Abstract: This application provides a resource scheduling method, including: when a first scheduling request message is obtained, determining a first resource server from a resource pool based on a first quantity of resources requested by the first scheduling request message, and scheduling the first quantity of resources in the first resource server, where the resource pool includes at least one resource server, and the first scheduling request message requests a resource for a first-type task; and when a second scheduling request message is obtained, schedule a resource for a task corresponding to the second scheduling request message, determining a second resource server from the resource pool based on a second quantity of resources requested by the second scheduling request message, and scheduling a third quantity of resources in the second resource server, wherein the second scheduling request message requests a resource for a second-type task.

Abstract: A retrieval apparatus, a method, and a storage medium are disclosed. The retrieval apparatus includes a memory and a processor, wherein the processor is configured to acquire a retrieval request, and the retrieval request includes the query vector; according to the query vector, generate and execute a first access request corresponding to the first memory according to the first graph index and the index node in the candidate pool; determine and process the data acquired by the first access request corresponding to the first memory, corresponding to the absence of redundant data in the previous storage pool, and store the result in the result pool; and output the data in the result pool corresponding to the candidate pool does not include unreachable index nodes. The retrieval apparatus improves the efficiency of the data reading process and further improves the efficiency of the retrieval process.

Abstract: A retrieval apparatus, a method, and a storage medium are disclosed. The retrieval apparatus includes a memory and a processor, wherein the processor is configured to acquire a retrieval request, and the retrieval request includes the query vector; according to the query vector, generate and execute a first access request corresponding to the first memory according to the first graph index and the index node in the candidate pool; determine and process the data acquired by the first access request corresponding to the first memory, corresponding to the absence of redundant data in the previous storage pool, and store the result in the result pool; and output the data in the result pool corresponding to the candidate pool does not include unreachable index nodes. The retrieval apparatus improves the efficiency of the data reading process and further improves the efficiency of the retrieval process.

Abstract: The present disclosure relates to the field of computers, and provides an apparatus, a method, and a storage medium for database query, which are applied to a vector database, by acquiring a query request from a user, determining query parameters corresponding to each of multiple shards based on the query request using a preset neural network model, wherein the query parameters control query complexity by affecting a query range of database data of the query request for the corresponding shard; querying database data in each shard based on the query request and the query parameters to obtain a target query result. Accordingly, corresponding query parameters are adjusted for each shard, so that redundant queries are effectively avoided, and database performance is effectively improved.

Abstract: This application provides a resource scheduling method, including: when a first scheduling request message is obtained, determining a first resource server from a resource pool based on a first quantity of resources requested by the first scheduling request message, and scheduling the first quantity of resources in the first resource server, where the resource pool includes at least one resource server, and the first scheduling request message requests a resource for a first-type task; and when a second scheduling request message is obtained, schedule a resource for a task corresponding to the second scheduling request message, determining a second resource server from the resource pool based on a second quantity of resources requested by the second scheduling request message, and scheduling a third quantity of resources in the second resource server, wherein the second scheduling request message requests a resource for a second-type task.