Struct AdvancedSelfLearningSystem

pub struct AdvancedSelfLearningSystem {
    pub quality_threshold: f32,
    pub max_positions: usize,
    pub pattern_confidence_threshold: f32,
    pub games_per_iteration: usize,
    pub improvement_threshold: f32,
    pub learning_stats: LearningProgress,
}

Advanced Self-Learning System - Continuously improves position database through intelligent self-play This is the revolutionary part that makes your vector engine continuously evolve and improve

Fields

quality_threshold: f32

Quality threshold for keeping positions (0.0 to 1.0)

max_positions: usize

Maximum positions to keep in memory (LRU eviction)

pattern_confidence_threshold: f32

Confidence threshold for pattern matching

games_per_iteration: usize

Number of games to play per learning iteration

improvement_threshold: f32

Position evaluation improvement threshold

learning_stats: LearningProgress

Learning progress tracking

Implementations

impl AdvancedSelfLearningSystem

pub fn new(quality_threshold: f32, max_positions: usize) -> Self

pub fn new_with_config( quality_threshold: f32, max_positions: usize, games_per_iteration: usize, ) -> Self

pub fn save_progress<P: AsRef<Path>>( &self, path: P, ) -> Result<(), Box<dyn Error>>

Save learning progress to file for persistent training

pub fn load_progress<P: AsRef<Path>>(path: P) -> Result<Self, Box<dyn Error>>

Load learning progress from file to resume training

pub fn get_progress_report(&self) -> String

Get detailed progress report for testing against external engine

pub fn continuous_learning_iteration( &mut self, engine: &mut ChessVectorEngine, ) -> Result<LearningStats, Box<dyn Error>>

Main Learning Loop - The core of your self-improving engine

Trait Implementations

impl Clone for AdvancedSelfLearningSystem

fn clone(&self) -> AdvancedSelfLearningSystem

Returns a duplicate of the value.

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source.

impl Debug for AdvancedSelfLearningSystem

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.

impl Default for AdvancedSelfLearningSystem

fn default() -> Self

Returns the “default value” for a type.

impl<'de> Deserialize<'de> for AdvancedSelfLearningSystem

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for AdvancedSelfLearningSystem

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.