Add SapientML to automl benchmark #630
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Signed-off-by: Kosaku Kimura <[email protected]>
PGijsbers
requested changes
Jul 29, 2024
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@kimusaku Are you still planning to work on this? |
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@PGijsbers Yes, we are still working on this, especially in making SapientML Python 3.9-compatible. We will be able to update the PR soon. |
* WIP Signed-off-by: Kosaku Kimura <[email protected]> * Issue fix in setup.sh for SapientML * Updation of config file as Sapientml supports Python version 3.9 Signed-off-by: HimanshuRRai <[email protected]> --------- Signed-off-by: Kosaku Kimura <[email protected]> Signed-off-by: HimanshuRRai <[email protected]> Co-authored-by: muhammed-nafi-k-a <[email protected]> Co-authored-by: HimanshuRRai <[email protected]>
PGijsbers
reviewed
Oct 10, 2024
Signed-off-by: HimanshuRRai <[email protected]>
PGijsbers
approved these changes
Nov 9, 2024
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Very sorry for the slow reply. I finally had a chance to run it locally and it seems to work fine... except when running the validation benchmark (python runbenchmark.py sapientml validation -f 0):
Summing up scores for current run:
id task fold framework constraint result metric duration seed info
openml.org/t/9910 bioresponse 0 SapientML test 0.797310 auc 59.1 432708598 NaN
openml.org/t/125920 dresses-sales 0 SapientML test 0.597701 auc 19.3 432708598 NaN
openml.org/t/2079 eucalyptus 0 SapientML test -11.689800 neg_logloss 20.6 432708598 NaN
openml.org/t/167125 internet-advertisements 0 SapientML test 0.929463 auc 59.0 432708598 NaN
openml.org/t/9950 micro-mass 0 SapientML test -1.242880 neg_logloss 35.2 432708598 NaN
openml.org/t/3917 kc1 0 SapientML test 0.720932 auc 23.5 432708598 NaN
openml.org/t/168868 APSFailure 0 SapientML test 0.897341 auc 206.1 432708598 NaN
openml.org/t/168877 diabetes130US 0 SapientML test NaN neg_logloss 65.8 432708598 NoResultError: All candidate scripts failed. Final script is not saved.
openml.org/t/211985 census-income 0 SapientML test 0.709671 auc 92.7 432708598
The scripts generated can be found here:https://gist.github.com/PGijsbers/ed825dab98b85ab43b7bbbc00781b694
I could merge it (sapient is not part of CI currently), but perhaps you'd prefer to fix it first? If it's reproducible for you.
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@PGijsbers thanks so much. We have fixed the issue, and now this PR can be merged. |
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SapientML is an AutoML technology that can learn from a corpus of existing datasets and their human-written pipelines, and efficiently generate a high-quality pipeline for a predictive task on a new dataset.