""" tests/test_semantic_model.py """ import pytest import numpy as np from src.models.semantic_model import SemanticSurrogate def test_semantic_surrogate(): surrogate = SemanticSurrogate() # Test bounds snr_linear = np.array([10.0, 100.0, 1000.0]) k_n = 4 sim = surrogate.get_similarity(snr_linear, k_n) assert np.all(sim >= 0) and np.all(sim <= 1) # Test monotonicity with SNR assert sim[0] < sim[1] < sim[2] # Test monotonicity with k_n sim_k4 = surrogate.get_similarity(snr_linear, 4) sim_k6 = surrogate.get_similarity(snr_linear, 6) assert np.all(sim_k4 < sim_k6)