MicroCloud Hologram Inc. Proposes Quantum AI Simulator Adopting Hybrid CPU-FPGA Method, Achieving Efficient Image Classification Simulation Through Heterogeneous Computing

Core Insights - MicroCloud Hologram Inc. has proposed a quantum AI simulator utilizing a hybrid CPU-FPGA method, achieving quantum kernel estimation 500 times faster than traditional CPU simulations [1][4][6] Group 1: Technology Overview - The simulator focuses on application-specific quantum kernels (ASQK) for image classification, implementing core processes on a Field Programmable Gate Array (FPGA) [2][4] - HOLO's design includes an empirical parameterized encoding strategy for image classification, transforming image samples into fixed-dimensional feature vectors for quantum circuit input [3] - The quantum kernel circuit structure employs controlled rotation gates and entanglement gates to enhance global feature correlations, optimizing hardware utilization while maintaining FPGA logic resource utilization below 82% [3][4] Group 2: Performance Validation - Tests on the simulator using datasets like MNIST and Fashion-MNIST show that FPGA-accelerated quantum kernel estimation runs at about 1/500 the time of CPU implementations, achieving classification accuracy comparable to Gaussian kernels [4] - The platform allows for algorithm verification, model comparison, and scalability testing of quantum machine learning algorithms without needing actual quantum hardware [4][6] Group 3: Future Plans - Future developments will expand the simulator's capabilities to support more complex quantum circuit structures and automated circuit-to-hardware mapping compilers [5] - HOLO aims to create multi-node quantum simulation clusters by integrating FPGA acceleration with GPUs or quantum simulation cloud platforms, facilitating hybrid state evolution and noise modeling for hundreds of qubits [5][6] - The company plans to explore quantum-classical collaborative training mechanisms to enable adaptive adjustments of quantum kernel encoding structures during training [5][6] Group 4: Company Background - MicroCloud Hologram Inc. specializes in holographic technology services, including holographic LiDAR solutions and digital twin technology, with cash reserves exceeding 3 billion RMB [8] - The company plans to invest over 400 million USD in various frontier technology fields, including blockchain and quantum computing, aiming to become a global leader in quantum holography and quantum computing technology [8]