METHOD AND SYSTEM FOR GENERATING HIGH PERFORMANCE MACHINE LEARNING TRAINING DATA STREAMS
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United States of America Patent
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Issued Date -
Oct 3, 2024
app pub date -
Mar 31, 2023
filing date -
Mar 31, 2023
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Abstract
Techniques described herein relate to a method for managing training data. The method includes obtaining a first stream request, wherein the first stream request comprises a stream creation request and a stream specification; generating a new stream entry in a stream database; loading training data specified by the stream specification into a cache; generating a mini-batch sequence using the training data and the stream specification; creating a mini-batch sequence queue and a stream endpoint; generating mini-batch sequence access information associated with the mini-batch sequence; setting up a data transfer application programming interface (API) associated with the cache; and streaming the mini-batch access information to a client in a machine learning training environment using the mini-batch sequence queue and the stream endpoint, wherein the client uses the mini-batch sequence access information and the data transfer API to obtain mini batches of the mini-batch sequence.
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