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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 comparisonoptimizations
: Highly optimized implementationsbenchmarks
: Comprehensive validation and benchmarking frameworksolvers
: Mathematical solver implementationscore
: Core types, errors, and utilitiesutils
: 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
- Kalman
Filter - Real Kalman filter implementation for temporal predictions
- Neural
Layer - Neural network layer with real computation
- Page
Rank Selector - PageRank-based active sample selection
- Solver
Gate - Solver gate for mathematical verification
- Temporal
Neural Network - Real neural network implementation
- Temporal
Solver - Complete temporal solver system