

O OSS Obs medium

segment-anything (SAM)

Community

The repository provides code for running inference with the SegmentAnything Model (SAM), links for downloading the trained model checkpoints, and example notebooks that show how to

★ 54,274
O OSS Framework medium

SGLang

Community

SGLang is a high-performance serving framework for large language models and multimodal models.

★ 28,885
O OSS Obs medium

SmolVLA

Community

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

O OSS Framework medium

StableLM-v2-12B

Community

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

O OSS Framework medium

StableLM-3B

Community

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

O OSS Obs medium

stable-diffusion

Community

A latent text-to-image diffusion model

★ 73,065
O OSS Framework medium

StarCoder-1|3|7B

Community

All models, datasets, and demos related to StarCoder!

O OSS Obs medium

text-generation-inference

Community

Large Language Model Text Generation Inference

★ 10,857
O OSS Framework medium

TinyZero

Community

Minimal reproduction of DeepSeek R1-Zero

★ 13,125
O OSS Obs medium

Torchmeta

Community

A collection of extensions and data-loaders for few-shot learning & meta-learning in PyTorch

★ 2,058
O OSS Obs medium

Torchserve

Community

Serve, optimize and scale PyTorch models in production

★ 4,359
O OSS Framework medium

torchtitan

Community

A PyTorch native platform for training generative AI models

★ 5,394
O OSS Framework medium

torchtune

Community

PyTorch native post-training library

★ 5,763
O OSS Framework medium

Transformer Engine

Community

A library for accelerating Transformer models on NVIDIA GPUs, including using 8-bit and 4-bit floating point (FP8 and FP4) precision on Hopper, Ada and Blackwell GPUs, to provide b

★ 3,374
O OSS Orchestration medium

Transformers Agents

Community

Provides a natural language API on top of transformers

O OSS Framework medium

TRL

Community

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

O OSS Framework medium

Tune Studio

Community

Playground for devs to finetune & deploy LLMs

O OSS Framework medium

unslothai

Community

Unsloth Studio is a web UI for training and running open models like Gemma 4, Qwen3.6, DeepSeek, gpt-oss locally.

★ 65,515
O OSS Orchestration medium

UQLM

Community

UQLM: Uncertainty Quantification for Language Models, is a Python package for UQ-based LLM hallucination detection

★ 1,160
O OSS Obs medium

Vegas

Community

AutoML tools chain

★ 848
O OSS Framework medium

veRL

Community

verl/HybridFlow: A Flexible and Efficient RL Post-Training Framework

★ 21,691
O OSS Framework medium

VisCPM-10B

Community

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

O OSS Orchestration medium

Vision agent

Community

This tool has been deprecated. Use Agentic Document Extraction instead.

★ 5,291
O OSS Framework medium

vLLM

Community

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

★ 81,619
O OSS Framework medium

WebGPT: Browser-assisted question-answering with human feedback

Community

2021-12

O OSS Obs medium

whisper

Community

Robust Speech Recognition via Large-Scale Weak Supervision

★ 101,156
O OSS Obs medium

x-stable-diffusion

Community

Real-time inference for Stable Diffusion - 0.88s latency. Covers AITemplate, nvFuser, TensorRT, FlashAttention. Join our Discord communty: https://discord.com/invite/TgHXuSJEk6

★ 560
O OSS Obs medium

xTuring

Community

Build, personalize and control your own LLMs. From data pre-processing to fine-tuning, xTuring provides an easy way to personalize open-source LLMs. Join our discord community: htt

★ 2,667
O OSS Framework medium

Yi-34B

Community

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

O OSS Framework medium

Yi-VL-6B|34B

Community

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

P Apps Productivity low

AIVA

Various

AIVA, your AI music generation assistant

P Apps Productivity low

Autodesk Flow Studio

Various

Explore powerful features like AI-driven mocap, camera tracking, animation, and compositing tools in Autodesk Flow Studio.

