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Add parameter sweep to learning rate and batch size #708

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merged 2 commits into from
Apr 27, 2016

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jmancewicz
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@jmancewicz jmancewicz commented Apr 26, 2016

Adding the ability to sweep Batch Size and Learning Rate. Their entry fields now accept multiple values.

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Each permutation of the swept fields will generate one job. With Batch Size [1,2] and Learning Rate [0.01, 0.015, 0.02], six jobs will be created. The job names are augmented by the swept field value. When multiple jobs are launched, the page is redirected to the home page rather than a job page.

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If you were to clone one of these jobs, it will only have the values of that particular job. The clone data is saved per job.

@lukeyeager
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Looks great, thanks for the screenshots!

At first glance, the code works great and looks to be written well - no complaints!

Let's add a simple test so we don't break it in the future and I think we're good to go. @gheinrich do you want to take a look too?

@jmancewicz
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Added tests

@lukeyeager
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Tests look good (despite the fact that TravisCI can't complete before the time limit 😠).

Thanks for the great work!

@lukeyeager lukeyeager merged commit 6f7ca8b into NVIDIA:master Apr 27, 2016
SlipknotTN pushed a commit to cynnyx/DIGITS that referenced this pull request Mar 30, 2017
Add parameter sweep to learning rate and batch size
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2 participants