{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "f6122e41", "metadata": { "id": "f6122e41" }, "outputs": [], "source": [ "import librosa.display\n", "import tensorflow as tf\n", "import pandas as pd \n", "import numpy as np \n", "import warnings\n", "warnings.filterwarnings('ignore')" ] }, { "cell_type": "code", "execution_count": 2, "id": "Cmdkwjm2X7cw", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Cmdkwjm2X7cw", "outputId": "fab55ddc-ef5c-4f12-cd40-eed246fe18ac" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mounted at /content/drive\n" ] } ], "source": [ "from google.colab import drive\n", "drive.mount('/content/drive')" ] }, { "cell_type": "code", "execution_count": 3, "id": "49e51f9e", "metadata": { "id": "49e51f9e" }, "outputs": [], "source": [ "df = pd.read_csv('/content/drive/MyDrive/Data/features_3_sec.csv')" ] }, { "cell_type": "code", "execution_count": 4, "id": "c38dcded", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "c38dcded", "outputId": "09297951-93db-4204-983a-d7b5a7aaecb9" }, "outputs": [ { "data": { "text/plain": [ "(9990, 60)" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 5, "id": "22b9047d", "metadata": { "id": "22b9047d" }, "outputs": [], "source": [ "df['tags'] = df['filename'].str.split('.').str[1]" ] }, { "cell_type": "code", "execution_count": 6, "id": "974c6dc0", "metadata": { "id": "974c6dc0" }, "outputs": [], "source": [ "df['tags1'] = df['filename'].str.split('.').str[0]" ] }, { "cell_type": "code", "execution_count": 7, "id": "79dbee09", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "79dbee09", "outputId": "e684dbff-8b5b-4fbe-ab86-e90d4c76a92d" }, "outputs": [ { "data": { "text/plain": [ "00000 100\n", "00075 100\n", "00073 100\n", "00072 100\n", "00071 100\n", " ... \n", "00038 99\n", "00032 99\n", "00031 99\n", "00051 99\n", "00049 99\n", "Name: tags, Length: 100, dtype: int64" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['tags'].value_counts()" ] }, { "cell_type": "code", "execution_count": 8, "id": "2ca9a620", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 456 }, "id": "2ca9a620", "outputId": "e6e6216e-4521-451e-ac35-7f4e03b4f3d9", "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", "
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filenamelengthchroma_stft_meanchroma_stft_varrms_meanrms_varspectral_centroid_meanspectral_centroid_varspectral_bandwidth_meanspectral_bandwidth_var...mfcc17_varmfcc18_meanmfcc18_varmfcc19_meanmfcc19_varmfcc20_meanmfcc20_varlabeltagstags1
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21blues.00002.1.wav661490.3844610.0846450.1674050.0013621337.44851469939.3965091658.05744950969.919105...65.734543-0.40995447.267921-1.28355751.049812-0.64275627.588282blues00002blues
22blues.00002.2.wav661490.3790430.0865810.1762370.0019241590.857591153760.8447571779.64505179475.879079...44.407555-3.10531040.462624-4.47160646.745087-1.41684935.118946blues00002blues
23blues.00002.3.wav661490.3970780.0809190.1777230.0018081436.27042498276.3027281690.13552755831.185712...49.5760122.94256728.540144-0.36066154.554077-1.04645727.857132blues00002blues
24blues.00002.4.wav661490.3606830.0886240.1839030.0015071540.099772145972.6464621726.64318965111.550643...34.864491-2.01319824.143799-4.39990132.495110-3.15646638.718266blues00002blues
