librosa/core/spectrum.py
def magphase(D, power=1):
    """Separate a complex-valued spectrogram D into its magnitude (S)
    and phase (P) components, so that `D = S * P`.


    Parameters
    ----------
    D : np.ndarray [shape=(d, t), dtype=complex]
        complex-valued spectrogram
    power : float > 0
        Exponent for the magnitude spectrogram,
        e.g., 1 for energy, 2 for power, etc.


    Returns
    -------
    D_mag : np.ndarray [shape=(d, t), dtype=real]
        magnitude of `D`, raised to `power`
    D_phase : np.ndarray [shape=(d, t), dtype=complex]
        `exp(1.j * phi)` where `phi` is the phase of `D`


    Examples
    --------
    >>> y, sr = librosa.load(librosa.util.example_audio_file())
    >>> D = librosa.stft(y)
    >>> magnitude, phase = librosa.magphase(D)
    >>> magnitude
    array([[  2.524e-03,   4.329e-02, ...,   3.217e-04,   3.520e-05],
           [  2.645e-03,   5.152e-02, ...,   3.283e-04,   3.432e-04],
           ...,
           [  1.966e-05,   9.828e-06, ...,   3.164e-07,   9.370e-06],
           [  1.966e-05,   9.830e-06, ...,   3.161e-07,   9.366e-06]], dtype=float32)
    >>> phase
    array([[  1.000e+00 +0.000e+00j,   1.000e+00 +0.000e+00j, ...,
             -1.000e+00 +8.742e-08j,  -1.000e+00 +8.742e-08j],
           [  1.000e+00 +1.615e-16j,   9.950e-01 -1.001e-01j, ...,
              9.794e-01 +2.017e-01j,   1.492e-02 -9.999e-01j],
           ...,
           [  1.000e+00 -5.609e-15j,  -5.081e-04 +1.000e+00j, ...,
             -9.549e-01 -2.970e-01j,   2.938e-01 -9.559e-01j],
           [ -1.000e+00 +8.742e-08j,  -1.000e+00 +8.742e-08j, ...,
             -1.000e+00 +8.742e-08j,  -1.000e+00 +8.742e-08j]], dtype=complex64)


    Or get the phase angle (in radians)

    >>> np.angle(phase)
    array([[  0.000e+00,   0.000e+00, ...,   3.142e+00,   3.142e+00],
           [  1.615e-16,  -1.003e-01, ...,   2.031e-01,  -1.556e+00],
           ...,
           [ -5.609e-15,   1.571e+00, ...,  -2.840e+00,  -1.273e+00],
           [  3.142e+00,   3.142e+00, ...,   3.142e+00,   3.142e+00]], dtype=float32)

    """

    mag = np.abs(D)
    mag **= power
    phase = np.exp(1.j * np.angle(D))

    return mag, phase
def magphase(D, power=1):
    """Separate a complex-valued spectrogram D into its magnitude (S)
    and phase (P) components, so that `D = S * P`.


    Parameters
    ----------
    D : np.ndarray [shape=(d, t), dtype=complex]
        complex-valued spectrogram
    power : float > 0
        Exponent for the magnitude spectrogram,
        e.g., 1 for energy, 2 for power, etc.


    Returns
    -------
    D_mag : np.ndarray [shape=(d, t), dtype=real]
        magnitude of `D`, raised to `power`
    D_phase : np.ndarray [shape=(d, t), dtype=complex]
        `exp(1.j * phi)` where `phi` is the phase of `D`


    Examples
    --------
    >>> y, sr = librosa.load(librosa.util.example_audio_file())
    >>> D = librosa.stft(y)
    >>> magnitude, phase = librosa.magphase(D)
    >>> magnitude
    array([[  2.524e-03,   4.329e-02, ...,   3.217e-04,   3.520e-05],
           [  2.645e-03,   5.152e-02, ...,   3.283e-04,   3.432e-04],
           ...,
           [  1.966e-05,   9.828e-06, ...,   3.164e-07,   9.370e-06],
           [  1.966e-05,   9.830e-06, ...,   3.161e-07,   9.366e-06]], dtype=float32)
    >>> phase
    array([[  1.000e+00 +0.000e+00j,   1.000e+00 +0.000e+00j, ...,
             -1.000e+00 +8.742e-08j,  -1.000e+00 +8.742e-08j],
           [  1.000e+00 +1.615e-16j,   9.950e-01 -1.001e-01j, ...,
              9.794e-01 +2.017e-01j,   1.492e-02 -9.999e-01j],
           ...,
           [  1.000e+00 -5.609e-15j,  -5.081e-04 +1.000e+00j, ...,
             -9.549e-01 -2.970e-01j,   2.938e-01 -9.559e-01j],
           [ -1.000e+00 +8.742e-08j,  -1.000e+00 +8.742e-08j, ...,
             -1.000e+00 +8.742e-08j,  -1.000e+00 +8.742e-08j]], dtype=complex64)


