Interaction

INSTANCE_I = int(np.clip(INSTANCE_I, 0, len(X_test)-1)) x = X_test.iloc(INSTANCE_I).values y_true = float(y_test.iloc(INSTANCE_I)) pred = float(model.predict((x))(0)) iv = explainer.explain(x, budget=int(BUDGET_LOCAL), random_state=0) baseline = float(getattr(iv, “baseline_value”, 0.0)) main_effects = extract_main_effects(iv, feature_names) pair_df = …

import subprocess, sys, os, json, hashlib def pip(cmd): subprocess.check_call((sys.executable, “-m”, “pip”) + cmd) pip((“uninstall”, “-y”, “pillow”, “PIL”, “torchaudio”, “colpali-engine”)) pip((“install”, “-q”, “–upgrade”, “pip”)) pip((“install”, “-q”, “pillow<12”, “torchaudio==2.8.0”)) pip((“install”, “-q”, “colpali-engine”, …