Customize .fit() - effector (original) (raw)

Dataset

dist = effector.datasets.IndependentUniform(dim=3, low=-1, high=1) X_test = dist.generate_data(n=200) axis_limits = dist.axis_limits

Black-box model and Jacobian

model = effector.models.DoubleConditionalInteraction() predict = model.predict jacobian = model.jacobian

Global Effect

RHALE

Simple APIFlexible API

rhale = effector.RHALE(X_test, predict, jacobian, axis_limits=axis_limits, nof_instances="all") rhale.plot(feature=0, y_limits=y_limits, dy_limits=dy_limits)

Global-RHALE

rhale = effector.RHALE(X_test, predict, jacobian, axis_limits=axis_limits, nof_instances="all") rhale.fit(features=0, binning_method=effector.axis_partitioning.Fixed(nof_bins=5)) rhale.plot(feature=0, y_limits=y_limits, dy_limits=dy_limits)

Global-RHALE

Regional Effect

RHALE

init()

Simple APIFlexible API

r_rhale = effector.RegionalRHALE(X_test, predict, jacobian, axis_limits=axis_limits, nof_instances="all") r_rhale.summary(0)

rhale = effector.RHALE(X_test, predict, jacobian, axis_limits=axis_limits, nof_instances="all") rhale.fit(features=0, binning_method=effector.axis_partitioning.Fixed(nof_bins=5)) rhale.plot(feature=0, y_limits=y_limits, dy_limits=dy_limits)

.summary() output

Simple APIFlexible API

`Feature 0 - Full partition tree: Node id: 0, name: x_0, heter: 60.47 || nof_instances: 200 || weight: 1.00 Node id: 1, name: x_0 | x_2 <= 0.0, heter: 2.36 || nof_instances: 105 || weight: 0.53 Node id: 3, name: x_0 | x_2 <= 0.0 and x_1 <= 0.0, heter: 0.06 || nof_instances: 45 || weight: 0.23 Node id: 4, name: x_0 | x_2 <= 0.0 and x_1 > 0.0, heter: 0.00 || nof_instances: 60 || weight: 0.30 Node id: 2, name: x_0 | x_2 > 0.0, heter: 70.28 || nof_instances: 95 || weight: 0.47 Node id: 5, name: x_0 | x_2 > 0.0 and x_1 <= 0.0, heter: 0.00 || nof_instances: 45 || weight: 0.23 Node id: 6, name: x_0 | x_2 > 0.0 and x_1 > 0.0, heter: 8.08 || nof_instances: 50 || weight: 0.25

Feature 0 - Statistics per tree level: Level 0, heter: 60.47 Level 1, heter: 34.62 || heter drop : 25.85 (units), 42.75% (pcg) Level 2, heter: 2.03 || heter drop : 32.59 (units), 94.12% (pcg) `

`Feature 0 - Full partition tree: Node id: 0, name: x_0, heter: 53.64 || nof_instances: 200 || weight: 1.00 Node id: 1, name: x_0 | x_2 <= 0.0, heter: 2.42 || nof_instances: 105 || weight: 0.53 Node id: 2, name: x_0 | x_2 > 0.0, heter: 61.95 || nof_instances: 95 || weight: 0.47

Feature 0 - Statistics per tree level: Level 0, heter: 53.64 Level 1, heter: 30.70 || heter drop : 22.94 (units), 42.77% (pcg) `

.plot() all