公开(公告)号：US20240119050A1

公开(公告)日：2024-04-11

申请号：US17963809

申请日：2022-10-11

Applicant: Microsoft Technology Licensing, LLC

Inventor： Matteo INTERLANDI ,  Apurva Sandeep Gandhi ,  Yuki Asada ,  Advitya Gemawat ,  Victor Renjie Fu ,  Lihao Zhang ,  Rathijit Sen ,  Dalitso Hansini Banda

IPC: G06F16/2453 ,  G06F16/242

CPC classification number: G06F16/24542 ,  G06F16/2448 ,  G06F16/24537

Abstract: Example aspects include techniques for query processing over deep neural network runtimes. These techniques include receiving a query including a query operator and a trainable user defined function (UDF). In addition, the techniques include determining a query representation based on the query, and determining, for performing the query in a neural network runtime, an initial neural network program based on the query representation, the initial neural network program including a differentiable operators corresponding to the query operator. and executing the neural network program in the neural network runtime over the neural network data structure to generate a query result. Further, the techniques include training the initial neural network program via the neural network runtime to determine a trained neural network program, and executing the trained neural network program in the neural network runtime to generate inference information.