Files
pengujian-bacaan/Pengujian Notebook.ipynb
2022-03-26 23:21:35 +08:00

211 lines
76 KiB
Plaintext

{
"cells": [
{
"cell_type": "markdown",
"id": "7d2216e0",
"metadata": {},
"source": [
"### Load Suara Ke Librosa dan Menghitung nilai MFCC\n",
"#### MFCC (Mel-frequency cepstral coefficients) dihitung dalam bentuk 2D array (List) "
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "55e239c0",
"metadata": {},
"outputs": [],
"source": [
"import librosa\n",
"import librosa.display as display\n",
"import matplotlib.pyplot as plt\n",
"import math\n",
"\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")\n",
"\n",
"y1, sr1 = librosa.load('bacaan/ustazah/b&t/b2.wav') #load bacaan ustazah ke librosa\n",
"y2, sr2 = librosa.load('bp5.wav') #load bacaan pengujian ke librosa\n",
"\n",
"\n",
"# plt.subplot(1, 2, 1) \n",
"mfcc1 = librosa.feature.mfcc(y1,sr1) #Computing MFCC values , mengubah suara menjadi 2D array\n",
"# # print(mfcc1)\n",
"# display.specshow(mfcc1)\n",
"\n",
"# plt.subplot(1, 2, 2)\n",
"mfcc2 = librosa.feature.mfcc(y2,sr2) #Computing MFCC values , mengubah suara menjadi 2D array\n",
"# # print(mfcc2)\n",
"# display.specshow(mfcc2)"
]
},
{
"cell_type": "markdown",
"id": "1b86b52f",
"metadata": {},
"source": [
"#### Menampilkan visualisasi suara 1 dalam bentuk waveshow "
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "b181d059",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1008x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# fig, ax = plt.subplots()\n",
"plt.figure(figsize=(14, 5))\n",
"display.waveshow(y1, sr=sr1)\n",
"plt.savefig('spec.png')"
]
},
{
"cell_type": "markdown",
"id": "802547fa",
"metadata": {},
"source": [
"#### Menampilkan visualisasi suara 2 dalam bentuk waveshow "
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "137ac26f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1008x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(14, 5))\n",
"display.waveshow(y2, sr=sr2)\n",
"plt.savefig('spec1.png')"
]
},
{
"cell_type": "markdown",
"id": "5b8fb13c",
"metadata": {},
"source": [
"#### Menghitung jarak normlisasi antara dua suara\n",
"#### Semakin dekat dengan angka 0, semakin mirip/sama kedua suara tersebut"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "31bc2889",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Normalized distance between the two sounds: 97968.37252807617\n"
]
}
],
"source": [
"from dtw import dtw\n",
"from numpy.linalg import norm\n",
"\n",
"dist, cost, acc_cost, path = dtw(mfcc1.T, mfcc2.T, dist=lambda x, y: norm(x - y, ord=1))\n",
"print('Normalized distance between the two sounds: '+ dist.__str__())"
]
},
{
"cell_type": "markdown",
"id": "00f25b00",
"metadata": {},
"source": [
"#### Menghitung kesamaan/kemiripan dua suara dengan rumus cosine_similarity"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "ccb9aca0",
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.5548609644670542\n"
]
}
],
"source": [
"\n",
"\n",
"def dot(A,B): \n",
" return (sum(a*b for a,b in zip(A,B))) #rumus cosine similarity\n",
"\n",
"def cosine_similarity(a,b):\n",
" return dot(a,b) / ( (dot(a,a) **.5) * (dot(b,b) ** .5) ) #rumus cosine similarity\n",
" \n",
"\n",
"array1 = [] \n",
"for nums in mfcc1:\n",
" for val in nums:\n",
" array1.append(val) # mengubah 2D array menjadi 1D array\n",
" \n",
"array2 = []\n",
"for nums in mfcc2:\n",
" for val in nums:\n",
" array2.append(val) # mengubah 2D array menjadi 1D array\n",
" \n",
"\n",
"print(cosine_similarity(array1, array2))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.6"
}
},
"nbformat": 4,
"nbformat_minor": 5
}