feat(samples): Add kernel shap explainer for income model #4772
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ukclivecox
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Mar 31, 2023
samples/scripts/models/Makefile
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| gsutil cp income/model.joblib gs://seldon-models/scv2/samples/${MLSERVER_FOLDER}/income-sklearn/model.joblib | ||
| gsutil cp income/classifier/* gs://seldon-models/scv2/samples/${MLSERVER_FOLDER}/income-sklearn/classifier/* | ||
| gsutil cp income/explainers/anchor-explainer/* gs://seldon-models/scv2/samples/${MLSERVER_FOLDER}/income-sklearn/anchor-explainer/* | ||
| gsutil cp income/explainers/kernel-shap-explainer/* gs://seldon-models/scv2/samples/${MLSERVER_FOLDER}/income-sklearn/kernel-shap-explainer/* |
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When will you upload these new files? BTW does * work rather than -r?
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Also is the existing artifacts used anywhere in SCV2?
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ukclivecox
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Apr 11, 2023
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What this PR does / why we need it:
Adds
KernelShapexplainer model example for the SKLearn income classifier. Also adds theAnchorTabularexplainer to thesamplesbucket.This modifies the gs path in the
Makefilesuch that:gs://seldon-models/scv2/samples/${MLSERVER_FOLDER}/income-sklearn/model.joblib-> gs://seldon-models/scv2/samples/${MLSERVER_FOLDER}/income-sklearn/classifier/model.joblib`model-settings.jsonfile is added to the income classifierThe
AnchorTabularmodel will be saved undergs://seldon-models/scv2/samples/${MLSERVER_FOLDER}/income-sklearn/anchor-explainer/*The
KernelShapmodel will be saved undergs://seldon-models/scv2/exsamples/${MLSERVER_FOLDER}/income-sklearn/kernel-shap-explainer/*Important
mlserver-alibi-explain==1.2.4is only compatible withalibi<=0.9.0. Usemlserver-alibi-explain==1.2.3.dev4to deploy explainers trained withalibi==0.9.1or higher