Snn Python Packages

snntorch

Deep and online learning with spiking neural networks in Python

spikingjelly

SpikingJelly is an open-source deep learning framework for Spiking Neural Network (SNN) based on PyTorch.

bindsnet

Simulation of spiking neural networks (SNNs) using PyTorch.

spikeforge

Spiking neural network (SNN) toolkit for spike encoding, LIF model training, NIR export, inference, and deployment with PyTorch and snnTorch.

sinabs

A deep learning library for spiking neural networks which is based on PyTorch, focuses on fast training and supports inference on neuromorphic hardware.

spikeforge-serve

Spiking neural network (SNN) toolkit for spike encoding, LIF model training, NIR export, inference, and deployment with PyTorch and snnTorch.

spikeforge-server

Spiking neural network (SNN) toolkit for spike encoding, LIF model training, NIR export, inference, and deployment with PyTorch and snnTorch.

spikeforge-targets

Spiking neural network (SNN) toolkit for spike encoding, LIF model training, NIR export, inference, and deployment with PyTorch and snnTorch.

spikeforge-hub

Spiking neural network (SNN) toolkit for spike encoding, LIF model training, NIR export, inference, and deployment with PyTorch and snnTorch.

spikeforge-io

Spiking neural network (SNN) toolkit for spike encoding, LIF model training, NIR export, inference, and deployment with PyTorch and snnTorch.

neurosush

Brain-inspired AI in PyTorch: simulate spiking neural networks (LIF/AdEx, STDP, dendrites, delays) on GPU and build Thousand Brains / HTM models (spatial pooler, temporal memory, grid cells, active dendrites, predictive coding)

sc-neurocore

Universal Stochastic Computing Framework for Neuromorphic Hardware — Rust SIMD engine, Python simulation, Verilog RTL, HDC/VSA, SCPN integration

rockpool

A machine learning library for spiking neural networks. Supports training with both torch and jax pipelines, and deployment to neuromorphic hardware.

spikeforge-clients

Spiking neural network (SNN) toolkit for spike encoding, LIF model training, NIR export, inference, and deployment with PyTorch and snnTorch.

tracetorch

A strict, ergonomic, and powerful library for SNNs, RNNs, and SSMs in PyTorch.

biosnn-bus

脉冲神经网络认知原型：纯局部学习规则（无代理梯度）+ SNN 自主调度 LLM。Spiking neural network cognitive prototype — purely local learning rules (no surrogate gradients), SNN autonomously schedules an LLM, modality-plugin architecture. 研究原型，非生产框架 / research prototype, not a production framework.

spikeling

A neuromorphic DSL + runtime for spiking neural networks: write a .spk file, run it on Python, C, Verilog, or Godot backends. Includes a Godot game-AI plugin.

spyx

Spyx: Spiking Neural Networks in JAX

spymem

An open-source package that offer fully-functional spike-based bio-inspired hippocampal memory models implemented with SNN technology in the SpiNNaker hardware in Python

snn-reservoir-py

Spiking Neural Network (SNN) – Reservoir Model with spike-based feature extraction

spyker

High-performance Spiking Neural Networks Library Written From Scratch with C++ and Python Interfaces.

synaptic-ml

The TensorFlow for neuromorphic computing. Train spiking neural networks and deploy to Intel Loihi 2 at 1000x less energy than GPU.

btorch

Brain-inspired differentiable PyTorch toolkit for neuromorphic and computational neuroscience research