Open YanisLalou opened 6 months ago
Error raised: TypeError: Singleton array array(None, dtype=object) cannot be considered a valid collection.
TypeError: Singleton array array(None, dtype=object) cannot be considered a valid collection.
To reproduce:
from sklearn.linear_model import LogisticRegression from sklearn.model_selection import ShuffleSplit, cross_validate from skada import make_da_pipeline, MMDTarSReweightAdapter from skada.datasets import make_shifted_datasets from skada.metrics import ImportanceWeightedScorer from skada.model_selection import StratifiedDomainShuffleSplit da_dataset = make_shifted_datasets( n_samples_source=10, n_samples_target=10, noise=None, label="multiclass", return_dataset=True, ) estimator = make_da_pipeline( MMDTarSReweightAdapter(gamma=1.0), LogisticRegression() .set_fit_request(sample_weight=True) .set_score_request(sample_weight=True), ) X_train, y_train, sample_domain = da_dataset.pack_train( as_sources=["s"], as_targets=["t"] ) cv = StratifiedDomainShuffleSplit(n_splits=3, test_size=0.3, random_state=0) scoring = ImportanceWeightedScorer() scores = cross_validate( estimator, X_train, y_train, cv=cv, params={"sample_domain": sample_domain}, scoring=scoring, )["test_score"] X_test, y_test, sample_domain = da_dataset.pack_test(as_targets=["t"]) y_pred = estimator.predict(X_test, sample_domain=sample_domain) score = estimator.score(X_test, y_test, sample_domain=sample_domain)
Error raised:
TypeError: Singleton array array(None, dtype=object) cannot be considered a valid collection.
To reproduce: