v0.2.0

v0.2.0 (2025-12-29)

Chores

• Add comprehensive benchmark suite for Tether, snnTorch, and SpikingJelly frameworks (f401fda)

• Add comprehensive benchmark suite for Tether, snnTorch, and SpikingJelly frameworks (70eb398)

• Add SpikingCIFARModel and TetherLM for CIFAR-10 training, include dataset download functionality, and update dependencies in pyproject.toml (8d3144c)

• Refactor PLIF and LIF modules for improved readability and performance (26846fc)

• Enhanced the PLIF and LIF classes by restructuring the initialization parameters for better clarity.

• Updated the forward methods in both classes to improve code readability and maintainability.

• Added support for vectorized decay and threshold parameters in PLIF.

• Improved the handling of surrogate gradients in both LIF and PLIF.

• Refactored the attention mechanism in SpikingSelfAttention to streamline operations.

• Updated the Monitor utility to enhance voltage trace monitoring capabilities.

• Added comprehensive tests for new features and ensured backward compatibility.

• Cleaned up code formatting across multiple files for consistency.

• Remove obsolete documentation files for tether modules (ae7b023)

• Simplify spike handling in SNNTorch models and reset hidden states in MNIST model (70f4a42)

Features

• Implement Triton kernels for causal linear attention and rate encoding, optimize LinearLIF layer (669912f)

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Detailed Changes: v0.1.1...v0.2.0

v0.1.1

v0.1.1 (2025-12-25)

Bug Fixes

• Enhance LIF and PLIF implementations with detailed documentation, improve Triton kernels, and update workflow for semantic release (99c7532)

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Detailed Changes: v0.1.0...v0.1.1

v0.1.0

v0.1.0 (2025-12-25)

Chores

• Add Sphinx documentation setup and update dependencies in pyproject.toml (4e77841)

• Correct package path in wheel build configuration (2ba9444)

• Enhance documentation, add new encoding utilities, and improve LIF functionality with surrogate gradients (daf68ab)

• Remove test workflow from GitHub Actions (67f52af)

• Rename job from 'build-and-deploy' to 'build' in GitHub Actions workflow (2e43c26)

• Reorganize GitHub Actions test workflow and remove CHANGELOG file (4ef708e)

• Update project description in pyproject.toml (758268b)

• Update project name in pyproject.toml and streamline dependencies formatting (77bedba)

• Update Sphinx documentation build paths and fix directory structure (e022cae)

• Update Sphinx documentation build process and dependencies in pyproject.toml (777b38b)

Features

• Implement ALIF and PLIF modules with Triton kernels, add surrogate gradient classes, and enhance benchmark functionality (042f891)

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Detailed Changes: v0.0.1...v0.1.0

v0.0.1

v0.0.1 (2025-12-25)

Bug Fixes

• Define shape variables in forward method of SpikingSelfAttention class (c7e15a7)

Chores

• Add GitHub Actions for semantic release and testing (5a12ca2)

• Add GitHub Actions workflow for testing with multiple Python versions (6334c5d)

• Add GitHub Actions workflows for semantic release and testing with multiple Python versions (19ee3fc)

• Add initial CHANGELOG file (ad53c31)

• Downgrade Python version to 3.10 and simplify dependencies in pyproject.toml (9eb2844)

• Initial commit (1a7d8f2)

• Update GitHub Actions workflow to use 'uv' for Python setup and dependency management (d29f398)