neuburn 0.1.0

Spiking neural network framework on top of Burn — Rust-native alternative to snntorch
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    83 out of 134 items documented0 out of 17 items with examples
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  • Source code size: 194.19 kB This is the summed size of all the files inside the crates.io package for this release.
  • Documentation size: 5.63 MB This is the summed size of all files generated by rustdoc for all configured targets
  • Ø build duration
  • this release: 2m 38s Average build duration of successful builds.
  • all releases: 2m 38s Average build duration of successful builds in releases after 2024-10-23.
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  • CntrlX/neuburn
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  • CntrlX

neuBurn

Spiking neural network (SNN) framework built on Burn — a Rust-native alternative to snntorch.

Features

  • Neuron models: Leaky (LIF), Synaptic, Alpha, RLeaky, RSynaptic, Lapicque
  • Reset modes: Subtract, Zero, None (snntorch-style)
  • Learnable membrane decay (β) and optional learnable threshold
  • Surrogate gradients: FastSigmoid, Sigmoid, StraightThrough, ATan
  • Encoding: rate (Poisson), latency, delta
  • Losses: MSE count, CE rate, CE temporal
  • Layers: SpikingConv2d, LeakyParallel, BNTT (BatchNorm through time), SLSTM, KAN-based event-driven blocks

Usage

[dependencies]
neuburn = "0.1"
burn = { version = "0.14", features = ["train"] }

use neuburn::prelude::*;

License

MIT OR Apache-2.0