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Provide useful debugging info when all pipelines are NaN #3702

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merged 7 commits into from
Sep 13, 2022
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eccabay
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@eccabay eccabay commented Sep 9, 2022

Adds a new errors attribute to the AutoMLSearch object which provides information on all the errors that occurred while running search. The error thrown if all pipelines in a batch are None or NaN references this so devs have more useful information during debugging.

@eccabay eccabay changed the title 4830 useful nan Provide useful debugging info when all pipelines are NaN Sep 9, 2022
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codecov bot commented Sep 9, 2022

Codecov Report

Merging #3702 (6c0125e) into main (07d7af6) will increase coverage by 0.1%.
The diff coverage is 100.0%.

@@           Coverage Diff           @@
##            main   #3702     +/-   ##
=======================================
+ Coverage   99.7%   99.7%   +0.1%     
=======================================
  Files        339     339             
  Lines      34451   34465     +14     
=======================================
+ Hits       34324   34338     +14     
  Misses       127     127             
Impacted Files Coverage Δ
evalml/automl/utils.py 96.9% <ø> (ø)
evalml/tests/automl_tests/dask_test_utils.py 100.0% <ø> (ø)
...ests/automl_tests/parallel_tests/test_cf_engine.py 100.0% <ø> (ø)
...ts/automl_tests/parallel_tests/test_dask_engine.py 100.0% <ø> (ø)
evalml/tests/automl_tests/test_engine_base.py 100.0% <ø> (ø)
evalml/automl/automl_search.py 99.5% <100.0%> (+0.1%) ⬆️
evalml/automl/callbacks.py 100.0% <100.0%> (ø)
evalml/tests/automl_tests/test_automl.py 99.5% <100.0%> (+0.1%) ⬆️

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@eccabay eccabay marked this pull request as ready for review September 9, 2022 19:03
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@chukarsten chukarsten left a comment

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LGTM! Thanks so much for this. I think we might need a follow up story maybe to pretty print the dictionary or something, but this is a big step in the right direction.

@eccabay eccabay merged commit 29300a8 into main Sep 13, 2022
@eccabay eccabay deleted the 4830_useful_nan branch September 13, 2022 19:59
@chukarsten chukarsten mentioned this pull request Sep 20, 2022
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3 participants