Open Source Alternatives
Open source alternatives to PyTorch
Open source alternatives to PyTorch, ranked by GitHub stars and freshness.
12 open-source alternatives in the index, ranked by GitHub stars and freshness.
TensorFlow
Community
An Open Source Machine Learning Framework for Everyone
Best for: Teams building production ML systems that need cross-platform deployment and performance optimization
Jax
Community
Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more
Best for: Researchers and engineers building custom numerical algorithms that need automatic differentiation and hardware acceleration.
Caffe
Community
Caffe: a fast open framework for deep learning.
Best for: Teams building production computer vision systems who prioritize inference speed and have existing Caffe expertise
PaddlePaddle
Community
PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice (『飞桨』核心框架,深度学习&机器学习高性能单机、分布式训练和跨平台部署)
Best for: Teams building large-scale production ML systems who need distributed training and cross-platform deployment out of the box
NCNN
Community
ncnn is a high-performance neural network inference framework optimized for the mobile platform
Best for: Mobile and embedded developers building latency-critical inference applications on constrained hardware
Apache MXNet
Community
Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more
Best for: Teams building distributed training pipelines or mobile ML applications who need multi-language flexibility
Candle
Community
Minimalist ML framework for Rust
Best for: Rust developers building production ML systems where safety and performance matter more than rapid prototyping
Oneflow
Community
OneFlow is a deep learning framework designed to be user-friendly, scalable and efficient.
Best for: Developers who need a high-performance, scalable deep learning framework and are comfortable with C++
MegEngine
Community
MegEngine 是一个快速、可拓展、易于使用且支持自动求导的深度学习框架
Best for: Developers building custom deep learning models in C++ who need high performance and scalability
MindSpore
Community
MindSpore is a new open source deep learning training/inference framework that could be used for mobile, edge and cloud scenarios.
Best for: Developers seeking an open source deep learning framework for cross-platform deployment from edge to cloud
TNN
Community
TNN: developed by Tencent Youtu Lab and Guangying Lab, a uniform deep learning inference framework for mobile、desktop and server. TNN is distinguished by several outstanding featur
Best for: Developers needing optimized deep learning inference specifically on mobile devices, especially within Tencent ecosystem integrations.
VectorFlow
Community
A minimalist neural network library optimized for sparse data and single machine environments.
Best for: Developers building lightweight neural network models for observability on a single machine