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Adaptive Streaming Data Processing Engine
This module provides advanced-sophisticated real-time data processing capabilities with adaptive algorithms, intelligent buffering, and ML-based stream optimization.
Structs§
- Adaptation
Parameters - Adaptation parameters
- Adaptive
Buffer Manager - Adaptive buffer management system
- Adaptive
Neural Network - Adaptive neural network with dynamic architecture
- Adaptive
Parameters - Adaptive parameters for buffer management
- Adaptive
Stream Config - Stream processing configuration
- Adaptive
Streaming Engine - Advanced-advanced adaptive streaming processor
- Alert
System - Alert system for quality issues
- Architecture
Change - Architecture change record
- Buffer
Statistics - Buffer statistics
- Chunk
Metadata - Chunk metadata
- Configuration
Amplitude - Configuration amplitude in quantum superposition
- Data
Characteristics - Data characteristics analysis
- Detection
Parameters - Detection parameters
- Learning
Episode - Learning episode record
- Learning
Rate Schedule - Learning rate schedule
- Learning
Statistics - Learning statistics summary
- Neural
Adaptive System - Neural Adaptive Learning System for Stream Optimization
- Neural
Layer - Neural network layer
- Optimization
Config - Optimization configuration
- Optimization
Strategies - Optimization strategies
- Pattern
Characteristics - Pattern characteristics
- Pattern
Detector - ML-based pattern detection system
- Pattern
Signature - Pattern signature for ML recognition
- Pattern
Template - Pattern template for recognition
- Performance
Metrics - Performance metrics
- Performance
Prediction Model - Performance prediction model
- Performance
Prediction Point - Performance prediction data point
- Prediction
Model Params - Prediction model parameters
- Quality
Alert - Quality alert
- Quality
Metrics - Quality metrics
- Quality
Thresholds - Quality thresholds
- Quantum
Annealing Params - Quantum annealing parameters
- Quantum
Inspired Optimizer - Advanced MODE ENHANCEMENTS Advanced quantum-inspired optimization, neural adaptation, and predictive analytics Quantum-Inspired Optimization Engine for Advanced Stream Processing
- Quantum
Optimization State - Quantum optimization state representing superposition of configurations
- Statistical
Moments - Statistical moments
- Stream
Chunk - Stream data chunk
- Stream
Performance Optimizer - Stream performance optimizer
- Stream
Quality Monitor - Stream quality monitoring system
- Trend
Indicators - Trend analysis indicators
Enums§
- Activation
Function - Activation function types
- Alert
Severity - Alert severity levels
- Alert
Type - Alert types
- Annealing
Schedule - Annealing schedule types
- Change
Type - Architecture change types
- Layer
Type - Neural layer types
- Learning
Trend - Learning trend indicators
- Memory
Strategy - Memory allocation strategies
- Pattern
Type - Pattern types
- Schedule
Type - Learning rate schedule types
- Trend
Direction - Trend direction
Functions§
- create_
adaptive_ engine - Convenience function to create a new adaptive streaming engine
- create_
adaptive_ engine_ with_ config - Convenience function to create a streaming engine with custom config