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Parallel evaluation of tasks#1020

Merged
mfeurer merged 10 commits intodevelopopenml/openml-python:developfrom
joblib_evalsopenml/openml-python:joblib_evalsCopy head branch name to clipboard
Feb 18, 2021
Merged

Parallel evaluation of tasks#1020
mfeurer merged 10 commits intodevelopopenml/openml-python:developfrom
joblib_evalsopenml/openml-python:joblib_evalsCopy head branch name to clipboard

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@Neeratyoy
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What does this PR implement/fix? Explain your changes.

Uses joblib to evaluate different folds of a task in parallel, in order to speed-up the purely sequential evaluations of tasks right now.

How should this PR be tested?

The unit tests added to test the accuracy of the distribution of evaluation and collation of results.

@codecov-io
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codecov-io commented Feb 5, 2021

Codecov Report

Merging #1020 (c2cbfe2) into develop (ab793a6) will increase coverage by 0.13%.
The diff coverage is 84.48%.

Impacted file tree graph

@@             Coverage Diff             @@
##           develop    #1020      +/-   ##
===========================================
+ Coverage    88.04%   88.18%   +0.13%     
===========================================
  Files           36       36              
  Lines         4568     4594      +26     
===========================================
+ Hits          4022     4051      +29     
+ Misses         546      543       -3     
Impacted Files Coverage Δ
openml/runs/functions.py 83.61% <72.72%> (+0.15%) ⬆️
openml/config.py 84.78% <100.00%> (+5.10%) ⬆️
openml/testing.py 84.24% <100.00%> (+0.70%) ⬆️
openml/utils.py 90.66% <0.00%> (-0.67%) ⬇️

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@Neeratyoy Neeratyoy marked this pull request as ready for review February 5, 2021 13:48
@Neeratyoy Neeratyoy requested a review from mfeurer February 5, 2021 14:03
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@Neeratyoy Neeratyoy requested a review from mfeurer February 9, 2021 13:10
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@mfeurer mfeurer merged commit 4ff66ed into develop Feb 18, 2021
@mfeurer mfeurer deleted the joblib_evals branch February 18, 2021 10:14
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