25blues.00002.5.wav661490.3640350.0881160.1523640.0019231594.920885260781.7754961730.746723113020.010243...46.145531-2.62800953.689621-2.40180959.490814-0.96763232.147289blues00002blues
26blues.00002.6.wav661490.2995890.0830300.1707900.0019171396.79452781945.6173741517.31197292242.679953...41.892445-6.35691548.576363-7.92003324.511488-0.41212722.517632blues00002blues
27blues.00002.7.wav661490.3615080.0794710.1909430.0031161549.57275947057.4583311788.91921945072.259662...39.1336560.86031279.191307-5.33061342.2269361.07533322.927328blues00002blues
28blues.00002.8.wav661490.3343310.0813120.1969970.0039421704.56464375336.4691811880.31368346849.145321...58.5228272.39791565.363472-6.67122738.077599-2.20026930.644648blues00002blues
29blues.00002.9.wav661490.3918110.0785290.1879230.0055161673.36438968382.5968551893.57215147306.278227...24.0655652.02505620.160931-6.55660429.323061-1.89157435.834270blues00002blues
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10 rows × 62 columns

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\n", " " ], "text/plain": [ " filename length chroma_stft_mean chroma_stft_var rms_mean \\\n", "20 blues.00002.0.wav 66149 0.366614 0.090509 0.152206 \n", "21 blues.00002.1.wav 66149 0.384461 0.084645 0.167405 \n", "22 blues.00002.2.wav 66149 0.379043 0.086581 0.176237 \n", "23 blues.00002.3.wav 66149 0.397078 0.080919 0.177723 \n", "24 blues.00002.4.wav 66149 0.360683 0.088624 0.183903 \n", "25 blues.00002.5.wav 66149 0.364035 0.088116 0.152364 \n", "26 blues.00002.6.wav 66149 0.299589 0.083030 0.170790 \n", "27 blues.00002.7.wav 66149 0.361508 0.079471 0.190943 \n", "28 blues.00002.8.wav 66149 0.334331 0.081312 0.196997 \n", "29 blues.00002.9.wav 66149 0.391811 0.078529 0.187923 \n", "\n", " rms_var spectral_centroid_mean spectral_centroid_var \\\n", "20 0.002467 1676.978191 433761.847841 \n", "21 0.001362 1337.448514 69939.396509 \n", "22 0.001924 1590.857591 153760.844757 \n", "23 0.001808 1436.270424 98276.302728 \n", "24 0.001507 1540.099772 145972.646462 \n", "25 0.001923 1594.920885 260781.775496 \n", "26 0.001917 1396.794527 81945.617374 \n", "27 0.003116 1549.572759 47057.458331 \n", "28 0.003942 1704.564643 75336.469181 \n", "29 0.005516 1673.364389 68382.596855 \n", "\n", " spectral_bandwidth_mean spectral_bandwidth_var ... mfcc17_var \\\n", "20 1794.856236 56792.982500 ... 44.652466 \n", "21 1658.057449 50969.919105 ... 65.734543 \n", "22 1779.645051 79475.879079 ... 44.407555 \n", "23 1690.135527 55831.185712 ... 49.576012 \n", "24 1726.643189 65111.550643 ... 34.864491 \n", "25 1730.746723 113020.010243 ... 46.145531 \n", "26 1517.311972 92242.679953 ... 41.892445 \n", "27 1788.919219 45072.259662 ... 39.133656 \n", "28 1880.313683 46849.145321 ... 58.522827 \n", "29 1893.572151 47306.278227 ... 24.065565 \n", "\n", " mfcc18_mean mfcc18_var mfcc19_mean mfcc19_var mfcc20_mean mfcc20_var \\\n", "20 -2.819872 50.686920 -2.062507 38.493343 -4.214690 23.373898 \n", "21 -0.409954 47.267921 -1.283557 51.049812 -0.642756 27.588282 \n", "22 -3.105310 40.462624 -4.471606 46.745087 -1.416849 35.118946 \n", "23 2.942567 28.540144 -0.360661 54.554077 -1.046457 27.857132 \n", "24 -2.013198 24.143799 -4.399901 32.495110 -3.156466 38.718266 \n", "25 -2.628009 53.689621 -2.401809 59.490814 -0.967632 32.147289 \n", "26 -6.356915 48.576363 -7.920033 