functional_impl.py

"""Test defintion common to CPU and CUDA"""
import torch
import torchaudio.functional as F

from . import common_utils


class Lfilter(common_utils.TestBaseMixin):
    def test_simple(self):
        """
        Create a very basic signal,
        Then make a simple 4th order delay
        The output should be same as the input but shifted
        """

        torch.random.manual_seed(42)
        waveform = torch.rand(2, 44100 * 1, dtype=self.dtype, device=self.device)
        b_coeffs = torch.tensor([0, 0, 0, 1], dtype=self.dtype, device=self.device)
        a_coeffs = torch.tensor([1, 0, 0, 0], dtype=self.dtype, device=self.device)
        output_waveform = F.lfilter(waveform, a_coeffs, b_coeffs)

        self.assertEqual(output_waveform[:, 3:], waveform[:, 0:-3], atol=1e-5, rtol=1e-5)

    def test_clamp(self):
        input_signal = torch.ones(1, 44100 * 1, dtype=self.dtype, device=self.device)
        b_coeffs = torch.tensor([1, 0], dtype=self.dtype, device=self.device)
        a_coeffs = torch.tensor([1, -0.95], dtype=self.dtype, device=self.device)
        output_signal = F.lfilter(input_signal, a_coeffs, b_coeffs, clamp=True)
        assert output_signal.max() <= 1
        output_signal = F.lfilter(input_signal, a_coeffs, b_coeffs, clamp=False)
        assert output_signal.max() > 1