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US 2023/0058055 A1Published application
Methods and systems for integrating machine learning/analytics accelerators and relational database systems
AssigneeGeorgia Tech Research Corporation
InventorsHadi Esmaeilzadeh, Divya Mahajan, Joon Kyung Kim
Life of this patent
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Abstract
A method for database management that includes receiving an algorithm from a user. Based on the algorithm, a hierarchical dataflow graph (hDFG) may be generated. The method may further include generating an architecture for a chip based on the hDFG. The architecture for a chip may retrieve a data table from a database. The data table may be associated with the architecture for a chip. Finally, the algorithm may be executed against the data table, such that an action included in the algorithm is performed.
Claims20
A method comprising:
- determining, based at least in part on a dataflow graph, a chronological order of one or more operations needed to perform an action against a database;
- generating an architecture for a chip based on at least one of the dataflow graph and the chronological order of one or more operations, wherein the architecture for a chip includes instructions based on the chronological order of one or more operations;
- retrieving, by the architecture for a chip and from the database, a data table;
- associating the data table with the architecture for a chip;
- and
- executing an algorithm, designed to perform the action against the database, against the architecture for a chip such that the action is performed against the data table.
3 more elements
A method comprising:
- generating, based on an algorithm including operations needed to perform an action against a database, a hierarchical dataflow graph (hDFG);
- generating, based on the hDFG, an architecture for a chip;
- retrieving, by the architecture for a chip and from the database, a data table;
- associating the data table with the architecture for a chip;
- and
- executing the algorithm against the architecture for a chip such that the action is performed against the data table.
3 more elements
Dependencies are inferred from the claim text.