P Apps Productivity low

Bloom

Various

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

P Apps Productivity low

Build a DeepSeek Model (From Scratch)

Various

Learn how to build the features that set DeepSeek apart from other top LLMs! When DeepSeek started making waves in January 2025, it sounded too good to be true. How could a gener

P Apps Productivity low

ComfyUI

Various

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

★ 115,286
P Apps Productivity low

DeepSeek

Various

Org profile for DeepSeek on Hugging Face, the AI community building the future.

P Apps Productivity low

DragGAN

Various

Official Code for DragGAN (SIGGRAPH 2023)

★ 35,841
P Apps Productivity low

FigureLabs

Various

The World's First AI Scientific Figure Illustrator. Create publication-ready scientific figures in seconds. AI-powered text-to-figure, image-to-figure, and vectorization.

P Apps Productivity low

Flux

Various

Official inference repo for FLUX.1 models

★ 25,590
P Apps Productivity low

Forefront

Various

Forefront is a platform to fine-tune and inference open-source-language-models.

P Apps Productivity low

GenShare

Various

Generate art in seconds for free. Own and share what you create. A multimedia generative studio, democratizing design and creativity.

P Apps Productivity low

Harmonai

Various

Harmonai.org

P Apps Data low

Hex

Hex Technologies

Collaborative analytics with AI. SQL, Python, and an agent that helps you explore data and ship dashboards.

P Apps Productivity low

KREA

Various

Generate, edit, and enhance images, videos, and 3D assets with Krea

P Apps Productivity low

Leonardo AI

Various

Create production-quality visual assets for your projects with unprecedented quality, speed, and style.

P Apps Productivity low

Lensa

Various

Lensa is an all-in-one image editing app that takes your photos to the next level.

P Apps Productivity low

Ludwig

Various

Low-code framework for building custom LLMs, neural networks, and other AI models

★ 11,707
P Apps Productivity low

Make-A-Scene

Various

Make-A-Scene by Meta is a multimodal generative AI method puts creative control in the hands of people who use it by allowing them to describe and illustrate their vision through b

P Apps Productivity low

Mistral

Various

The most powerful AI platform for enterprises. Customize, fine-tune, and deploy AI assistants, autonomous agents, and multimodal AI with open models.

P Apps Productivity low

OPT

Various

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

P Apps Productivity low

Photo AI

Various

Generate photorealistic images and videos of people with AI. Generate over 120 unique avatar styles inspired by the original Avatar AI™ that sparked the viral AI avatar trend in

P Apps Productivity low

QuillBot

Various

Write effortlessly and efficiently with Quillbot's suite of AI tools. Paraphrase, check grammar, analyze tone, improve fluency, and more. Start doing your best work.

P Apps Productivity low

Resemble AI

Various

Resemble AI helps enterprises generate secure voice AI, verify proper usage, and detect deepfakes instantly. Available on-prem or via cloud. Built for enterprise scale with gover

P Apps Productivity low

Runway

Various

We are building foundational General World Models that will be capable of simulating all possible worlds and experiences. The next frontier of intelligence will come from models

P Apps Productivity low

Sora

Various

Presentation of Sora, a large video generation model. OpenAI, February 15, 2024.

P Apps Productivity low

Stable Audio

Various

Learn about Stable Audio 3.0, a model family trained on fully licensed data, designed to be the foundation for what the audio community builds next. Three of the models are open

P Apps Productivity low

Stable Diffusion Public Release

Various

We are delighted to announce the public release of Stable Diffusion and the launch of DreamStudio Lite.

P Apps Productivity low

Stable Diffusion

Various

We’re on a journey to advance and democratize artificial intelligence through open source and open science.

P Apps Productivity low

Stable Horde

Various

AI Horde

P Apps Productivity low

SymbolicAI

Various

A neurosymbolic perspective on LLMs

★ 1,719
P Apps Productivity low

TorToiSe

Various

A multi-voice TTS system trained with an emphasis on quality

★ 14,852
P Apps Productivity low

Unsloth

Various

Unsloth is an open-source, no-code web UI for training, running and exporting open models in one unified local interface.