24.511488 -0.412127 22.517632 \n", "27 0.860312 79.191307 -5.330613 42.226936 1.075333 22.927328 \n", "28 2.397915 65.363472 -6.671227 38.077599 -2.200269 30.644648 \n", "29 2.025056 20.160931 -6.556604 29.323061 -1.891574 35.834270 \n", "\n", " label tags tags1 \n", "20 blues 00002 blues \n", "21 blues 00002 blues \n", "22 blues 00002 blues \n", "23 blues 00002 blues \n", "24 blues 00002 blues \n", "25 blues 00002 blues \n", "26 blues 00002 blues \n", "27 blues 00002 blues \n", "28 blues 00002 blues \n", "29 blues 00002 blues \n", "\n", "[10 rows x 62 columns]" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[(df['tags'] == '00002') & (df['tags1'] == 'blues')]" ] }, { "cell_type": "code", "execution_count": 9, "id": "cc1c1bbb", "metadata": { "id": "cc1c1bbb" }, "outputs": [], "source": [ "save_for_analysis = df.loc[(df['tags'] == '00002') & (df['tags1'] == 'blues')]['chroma_stft_mean']" ] }, { "cell_type": "code", "execution_count": 10, "id": "f7464d60", "metadata": { "id": "f7464d60" }, "outputs": [], "source": [ "df.drop(['filename','tags'],axis =1 ,inplace = True)" ] }, { "cell_type": "code", "execution_count": 11, "id": "f2726e1c", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 299 }, "id": "f2726e1c", "outputId": "426dc06f-49e4-4da6-d39a-540e75a2df4f" }, "outputs": [ { "data": { "text/html": [ "\n", "
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lengthchroma_stft_meanchroma_stft_varrms_meanrms_varspectral_centroid_meanspectral_centroid_varspectral_bandwidth_meanspectral_bandwidth_varrolloff_mean...mfcc17_meanmfcc17_varmfcc18_meanmfcc18_varmfcc19_meanmfcc19_varmfcc20_meanmfcc20_varlabeltags1
0661490.3354060.0910480.1304050.0035211773.065032167541.6308691972.744388117335.7715633714.560359...-3.24128036.4882430.72220938.099152-5.05033533.618073-0.24302743.771767bluesblues
1661490.3430650.0861470.1126990.0014501816.69377790525.6908662010.05150165671.8756733869.682242...-6.05529440.6776540.15901551.264091-2.83769997.0308305.78406359.943081bluesblues
2661490.3468150.0922430.1320030.0046201788.539719111407.4376132084.56513275124.9217163997.639160...-1.76861028.3485792.37876845.717648-1.93842453.0508352.51737533.105122bluesblues
3661490.3636390.0868560.1325650.0024481655.289045111952.2845171960.03998882913.6392693568.300218...-3.84115528.3371181.21858834.770935-3.58035250.8362243.63086632.023678bluesblues
4661490.3355790.0881290.1432890.0017011630.65619979667.2676541948.50388460204.0202683469.992864...0.66458245.8809131.68944651.363583-3.39248926.7387890.53696129.146694bluesblues
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5 rows × 60 columns

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\n", " " ], "text/plain": [ " length chroma_stft_mean chroma_stft_var rms_mean rms_var \\\n", "0 66149 0.335406 0.091048 0.130405 0.003521 \n", "1 66149 0.343065 0.086147 0.112699 0.001450 \n", "2 66149 0.346815 0.092243 0.132003 0.004620 \n", "3 66149 0.363639 0.086856 0.132565 0.002448 \n", "4 66149 0.335579 0.088129 0.143289 0.001701 \n", "\n", " spectral_centroid_mean spectral_centroid_var spectral_bandwidth_mean \\\n", "0 1773.065032 167541.630869 1972.744388 \n", "1 1816.693777 90525.690866 2010.051501 \n", "2 1788.539719 111407.437613 2084.565132 \n", "3 1655.289045 111952.284517 1960.039988 \n", "4 1630.656199 79667.267654 1948.503884 \n", "\n", " spectral_bandwidth_var rolloff_mean ... mfcc17_mean mfcc17_var \\\n", "0 117335.771563 3714.560359 ... -3.241280 36.488243 \n", "1 65671.875673 3869.682242 ... -6.055294 40.677654 \n", "2 75124.921716 3997.639160 ... -1.768610 28.348579 \n", "3 82913.639269 3568.300218 ... -3.841155 28.337118 \n", "4 60204.020268 3469.992864 ... 