pytorch/pytorch
Tensors and Dynamic neural networks in Python with strong GPU acceleration observed · 2026-10-18
Health v2 · maintenance only
95/100
- Activity 100
- Release rhythm 85
- Longevity 100
Flags: no_license
How is this computed?
round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-10-21. Adoption (stars, forks) is never an input.
- gap_med: 56
- age_days: 3720
- days_rel: 20
- days_push: 3
- n_releases_24m: 14
Adoption not part of the score
104835 stars · 32723 forks observed · 2026-10-18
What it is AI-extracted, prompt v1, taxonomy v1, 2026-09-21, confidence 0.99
PyTorch is an open-source Python library for tensor computation and deep neural networks with strong GPU acceleration. It provides a dynamic tape‑based autograd system and integrates tightly with the Python scientific stack.
Use cases
- train deep neural networks on GPUs
- perform fast tensor operations similar to NumPy
- prototype and experiment with dynamic computational graphs
- run large‑scale distributed training across multiple nodes
- deploy models using TorchScript or TorchServe
- integrate custom CUDA kernels for high‑performance workloads
When to choose
- You need a flexible, Python‑first framework for research and production deep learning.
- GPU acceleration and support for CUDA, ROCm, and other accelerators are required.
- You want seamless integration with NumPy, SciPy, and other Python scientific libraries.
When to avoid
- You require a lightweight, pure‑CPU library with minimal dependencies.
- Your project is written in a language other than Python and cannot use Python bindings.
- You need a static graph‑only framework with no dynamic execution.
Facets
library · maturity active
machine-learning deep-learning artificial-intelligence machine-learning deep-learning python windows gpu-acceleration tensor-computation dynamic-graph numpy-compatible tensor autograd linux macos
5 sources
- readme: https://github.com/pytorch/pytorch · fetched 2026-10-18 · 3dce22f96da6
- homepage: https://pytorch.org · fetched 2026-09-07 · 937c62342edd
- site_page: https://pytorch.org/docs/stable/index.html · fetched 2026-09-07 · cd803252f07e
- site_page: https://pytorch.org/docs · fetched 2026-09-07 · 57e35ca42d27
- site_page: https://pytorch.org/get-started/previous-versions · fetched 2026-09-07 · 9b9701820d5a
Member repositories
| Repository | Role | Health v2 |
|---|---|---|
| pytorch/pytorch | main | 95 |
For agents
Data as of 2026-10-19T08:05:51.212177+00:00 · Report a problem