P Apps Productivity low

Whisper

Various

Robust speech recognition via large-scale weak supervision. [#opensource](https://github.com/openai/whisper)

P Apps Productivity low

NeMo

Various

A scalable generative AI framework built for researchers and developers working on Large Language Models, Multimodal, and Speech AI (Automatic Speech Recognition and Text-to-Speech

★ 18,379
Pairs with65entries
A Agents Autonomous low

Hugging face datasets

Community

Large Language Models, Cooperative AI, AI Society, Multi Agent Systems, Deep Learning, Artificial Intelligence, Natural Language Processing, Communicative AI

M MCP Dev low

DataEval/dingo

Various

Dingo: A Comprehensive AI Data, Model and Application Quality Evaluation Tool

★ 706
M MCP Dev low

itsalissonsilva/ModelSafetyMCP

Various

MCP server for model safety inspection.

★ 0
M MCP Dev low

optuna/optuna-mcp

Various

The Optuna MCP Server is a Model Context Protocol (MCP) server to interact with Optuna APIs.

★ 76
O OSS Obs medium

AIDE

Community

AIDE: AI-Driven Exploration in the Space of Code. The machine Learning engineering agent that automates AI R&D.

★ 1,298
O OSS Obs medium

Aim

Community

Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.

★ 6,138
O OSS Obs medium

Awesome Tensor Compilers

Community

A list of awesome compiler projects and papers for tensor computation and deep learning.

★ 2,753
O OSS Obs medium

BentoML

Community

The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

★ 8,663
O OSS Obs medium

ClearML

Community

ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution

★ 6,715
O OSS Obs medium

Comet

Community

Examples of Machine Learning code using Comet.ml

★ 173
O OSS Obs medium

conda

Community

A system-level, binary package and environment manager running on all major operating systems and platforms.

★ 7,418
O OSS Obs medium

distilabel

Community

Distilabel is a framework for synthetic data and AI feedback for engineers who need fast, reliable and scalable pipelines based on verified research papers.

★ 3,233
O OSS Obs medium

Dragonfly

Community

An open source python library for scalable Bayesian optimisation.

★ 893
O OSS Obs medium

DVC

Community

🦉 Data Versioning and ML Experiments

★ 15,643
O OSS Obs medium

envd

Community

🏕️ Reproducible development environment for humans and agents

★ 2,206
O OSS Obs medium

Feast

Community

The Open Source Feature Store for AI/ML

★ 7,063
O OSS Obs medium

FeatherCNN

Community

FeatherCNN is a high performance inference engine for convolutional neural networks.

★ 1,228
O OSS Obs medium

Featureform

Community

The Virtual Feature Store. Turn your existing data infrastructure into a feature store.

★ 1,981
O OSS Obs medium

Flower

Community

Flower: A Friendly Federated AI Framework

★ 6,922
O OSS Obs medium

Flyte

Community

Dynamic, resilient AI orchestration. Coordinate data, models, and compute as you build AI workflows.

★ 7,056
O OSS Obs medium

Forward

Community

A library for high performance deep learning inference on NVIDIA GPUs.

★ 555
O OSS Obs medium

Guild AI

Community

Experiment tracking, ML developer tools

★ 899
O OSS Obs medium

Harmonia

Community

Federated Learning Made Easy

★ 17
O OSS Obs medium

Hopsworks

Community

Hopsworks - Data-Intensive AI platform with a Feature Store

★ 1,299
O OSS Obs medium

HpBandSter

Community

a distributed Hyperband implementation on Steroids

★ 630
O OSS Obs medium

Hyperband

Community

Tuning hyperparams fast with Hyperband

★ 598
O OSS Obs medium

Hyperopt

Community

Distributed Asynchronous Hyperparameter Optimization in Python

★ 7,576
O OSS Obs medium

hyperunity

Community

A toolset for black-box hyperparameter optimisation.