0.664582 45.880913 \n", "\n", " mfcc18_mean mfcc18_var mfcc19_mean mfcc19_var mfcc20_mean mfcc20_var \\\n", "0 0.722209 38.099152 -5.050335 33.618073 -0.243027 43.771767 \n", "1 0.159015 51.264091 -2.837699 97.030830 5.784063 59.943081 \n", "2 2.378768 45.717648 -1.938424 53.050835 2.517375 33.105122 \n", "3 1.218588 34.770935 -3.580352 50.836224 3.630866 32.023678 \n", "4 1.689446 51.363583 -3.392489 26.738789 0.536961 29.146694 \n", "\n", " label tags1 \n", "0 blues blues \n", "1 blues blues \n", "2 blues blues \n", "3 blues blues \n", "4 blues blues \n", "\n", "[5 rows x 60 columns]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": null, "id": "uQnUi7aPTinU", "metadata": { "id": "uQnUi7aPTinU" }, "outputs": [], "source": [ "VISUALISASI DATASET" ] }, { "cell_type": "markdown", "id": "Ttd80FCugmGO", "metadata": { "id": "Ttd80FCugmGO" }, "source": [ "## Blues" ] }, { "cell_type": "code", "execution_count": 70, "id": "hj3PyTkVgmGP", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "execution": { "iopub.execute_input": "2021-06-13T14:40:43.880532Z", "iopub.status.busy": "2021-06-13T14:40:43.880188Z", "iopub.status.idle": "2021-06-13T14:40:44.160540Z", "shell.execute_reply": "2021-06-13T14:40:44.159471Z", "shell.execute_reply.started": "2021-06-13T14:40:43.880503Z" }, "id": "hj3PyTkVgmGP", "outputId": "eae9000b-1c09-4631-a370-f43f5dd6c64b", "trusted": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import librosa\n", "import librosa.display\n", "y, sr = librosa.load('/content/drive/MyDrive/Data/genres_original/blues/blues.00000.wav')\n", "mel_spect = librosa.feature.melspectrogram(y=y, sr=sr, n_fft=2048, hop_length=1024)\n", "mel_spect = librosa.power_to_db(mel_spect, ref=np.max)\n", "librosa.display.specshow(mel_spect, y_axis='mel', fmax=8000, x_axis='time');" ] }, { "cell_type": "markdown", "id": "u55ro9HfgmGQ", "metadata": { "id": "u55ro9HfgmGQ" }, "source": [ "## Classical" ] }, { "cell_type": "code", "execution_count": 71, "id": "LrSuuREMgmGQ", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "execution": { "iopub.execute_input": "2021-06-13T14:42:54.313811Z", "iopub.status.busy": "2021-06-13T14:42:54.313419Z", "iopub.status.idle": "2021-06-13T14:42:54.595415Z", "shell.execute_reply": "2021-06-13T14:42:54.594458Z", "shell.execute_reply.started": "2021-06-13T14:42:54.313779Z" }, "id": "LrSuuREMgmGQ", "outputId": "dac3d788-31ee-4614-be5e-2f19f389d703", "trusted": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import librosa\n", "import librosa.display\n", "y, sr = librosa.load('/content/drive/MyDrive/Data/genres_original/classical/classical.00000.wav')\n", "mel_spect = librosa.feature.melspectrogram(y=y, sr=sr, n_fft=2048, hop_length=1024)\n", "mel_spect = librosa.power_to_db(mel_spect, ref=np.max)\n", "librosa.display.specshow(mel_spect, y_axis='mel', fmax=8000, x_axis='time');" ] }, { "cell_type": "markdown", "id": "xz1vNNtcgmGR", "metadata": { "id": "xz1vNNtcgmGR" }, "source": [ "## Country" ] }, { "cell_type": "code", "execution_count": 72, "id": "K6k5lfzHgmGR", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "execution": { "iopub.execute_input": "2021-06-13T14:43:29.139020Z", "iopub.status.busy": "2021-06-13T14:43:29.138639Z", "iopub.status.idle": "2021-06-13T14:43:29.415208Z", "shell.execute_reply": "2021-06-13T14:43:29.414137Z", "shell.execute_reply.started": "2021-06-13T14:43:29.138986Z" }, "id": "K6k5lfzHgmGR", "outputId": "f5c61865-ac17-4671-bd05-6e5110f7c536", "trusted": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import librosa\n", "import librosa.display\n", "y, sr = librosa.load('/content/drive/MyDrive/Data/genres_original/country/country.00004.wav')\n", "mel_spect = librosa.feature.melspectrogram(y=y, sr=sr, n_fft=2048, hop_length=1024)\n", "mel_spect = librosa.power_to_db(mel_spect, ref=np.max)\n", "librosa.display.specshow(mel_spect, y_axis='mel', fmax=8000, x_axis='time');" ] }, { "cell_type": "markdown", "id": "joQgE4CwgmGS", "metadata": { "id": "joQgE4CwgmGS" }, "source": [ "## Disco" ] }, { "cell_type": "code", "execution_count": 73, "id": "dtEGYK-ogmGS", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "execution": { "iopub.execute_input": "2021-06-13T14:43:59.534987Z", "iopub.status.busy": "2021-06-13T14:43:59.534584Z", "iopub.status.idle": "2021-06-13T14:43:59.908407Z", "shell.execute_reply": "2021-06-13T14:43:59.907402Z", "shell.execute_reply.started": "2021-06-13T14:43:59.534949Z" }, "id": "dtEGYK-ogmGS", "outputId": "70bc8d58-1d6a-4fda-ebf6-3b05c0ec345d", "trusted": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import librosa\n", "import librosa.display\n", "y, sr = librosa.load('/content/drive/MyDrive/Data/genres_original/disco/disco.00013.wav')\n", "mel_spect = librosa.feature.melspectrogram(y=y, sr=sr, n_fft=2048, hop_length=1024)\n", "mel_spect = librosa.power_to_db(mel_spect, ref=np.max)\n", "librosa.display.specshow(mel_spect, y_axis='mel', fmax=8000, x_axis='time');" ] }, { "cell_type": "markdown", "id": "iEoniWlegmGT", "metadata": { "id": "iEoniWlegmGT" }, "source": [ "## Hiphop" ] }, { "cell_type": "code", "execution_count": 74, "id": "1-dgBOX5gmGT", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "execution": { "iopub.execute_input": "2021-06-13T14:44:28.084364Z", "iopub.status.busy": "2021-06-13T14:44:28.083958Z", "iopub.status.idle": "2021-06-13T14:44:28.365093Z", "shell.execute_reply": "2021-06-13T14:44:28.364384Z", "shell.execute_reply.started": "2021-06-13T14:44:28.084327Z" }, "id": "1-dgBOX5gmGT", "outputId": "a56e404d-ecd7-4736-f7a9-f1a9d6fc21e8", "trusted": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import librosa\n", "import librosa.display\n", "y, sr = librosa.load('/content/drive/MyDrive/Data/genres_original/hiphop/hiphop.00006.wav')\n", "mel_spect = librosa.feature.melspectrogram(y=y, sr=sr, n_fft=2048, hop_length=1024)\n", "mel_spect = librosa.power_to_db(mel_spect, ref=np.max)\n", "librosa.display.specshow(mel_spect, y_axis='mel', fmax=8000, x_axis='time');" ] }, { "cell_type": "markdown", "id": "pKAJvYGpgmGT", "metadata": { "id": "pKAJvYGpgmGT" }, "source": [ "## Jazz" ] }, { "cell_type": "code", "execution_count": 