    Or get the phase angle (in radians)

    >>> np.angle(phase)
    array([[  0.000e+00,   0.000e+00, ...,   3.142e+00,   3.142e+00],
           [  1.615e-16,  -1.003e-01, ...,   2.031e-01,  -1.556e+00],
           ...,
           [ -5.609e-15,   1.571e+00, ...,  -2.840e+00,  -1.273e+00],
           [  3.142e+00,   3.142e+00, ...,   3.142e+00,   3.142e+00]], dtype=float32)

    """

    mag = np.abs(D)
    mag **= power
    phase = np.exp(1.j * np.angle(D))

    return mag, phase
def magphase ( D , power = 1 ) : mag = np . abs ( D ) mag **= power phase = np . exp ( 1.j * np . angle ( D ) ) return mag , phase
Separate a complex-valued spectrogram D into its magnitude (S)
    and phase (P) components, so that `D = S * P`.


    Parameters
    ----------
    D : np.ndarray [shape=(d, t), dtype=complex]
        complex-valued spectrogram
    power : float > 0
        Exponent for the magnitude spectrogram,
        e.g., 1 for energy, 2 for power, etc.


    Returns
    -------
    D_mag : np.ndarray [shape=(d, t), dtype=real]
        magnitude of `D`, raised to `power`
    D_phase : np.ndarray [shape=(d, t), dtype=complex]
        `exp(1.j * phi)` where `phi` is the phase of `D`


    Examples
    --------
    >>> y, sr = librosa.load(librosa.util.example_audio_file())
    >>> D = librosa.stft(y)
    >>> magnitude, phase = librosa.magphase(D)
    >>> magnitude
    array([[  2.524e-03,   4.329e-02, ...,   3.217e-04,   3.520e-05],
           [  2.645e-03,   5.152e-02, ...,   3.283e-04,   3.432e-04],
           ...,
           [  1.966e-05,   9.828e-06, ...,   3.164e-07,   9.370e-06],
           [  1.966e-05,   9.830e-06, ...,   3.161e-07,   9.366e-06]], dtype=float32)
    >>> phase
    array([[  1.000e+00 +0.000e+00j,   1.000e+00 +0.000e+00j, ...,
             -1.000e+00 +8.742e-08j,  -1.000e+00 +8.742e-08j],
           [  1.000e+00 +1.615e-16j,   9.950e-01 -1.001e-01j, ...,
              9.794e-01 +2.017e-01j,   1.492e-02 -9.999e-01j],
           ...,
           [  1.000e+00 -5.609e-15j,  -5.081e-04 +1.000e+00j, ...,
             -9.549e-01 -2.970e-01j,   2.938e-01 -9.559e-01j],
           [ -1.000e+00 +8.742e-08j,  -1.000e+00 +8.742e-08j, ...,
             -1.000e+00 +8.742e-08j,  -1.000e+00 +8.742e-08j]], dtype=complex64)


    Or get the phase angle (in radians)

    >>> np.angle(phase)
    array([[  0.000e+00,   0.000e+00, ...,   3.142e+00,   3.142e+00],
           [  1.615e-16,  -1.003e-01, ...,   2.031e-01,  -1.556e+00],
           ...,
           [ -5.609e-15,   1.571e+00, ...,  -2.840e+00,  -1.273e+00],
           [  3.142e+00,   3.142e+00, ...,   3.142e+00,   3.142e+00]], dtype=float32)
Separate a complex - valued spectrogram D into its magnitude ( S ) and phase ( P ) components so that D = S * P .