★ 136
O OSS Obs medium

Jupyter Notebooks

Community

Jupyter Interactive Notebook

★ 13,173
O OSS Obs medium

Kubeflow Pipelines

Community

Machine Learning Pipelines for Kubeflow

★ 4,151
O OSS Obs medium

Kubeflow

Community

Machine Learning Toolkit for Kubernetes

★ 15,700
O OSS Obs medium

Kueue

Community

Kubernetes-native Job Queueing

★ 2,536
O OSS Obs medium

LabNotebook

Community

LabNotebook is a tool that allows you to flexibly monitor, record, save, and query all your machine learning experiments.

★ 528
O OSS Obs medium

Maniford

Community

A model-agnostic visual debugging tool for machine learning

★ 1,671
O OSS Obs medium

Metaflow

Community

Build, Manage and Deploy AI/ML Systems

★ 10,111
O OSS Framework medium

MLflow

Community

MLflow - Open Source AI Platform for Agents, LLMs & Models

O OSS Obs medium

ModelDB

Community

Open Source ML Model Versioning, Metadata, and Experiment Management

★ 1,747
O OSS Obs medium

ModelFox

Community

ModelFox makes it easy to train, deploy, and monitor machine learning models.

★ 1,467
O OSS Obs medium

MOE

Community

A global, black box optimization engine for real world metric optimization.

★ 1,320
O OSS Obs medium

NASGym

Community

A simple OpenAI Gym environment for Neural Architecture Search (NAS)

★ 31
O OSS Obs medium

netron

Community

Visualizer for neural network, deep learning and machine learning models

★ 33,013
O OSS Obs medium

ONNX-MLIR

Community

Representation and Reference Lowering of ONNX Models in MLIR Compiler Infrastructure

★ 1,024
O OSS Obs medium

ormb

Community

Docker for Your ML/DL Models Based on OCI Artifacts

★ 473
O OSS Obs medium

Pachyderm

Community

Data-Centric Pipelines and Data Versioning

★ 6,295
O OSS Obs medium

PAI

Community

Resource scheduling and cluster management for AI

★ 2,687
O OSS Obs medium

Polyaxon

Community

Open Source AI Infra & Engineering Control Plane

★ 3,706
O OSS Obs medium

Prefect

Community

Prefect is a workflow orchestration framework for building resilient data pipelines in Python.

★ 22,518
O OSS Obs medium

Primehub

Community

open-source MLOps platform

★ 410
O OSS Obs medium

RoBO

Community

RoBO: a Robust Bayesian Optimization framework

★ 490
O OSS Obs medium

Sacred

Community

Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.

★ 4,365
O OSS Obs medium

scalene

Community

Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals

★ 13,436
O OSS Obs medium

scikit-learn

Community

scikit-learn: machine learning in Python

★ 66,218
O OSS Obs medium

Slurm

Community

Slurm: A Highly Scalable Workload Manager

★ 4,017
O OSS Obs medium

Spearmint

Community

Spearmint Bayesian optimization codebase

★ 1,568
O OSS Obs medium

Starwhale

Community

an MLOps/LLMOps platform

★ 238
O OSS Obs medium

tokenizers

Community

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

★ 10,782
O OSS Obs medium

TVM

Community

Open Machine Learning Compiler Framework

★ 13,405
O OSS Obs medium

Vald

Community

Vald. A Highly Scalable Distributed Vector Search Engine

★ 1,704
O OSS Obs medium

Volcano

Community

A Cloud Native Batch System (Project under CNCF)

★ 5,621
O OSS Framework medium

Weights & Biases

Community

W&B Weave helps developers evaluate, monitor, and iterate continuously to deliver generative AI applications with confidence.

O OSS Obs medium

whylogs

Community

An open-source data logging library for machine learning models and data pipelines. 📚 Provides visibility into data quality & model performance over time. 🛡️ Supports privacy-pre

★ 2,819
O OSS Obs medium

Yunikorn

Community

Apache YuniKorn Core

★ 1,014
O OSS Obs medium

ZenML

Community

ZenML 🙏: One AI Platform from Pipelines to Agents. https://zenml.io.

★ 5,429
O OSS Obs medium

Zeno

Community

AI Data Management & Evaluation Platform

★ 214
O OSS Obs medium

Zetane Viewer

Community

ML models and internal tensors 3D visualizer

★ 1,804
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