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.

公开(公告)号：US11900085B2

公开(公告)日：2024-02-13

申请号：US17692770

申请日：2022-03-11

Applicant: Microsoft Technology Licensing, LLC

Inventor： Avrilia Floratou ,  Andreas Christian Mueller ,  Dalitso Hansini Banda ,  Joyce Yu Cahoon ,  Anja Gruenheid ,  Neha Godwal

IPC: G06F8/41

CPC classification number: G06F8/425 ,  G06F8/423

Abstract: Systems, methods, and devices are described for enabling a user to import a library into a computer program under development. The library includes a data storage interface, one or more semantic objects, and one or more data manipulation or data analysis operations. A user is able to reference code of the library within the computer program under development to generate a dataset from data obtained via the data storage interface and associate the one or more semantic objects with the dataset to generate a semantically-annotated dataset. Systems, methods, and devices enable, based on the importing: the user to invoke a semantic-guided operation of the library that utilizes the semantically-annotated dataset to infer an aspect of a data manipulation or data analysis operation to be performed on the semantically-annotated dataset; or the suggestion of a data manipulation or data analysis operation to the user based on the semantically-annotated dataset.