FairGBM openml API implementation #116
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AndreFCruz
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Note: this CI build fail is related to the FairGBM repo not being public as of yet; I'll have to change the |
AndreFCruz
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May 26, 2022
...htgbm-provider/src/main/java/com/feedzai/openml/provider/lightgbm/FairGBMDescriptorUtil.java
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AlbertoEAF
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Jun 3, 2022
...lightgbm-provider/src/main/java/com/feedzai/openml/provider/lightgbm/LightGBMAlgorithms.java
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...tgbm/lightgbm-provider/src/main/java/com/feedzai/openml/provider/lightgbm/SWIGTrainData.java
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...gbm/lightgbm-provider/src/test/java/com/feedzai/openml/provider/lightgbm/TestParameters.java
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AndreFCruz
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Jun 3, 2022
| .add(new FieldSchema("is_fraud_label", 7, | ||
| new CategoricalValueSchema(true, ImmutableSet.of("FALSE", "TRUE")))) | ||
| .add(new FieldSchema("is_fraud_label", 8, | ||
| new CategoricalValueSchema(true, ImmutableSet.of("False", "True")))) |
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yes, I added a new "sensitive_attribute" column using a few lines of Python and the True/False values changed after saving the new dataframe 😅
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gandola
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...t/java/com/feedzai/openml/provider/lightgbm/FairGBMBinaryClassificationModelTrainerTest.java
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added 12 commits
June 29, 2022 12:58
…bility with cpp code
Codecov Report
@@ Coverage Diff @@
## master #116 +/- ##
============================================
+ Coverage 79.90% 80.21% +0.30%
- Complexity 428 465 +37
============================================
Files 43 47 +4
Lines 1498 1607 +109
Branches 138 157 +19
============================================
+ Hits 1197 1289 +92
- Misses 224 231 +7
- Partials 77 87 +10
Continue to review full report at Codecov.
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AlbertoEAF
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Jul 11, 2022
...-provider/src/test/java/com/feedzai/openml/provider/lightgbm/FairGBMParamParserUtilTest.java
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Co-authored-by: ipiresmac <93192669+ipiresmac@users.noreply.github.com>
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.../lightgbm-provider/src/test/java/com/feedzai/openml/provider/lightgbm/FairProvidersTest.java
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Co-authored-by: ipiresmac <93192669+ipiresmac@users.noreply.github.com>
Co-authored-by: ipiresmac <93192669+ipiresmac@users.noreply.github.com>
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…edzai-openml-java into fairgbm-api-implementation
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Are we ready to merge this? 🎉 |
AlbertoEAF
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Jul 13, 2022
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Yup, it's ready :) 🎉
I'd say let's just wait for @gandola 's ok but we're done, we can then squash it :)
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LGTM! 🥇 Cheers |
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Implementation of the Java openml API for the C++ FairGBM algorithm (to be open-sourced soon).
As FairGBM was built on top of LightGBM, I just hijacked the current LightGBM openml API implementation and added a new algorithm descriptor for the new FairGBM parameters.
Other considerations: