Removed Explainer tesitng from optimizer tests, moved to Campaign

CHANGELOG.md

@@ -10,6 +10,7 @@
 - Fixed SHAP explainer analysis and visualization functions
 - Changed SHAP visualization colors to use obsidian branding
 - Moved sensitivity method from campaign.analysis to campaign.explainer
+- Moved Explainer testing from optimizer pytests to campaign pytests
 
 ### Removed
 - Removed code chunks regarding unused optional inputs to PDP ICE function imported from SHAP GitHub

obsidian/tests/test_optimizer_MOO.py

@@ -8,8 +8,7 @@
 from obsidian.constraints import OutConstraint_Blank, InConstraint_Generic, InConstraint_ConstantDim
 from obsidian.objectives import Identity_Objective, Index_Objective, Utopian_Distance, Objective_Sequence, Bounded_Target, \
       Scalar_WeightedSum, Scalar_WeightedNorm, Scalar_Chebyshev
-from obsidian.campaign.explainer import Explainer
-
+
 import pandas as pd
 import numpy as np
 import pytest
@@ -162,12 +161,5 @@ def test_objective(m_batch, obj):
     df_suggest = pd.concat([X_suggest, eval_suggest], axis=1)
 
 
-@pytest.mark.fast
-def test_explain():
-    model_exp = Explainer(optimizer)
-    model_exp.shap_explain(responseid=1, n=10)
-    df_sens = model_exp.cal_sensitivity(dx=0.01)
-
-
 if __name__ == '__main__':
     pytest.main([__file__, '-m', 'not slow'])

obsidian/tests/test_optimizer_SOO.py

@@ -7,7 +7,6 @@
 from obsidian.constraints import OutConstraint_Blank, InConstraint_Generic, InConstraint_ConstantDim, OutConstraint_L1
 from obsidian.objectives import Identity_Objective, Feature_Objective, Objective_Sequence, Utopian_Distance, Bounded_Target
 from obsidian.tests.utils import approx_equal
-from obsidian.campaign.explainer import Explainer
 
 import pandas as pd
 import numpy as np
@@ -169,12 +168,5 @@ def test_objective(m_batch, obj):
     df_suggest = pd.concat([X_suggest, eval_suggest], axis=1)
 
 
-@pytest.mark.fast
-def test_explain():
-    model_exp = Explainer(optimizer)
-    model_exp.shap_explain(n=10)
-    df_sens = model_exp.cal_sensitivity(dx=0.01)
-
-
 if __name__ == '__main__':
     pytest.main([__file__, '-m', 'not slow'])