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Support mini batch in training #190

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merged 5 commits into from Nov 6, 2018
Merged

Support mini batch in training #190

merged 5 commits into from Nov 6, 2018

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ledw
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@ledw ledw commented Oct 19, 2018

As in title. For a given mini batch, it will use the same set of negatives to do updates.
Experiments on a bunch of different tasks shows that this gives a 2-3x speed up depending on task and achieves the same accuracy.

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@jaseweston jaseweston left a comment

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MOST awesome!
do you have plots of batchSize vs. speed and perf?

@ledw ledw merged commit 8790244 into master Nov 6, 2018
dna2github pushed a commit to dna2fork/StarSpace that referenced this pull request Jul 19, 2019
* batch negs

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* fix
alexanderkjeldaas pushed a commit to alexanderkjeldaas/StarSpace that referenced this pull request Mar 2, 2020
* batch negs

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* fix
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3 participants