Rockpool supports training spiking neural networks with PyTorch and JAX and deploying them to neuromorphic hardware.
PyTorchNet
PyTorch TNT supplies lightweight tools and utilities for training with PyTorch.

About PyTorchNet
PyTorchNet is a GitHub repository for TNT, a library of tools and utilities for training models with PyTorch. The project describes itself as lightweight. It is installed as the torchtnt package with pip or from conda-forge, and documentation is listed at pytorch.org/tnt/.
The repository homepage does not list the individual training tools the library contains, so this entry does not describe them. Installation notes say to install PyTorch first if problems occur.
Key features
- Library of tools and utilities for training with PyTorch
- Installable with pip as the torchtnt package
- Installable with conda from the conda-forge channel
- Option to install the latest development version from the master branch
- Repository includes examples and tests directories
- Can be installed with pip or conda-forge
- Offers a route to the latest development version from the master branch
- Documentation is linked from the repository
PyTorchNet at a glance
- Website
- github.com/pytorch/tnt
- Type
- Open-source project
- Pricing
- Not confirmed. Check the site
- Open source
- Not stated
- Language
- English
- Last checked
- Oct 6, 2026 · Online when checked
- Listed
- Oct 5, 2026
PyTorchNet alternatives
Tools and sites you could use instead, ranked by how closely they match.
Sinabs supports fast training of spiking neural networks with PyTorch and inference on neuromorphic hardware.
PyTorch Ignite provides a high level library for flexibly training and evaluating neural networks.
Torchvision provides datasets, transforms, and models for computer vision with PyTorch.
PaddlePaddle provides a deep learning framework for training models across devices and platforms.
ModelFox supports training, deployment, and monitoring for machine learning models.
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PyTorchNet FAQ
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