| CPC G06F 16/1744 (2019.01) [G06F 16/2237 (2019.01); G06F 16/2477 (2019.01)] | 20 Claims |
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1. A method of database operations, the method comprising:
receiving, by a processor, a user query;
generating, by the processor, a query vector embedding representative of the user query;
querying, by the processor, a vector database using the query vector embedding, wherein:
the vector database comprises a plurality of database vectors representative of a plurality of data files;
each database vector is representative of one data file of the plurality of data files,
each data file of the plurality of data files belongs to one time-series data set of a plurality of time-series data sets, and
each data file of the plurality of data files corresponds to a first time;
retrieving, by the processor, a first database vector of the plurality of database vectors based on the query, the first database vector representative of a first data file belonging to a first time-series data set of the plurality of time-series data sets;
receiving, by the processor, a first plurality of delta encodings describing differences between vector representations of temporally-adjacent data files of the first time-series data set;
identifying, by the processor and based on the first plurality of delta encodings, a second data file of the first time-series data set having a second vector representation that differs from the first database vector, the second data file corresponding to a second time; and
retrieving, by the processor, the second data file of the first time-series data set from a database.
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