Vehicle-Anti-Theft-Face-Rec.../venv/Lib/site-packages/pywt/tests/test_data.py

77 lines
2.2 KiB
Python

import os
import numpy as np
from numpy.testing import assert_allclose, assert_raises, assert_
import pywt.data
data_dir = os.path.join(os.path.dirname(__file__), 'data')
wavelab_data_file = os.path.join(data_dir, 'wavelab_test_signals.npz')
wavelab_result_dict = np.load(wavelab_data_file)
def test_data_aero():
aero = pywt.data.aero()
ref = np.array([[178, 178, 179],
[170, 173, 171],
[185, 174, 171]])
assert_allclose(aero[:3, :3], ref)
def test_data_ascent():
ascent = pywt.data.ascent()
ref = np.array([[83, 83, 83],
[82, 82, 83],
[80, 81, 83]])
assert_allclose(ascent[:3, :3], ref)
def test_data_camera():
ascent = pywt.data.camera()
ref = np.array([[156, 157, 160],
[156, 157, 159],
[158, 157, 156]])
assert_allclose(ascent[:3, :3], ref)
def test_data_ecg():
ecg = pywt.data.ecg()
ref = np.array([-86, -87, -87])
assert_allclose(ecg[:3], ref)
def test_wavelab_signals():
"""Comparison with results generated using WaveLab"""
rtol = atol = 1e-12
# get a list of the available signals
available_signals = pywt.data.demo_signal('list')
assert_('Doppler' in available_signals)
for signal in available_signals:
# reference dictionary has lowercase names for the keys
key = signal.replace('-', '_').lower()
val = wavelab_result_dict[key]
if key in ['gabor', 'sineoneoverx']:
# these functions do not allow a size to be provided
assert_allclose(val, pywt.data.demo_signal(signal),
rtol=rtol, atol=atol)
assert_raises(ValueError, pywt.data.demo_signal, key, val.size)
else:
assert_allclose(val, pywt.data.demo_signal(signal, val.size),
rtol=rtol, atol=atol)
# these functions require a size to be provided
assert_raises(ValueError, pywt.data.demo_signal, key)
# ValueError on unrecognized signal type
assert_raises(ValueError, pywt.data.demo_signal, 'unknown_signal', 512)
# ValueError on invalid length
assert_raises(ValueError, pywt.data.demo_signal, 'Doppler', 0)