X_train, X_val, X_test, y_train, y_val, y_test = ...
X = [X_train, X_test]
y = [y_train, y_test]
splitter = [(0, 1)]
grid_search = GridSearch(..., splitter=splitter)
grid_search.fit(X, y, validation_data=[X_val, y_val])