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Iterate over input data, don't load into memory #170

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@jfelectron jfelectron commented Jul 26, 2019

The current implementation loads the entire input file into memory, leading to memory growth and exhaustion for large data sets. This is a POC for out of core data sets.

Notes:

  • not a Java dev, this works but can likely be improved. PR is for visibility of the issue, which I spent a week or more on and off with.

  • does not solve the issue of the LDA model training trying to load all the data into memory, if possible we should find a way to make that iterable as well.

Further improvements:

  • make use of threads to speed this up, using one thread for 100M plus instances takes quite a while

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