Expand description
Hardware-Aware Quantum Machine Learning Optimization
This module provides advanced hardware-aware optimization capabilities for quantum machine learning algorithms. It includes device topology awareness, hardware-specific noise modeling, connectivity-optimized circuit compilation, and dynamic adaptation to device characteristics for optimal QML performance on real quantum hardware.
Key features:
- Hardware topology-aware circuit compilation and optimization
- Device-specific noise modeling and calibration integration
- Connectivity-aware gate scheduling and routing
- Hardware-efficient ansatz generation and adaptation
- Dynamic hardware resource allocation and load balancing
- Cross-device QML model portability and optimization
- Real-time device performance monitoring and adaptation
Structs§
- Adaptation
Event - Adaptation events
- Adaptation
State - Current state of adaptation system
- Ansatz
Pattern - Ansatz patterns optimized for specific architectures
- Circuit
Analysis - Circuit analysis result
- Compilation
Statistics - Compilation statistics
- Dynamic
Adaptation Strategy - Dynamic adaptation strategies
- Entangling
Pattern - Entangling patterns for different topologies
- Hardware
Aware Ansatz - Hardware-aware ansatz generator
- Hardware
Aware Config - Hardware-aware optimization configuration
- Hardware
AwareQML Optimizer - Main hardware-aware QML optimizer
- Hardware
Circuit Compiler - Hardware-aware circuit compiler
- Hardware
Metrics - Hardware metrics for optimization decisions
- Hardware
Optimized Circuit - Hardware-optimized circuit compilation result
- Optimization
Stats - Optimization statistics
- Performance
Metrics - Performance metrics
- Performance
Monitoring Data - Performance monitoring data
- Training
Data Analysis - Training data analysis
Enums§
- Adaptation
Action - Adaptation actions
- Adaptation
Trigger - Triggers for dynamic adaptation
- Entangling
Pattern Type - Types of entangling patterns
- Hardware
Architecture - Hardware architecture types for quantum devices
- Hardware
Optimization Level - Hardware optimization levels
- Optimization
Pass - Optimization passes
- Routing
Algorithm - Gate routing algorithms
Functions§
- benchmark_
hardware_ aware_ qml - Benchmark function for hardware-aware QML optimization