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@bmcfee
Created December 12, 2018 14:44
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import librosa\n",
"import librosa.display\n",
"import numpy as np\n",
"import numba\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"@numba.jit\n",
"def enhance_L(R):\n",
" L = np.zeros_like(R)\n",
" for i in range(1, R.shape[0]):\n",
" for j in range(1, R.shape[1]):\n",
" if R[i,j] > 0:\n",
" L[i, j] = L[i-1, j-1] + 1\n",
" return L"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"@numba.jit\n",
"def enhance_S(R):\n",
" S = np.zeros_like(R)\n",
" for i in range(2, R.shape[0]):\n",
" for j in range(2, R.shape[1]):\n",
" if R[i,j] > 0:\n",
" S[i, j] = np.max([S[i-1,j-1], S[i-2,j-1], S[i-1,j-2]]) + 1\n",
" return L"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"@numba.jit\n",
"def enhance_Q(R, g0, g1):\n",
" Q = np.zeros_like(R)\n",
" r_values = np.zeros(3)\n",
" t_values = np.zeros(3, dtype=bool)\n",
" q_values = np.zeros(3)\n",
" for i in range(2, R.shape[0]):\n",
" for j in range(2, R.shape[1]):\n",
" q_values[:] = [Q[i-1,j-1], Q[i-1,j-2], Q[i-2,j-1]]\n",
" r_values[:] = [R[i-1, j-1], R[i-2, j-1], R[i-1, j-2]]\n",
" t_values[:] = r_values > 0\n",
" if R[i,j] > 0:\n",
" Q[i, j] = np.max(q_values) + 1\n",
" else:\n",
" Q[i, j] = max(0, np.max(q_values - t_values * g1 - (~t_values) * g0))\n",
" return Q"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"y, sr = librosa.load(librosa.util.example_audio_file())"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"hop_length = 1024"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"C = librosa.power_to_db(librosa.feature.melspectrogram(y=y, sr=sr, hop_length=hop_length), ref=1)\n",
"#C = librosa.feature.mfcc(y=y, sr=sr, hop_length=hop_length)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"Cstack = librosa.feature.stack_memory(C, n_steps=5)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"R = librosa.segment.recurrence_matrix(Cstack, mode='affinity', metric='cosine', sym=True)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fd79e7370b8>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,7))\n",
"librosa.display.specshow(R, x_axis='time', y_axis='time', hop_length=hop_length)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"L = enhance_L(R)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fd79eb52128>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,7))\n",
"librosa.display.specshow(L**0.25, x_axis='time', y_axis='time', hop_length=hop_length)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"S = enhance_S(R)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fd79e66aba8>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,7))\n",
"librosa.display.specshow(S**0.25, x_axis='time', y_axis='time', hop_length=hop_length)\n",
"plt.colorbar()"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"Q = enhance_Q(R, 50, 50)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7fd79e521390>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8,7))\n",
"librosa.display.specshow(Q**0.25, x_axis='time', y_axis='time', hop_length=hop_length)\n",
"plt.colorbar()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.7",
"language": "python",
"name": "py37"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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