Module optirs_integration 

OptiRS Integration for Quantum Variational Algorithms

This module provides integration between OptiRS optimizers and QuantRS2 variational quantum algorithms (VQE, QAOA, etc.). It bridges OptiRS’s state-of-the-art ML optimization algorithms with quantum circuit parameter optimization.

Features

• Production-ready optimizers from OptiRS (Adam, SGD, RMSprop, Adagrad)
• Gradient-based optimization for VQE/QAOA
• Learning rate scheduling
• Gradient clipping and regularization
• Hardware-aware parameter optimization
• Performance metrics and monitoring

Structs

OptiRSConfig

OptiRS optimizer configuration for quantum algorithms

OptiRSOptimizationResult

OptiRS optimization result

OptiRSQuantumOptimizer

OptiRS quantum optimizer wrapper

Enums

OptiRSOptimizerType

OptiRS optimizer types available for quantum optimization