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@bmcfee
Created April 19, 2018 13:32
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{
"cells": [
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import scipy\n",
"import librosa\n",
"import librosa.display\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"y, sr = librosa.load(librosa.util.example_audio_file(), offset=30, duration=5)"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [],
"source": [
"D = librosa.stft(y, center=False, window='hamming', dtype=np.complex256)"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"D2 = scipy.signal.stft(y, padded=False, window='hamming', nperseg=2048, noverlap=2048-512, boundary=None)[-1]"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((1025, 212), (1025, 212))"
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"D.shape, D2.shape"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0.31723062+0.00000000e+00j, -0.37000004+2.89587394e-01j,\n",
" -0.21513662-2.37909601e-01j, ..., 0.00119469+3.36251221e-05j,\n",
" 0.00096877+5.18354998e-05j, 0.00130278+0.00000000e+00j],\n",
" dtype=complex256)"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"D[:, 0]"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0.29401878+0.0000000e+00j, -0.34292713+2.6839828e-01j,\n",
" -0.19939508-2.2050171e-01j, ..., 0.00110738+3.1169257e-05j,\n",
" 0.00089779+4.8073132e-05j, 0.00120755+0.0000000e+00j],\n",
" dtype=complex64)"
]
},
"execution_count": 85,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"D2[:, 0] * 1025"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/bmcfee/miniconda/envs/py35/lib/python3.5/site-packages/numpy/core/numeric.py:492: ComplexWarning: Casting complex values to real discards the imaginary part\n",
" return array(a, dtype, copy=False, order=order)\n"
]
},
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f4a71565978>]"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.plot(D[0] / D2[0] / 1025)"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/bmcfee/git/librosa/librosa/core/spectrum.py:959: UserWarning: amplitude_to_db was called on complex input so phase information will be discarded. To suppress this warning, call amplitude_to_db(magphase(D)[0]) instead.\n",
" warnings.warn('amplitude_to_db was called on complex input so phase '\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f4a7159ef28>"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure()\n",
"plt.subplot(2,1,1)\n",
"librosa.display.specshow(librosa.amplitude_to_db(D, ref=np.max, top_db=None), y_axis='log')\n",
"plt.subplot(2,1,2)\n",
"librosa.display.specshow(librosa.amplitude_to_db(D2 * 1025, ref=np.max, top_db=None), y_axis='log')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.5",
"language": "python",
"name": "python3.5"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
@faroit
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faroit commented Feb 10, 2019

@bmcfee thanks for doing this. I actually found out that you can get even closer for 'hann' windows. Also the normalization factor should be n_fft (in your example 1024).

@vvasily
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vvasily commented Jun 11, 2021

scipy.signal.stft uses scale factor for the result https://github.com/scipy/scipy/blob/43b76937c0aadf23b4e0fcc04f546fa5d61b543b/scipy/signal/spectral.py#L1805
To get the same values you need to divide D2 in following way:
hamm_win = scipy.signal.get_window('hamming', 2048)
scale = np.sqrt(1.0 / hamm_win.sum()**2)
D2 = D2 / scale

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