Crate temporal_neural_solver

Crate temporal_neural_solver 

Source
Expand description

Temporal Neural Solver with Comprehensive Validation Framework

This crate provides an ultra-fast temporal neural network solver with <40ns P99.9 latency, along with a complete validation system that provides undeniable proof of performance advantages.

§Modules

  • baselines: Traditional implementations for comparison
  • optimizations: Highly optimized implementations
  • benchmarks: Comprehensive validation and benchmarking framework
  • solvers: Mathematical solver implementations
  • core: Core types, errors, and utilities
  • utils: Utility functions and helpers

Modules§

baselines
Baseline implementations for comparison
benchmarks
Comprehensive benchmarking and validation framework
core
Core functionality shared across the system
optimizations
Optimized implementations of the temporal neural solver
optimized
solver_integration
solvers
Mathematical solver implementations
utils
Utility functions and helper modules

Structs§

Certificate
Mathematical certificate for prediction confidence
KalmanFilter
Real Kalman filter implementation for temporal predictions
NeuralLayer
Neural network layer with real computation
PageRankSelector
PageRank-based active sample selection
SolverGate
Solver gate for mathematical verification
TemporalNeuralNetwork
Real neural network implementation
TemporalSolver
Complete temporal solver system

Enums§

ActivationType
TemporalSolverError