Benchmark

We benchmarked the performance of MindQuantum against some alternative quantum computing frameworks

Random Circuit Evolution Simulation

Test hardware: 8U32G · Accuracy: Qiskit, TenCirChem, MindSpore Quantum FP64; TFQ FP32

For small numbers of qubits, MindSpore Quantum's advantage comes primarily from its lower API call overhead. For larger numbers of qubits, its multi-threaded parallel computing and efficient common quantum gate evolutions ensure superior performance.

QAOA Solving the Max-Cut Problem

Test hardware: 8U32G · Accuracy: Qiskit, TenCirChem, MindSpore Quantum FP64; TFQ FP32

MindSpore Quantum's performance is at least an order of magnitude faster than other frameworks, thanks to deep optimization when computing parameterized circuit gradients and efficient circuit evolution.

VQE Solving the Ground-State Energy of Chemical Molecules

Test hardware: 8U32G · Accuracy: Qiskit, TenCirChem, MindSpore Quantum FP64; TFQ FP32

MindSpore Quantum's performance is at least an order of magnitude faster than other frameworks, thanks to deep optimization when computing parameterized circuit gradients and efficient circuit evolution.