Expand description
Predictive prefetching with ML
Learns access patterns and predicts future cache accesses:
- Temporal pattern learning
- Spatial pattern learning
- Markov chain prediction
- Neural network predictor
- Confidence-based prefetch decisions
- Advanced ML models (Transformer, LSTM, Hybrid)
Modules§
- advanced
- Advanced ML-based prediction models
Structs§
- Access
Record - Access pattern record
- Ensemble
Predictor - Ensemble predictor combining multiple prediction methods
- Markov
Predictor - Markov chain predictor Predicts next access based on current state
- Neural
Predictor - Simple neural network predictor Uses a feed-forward network to predict access patterns
- Prediction
- Prediction with confidence
- Spatial
Pattern Detector - Spatial pattern detector Detects related keys that are often accessed together
- Temporal
Pattern Detector - Temporal pattern detector Detects periodic access patterns
Enums§
- Access
Type - Access type