Migration to 0.6

pip install --upgrade nimbus-bci

import nimbus_bci
assert nimbus_bci.__version__.startswith("0.6")

# Before
Personalizer(..., preset="research")
decide(pred, preset="consumer")

# After
Personalizer(..., preset="strict")
decide(pred, preset="permissive")
# Or prefer factories (recommended):
Personalizer.for_deployment(enc, classes)  # strict gating
Personalizer.for_research(enc, classes)    # permissive + knobs

from nimbus_bci import Personalizer, wrap

enc = wrap(model.encode, model_id="partner", embedding_dim=64)
adapter = Personalizer.for_deployment(enc, ["left", "right"], paradigm="motor_imagery")
# adapter.fit_calibrated(X_cal, y_cal, X_val, y_val, target_accept=0.7)
adapter.fit(X_cal, y_cal)
states = adapter.predict(X_test)
adapter.adapt(X_new, y_new)
profile = adapter.export_profile()