import numpy as np from tests.node_tests._shared import make_field def test_poly_level(): from backend.nodes.level_poly import PolyLevelField node = PolyLevelField() N = 64 y, x = np.mgrid[0:N, 0:N] / N background = 50 * x**2 + 30 * y**2 + 10 * x * y signal = np.sin(2 * np.pi * 8 * x) data = background + signal field = make_field(data=data) leveled, bg = node.process(field, degree_x=2, degree_y=2) assert leveled.data.shape == field.data.shape assert bg.data.shape == field.data.shape assert np.allclose(leveled.data + bg.data, field.data, atol=1e-10) corr = np.corrcoef(leveled.data.ravel(), signal.ravel())[0, 1] assert corr > 0.95 leveled_0, bg_0 = node.process(field, degree_x=0, degree_y=0) assert abs(leveled_0.data.mean()) < 1e-10