Crate neurodna 

neurodna - Evolutionary Neural Networks with Genetic Encoding

A Rust library for evolutionary neural network development using genetic-inspired encoding, mutation strategies, and neurodivergent cognitive modeling.

Features

• 🧬 DNA Encoding: Represent neural networks as evolvable genetic sequences
• 🔄 Mutation Engine: Sophisticated mutation strategies for neural evolution
• 🎯 Fitness Evaluation: Multi-objective fitness scoring system
• 🧠 Neurodivergent Traits: Model cognitive diversity (ADHD, Autism spectrum, etc.)
• ⚡ Evolution Engine: Population-based evolutionary algorithms
• 🛠️ CLI Tools: Command-line utilities for training, spawning, and scoring
• 🌐 WASM Support: Deploy to web environments

Quick Start

use neurodna::*;

// Create a neural DNA instance
let dna = NeuralDNA::random(vec![4, 8, 4, 2], "sigmoid");

// Apply mutations
let mut evolved_dna = dna.clone();
let policy = MutationPolicy::default();
mutate(&mut evolved_dna, &policy, &MutationType::All);

// Evaluate fitness
let scorer = StandardFitnessScorer::new();
let fitness = scorer.evaluate(&evolved_dna);
println!("Fitness: {:.4}", fitness.overall);

Re-exports

pub use dna::NeuralDNA;

pub use dna::DNAError;

pub use mutation::MutationPolicy;

pub use mutation::MutationType;

pub use mutation::mutate;

pub use mutation::crossover;

pub use fitness::FitnessFunction;

pub use fitness::FitnessScore;

pub use fitness::StandardFitnessScorer;

pub use traits::NeurodivergentTrait;

pub use traits::TraitProfile;

pub use traits::TraitCategory;

pub use traits::TraitEffects;

pub use evolution::EvolutionEngine;

pub use evolution::EvolutionConfig;

pub use evolution::Individual;

pub use evolution::GenerationStats;

pub use optimized::simd;

pub use optimized::memory;

pub use optimized::cache;

pub use optimized::parallel;

pub use optimized::allocation;

pub use evolution_optimized::OptimizedEvolutionEngine;

pub use evolution_optimized::PerformanceMetrics;

Modules

dna

DNA encoding and decoding for neural network architectures

evolution

Evolution engine for neural DNA populations

evolution_optimized

High-performance evolution engine with optimizations

fitness

Fitness evaluation system for neural DNA

mutation

Mutation engine for neural DNA evolution

optimized

Performance-optimized implementations for Neural DNA

traits

Neurodivergent traits and cognitive patterns