- 专利标题: Systems and methods for a unified analytics platform
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申请号: US17073752申请日: 2020-10-19
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公开(公告)号: US11727007B1公开(公告)日: 2023-08-15
- 发明人: Chinmay Madhav Kulkarni , Lin Ma , Amir Malekpour , Mohan Rajagopalan , John C. Reed , Ram Sriharsha
- 申请人: SPLUNK Inc.
- 申请人地址: US CA San Francisco
- 专利权人: Splunk Inc.
- 当前专利权人: Splunk Inc.
- 当前专利权人地址: US CA San Francisco
- 代理机构: Rutan & Tucker LLP
- 主分类号: G06F16/21
- IPC分类号: G06F16/21 ; G06F16/2455 ; G06F16/2453 ; G06F16/242 ; G06N20/00 ; G06F16/248 ; G06N5/01
摘要:
A computer-implemented method is disclosed including operations of receiving a request to store a representation of a machine learning model in a non-transitory computer-readable medium, validating the representation of the machine learning model, storing the representation of the machine learning model, receiving a query from a web-based programming application, the query including a sequence of operators, parsing the query to detect and identify each operator within the sequence of operators, converting the query to directed acyclic graph (DAG) and providing the DAG to a distributed processing engine configured to execute the DAG. The computer-implemented method includes further operations of, prior to converting the query to the DAG, altering the query to improve efficiency of execution of the DAG. Altering the query may include at least one of consolidating at least two operators, applying a filter operation to an operator, or applying a projection to the operator.
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