The invention discloses a cloud computing method for high-performance scientific computing, including local computing users, the local computing users are connected to a service terminal, the service terminal is connected to a cloud platform, and the local computing users include local storage, computing A terminal, a computing cache and a computing node, the local storage is connected to the computing terminal, the computing terminal is connected to the computing cache, the computing cache is generated with a computing node, the service terminal includes an encryption module and an authentication module, and the encryption module Connected to the authentication module, the cloud platform includes a cloud sharing terminal and cloud storage, the cloud sharing terminal is connected to the cloud storage, by producing computing nodes in the calculation, and then encrypting and transmitting them to the cloud platform for storage, both data upload and storage can be reduced. The amount of reading can effectively increase the rate, while reducing redundant data, which is conducive to shared management, can increase the calculation rate, and greatly improve cloud computing and high performance and efficiency.