75, "id": "odpi-6lRgmGU", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "execution": { "iopub.execute_input": "2021-06-13T14:45:01.260477Z", "iopub.status.busy": "2021-06-13T14:45:01.259782Z", "iopub.status.idle": "2021-06-13T14:45:01.626905Z", "shell.execute_reply": "2021-06-13T14:45:01.625323Z", "shell.execute_reply.started": "2021-06-13T14:45:01.260434Z" }, "id": "odpi-6lRgmGU", "outputId": "7439d443-3b0a-4fdd-f472-1106d9a6f104", "trusted": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import librosa\n", "import librosa.display\n", "y, sr = librosa.load('/content/drive/MyDrive/Data/genres_original/jazz/jazz.00003.wav')\n", "mel_spect = librosa.feature.melspectrogram(y=y, sr=sr, n_fft=2048, hop_length=1024)\n", "mel_spect = librosa.power_to_db(mel_spect, ref=np.max)\n", "librosa.display.specshow(mel_spect, y_axis='mel', fmax=8000, x_axis='time');" ] }, { "cell_type": "markdown", "id": "civYgg0ugmGU", "metadata": { "id": "civYgg0ugmGU" }, "source": [ "## Metal" ] }, { "cell_type": "code", "execution_count": 76, "id": "sho5a3CcgmGV", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "execution": { "iopub.execute_input": "2021-06-13T14:45:18.432895Z", "iopub.status.busy": "2021-06-13T14:45:18.432526Z", "iopub.status.idle": "2021-06-13T14:45:18.726710Z", "shell.execute_reply": "2021-06-13T14:45:18.725701Z", "shell.execute_reply.started": "2021-06-13T14:45:18.432859Z" }, "id": "sho5a3CcgmGV", "outputId": "2d741583-cb3f-4e06-e32d-a014ec537f98", "trusted": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import librosa\n", "import librosa.display\n", "y, sr = librosa.load('/content/drive/MyDrive/Data/genres_original/metal/metal.00007.wav')\n", "mel_spect = librosa.feature.melspectrogram(y=y, sr=sr, n_fft=2048, hop_length=1024)\n", "mel_spect = librosa.power_to_db(mel_spect, ref=np.max)\n", "librosa.display.specshow(mel_spect, y_axis='mel', fmax=8000, x_axis='time');" ] }, { "cell_type": "markdown", "id": "GCy3gcq4gmGW", "metadata": { "id": "GCy3gcq4gmGW" }, "source": [ "## Pop" ] }, { "cell_type": "code", "execution_count": 77, "id": "tCwXZyingmGW", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "execution": { "iopub.execute_input": "2021-06-13T14:45:50.634586Z", "iopub.status.busy": "2021-06-13T14:45:50.634212Z", "iopub.status.idle": "2021-06-13T14:45:50.912872Z", "shell.execute_reply": "2021-06-13T14:45:50.911992Z", "shell.execute_reply.started": "2021-06-13T14:45:50.634555Z" }, "id": "tCwXZyingmGW", "outputId": "37558d1a-7a53-44f5-c10e-9ad9f4eb60e5", "trusted": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import librosa\n", "import librosa.display\n", "y, sr = librosa.load('/content/drive/MyDrive/Data/genres_original/pop/pop.00011.wav')\n", "mel_spect = librosa.feature.melspectrogram(y=y, sr=sr, n_fft=2048, hop_length=1024)\n", "mel_spect = librosa.power_to_db(mel_spect, ref=np.max)\n", "librosa.display.specshow(mel_spect, y_axis='mel', fmax=8000, x_axis='time');" ] }, { "cell_type": "markdown", "id": "rJ6gRStvgmGW", "metadata": { "id": "rJ6gRStvgmGW" }, "source": [ "## Reggae" ] }, { "cell_type": "code", "execution_count": 78, "id": "p9HScCYugmGX", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "execution": { "iopub.execute_input": "2021-06-13T14:46:06.104610Z", "iopub.status.busy": "2021-06-13T14:46:06.103774Z", "iopub.status.idle": "2021-06-13T14:46:06.460833Z", "shell.execute_reply": "2021-06-13T14:46:06.460041Z", "shell.execute_reply.started": "2021-06-13T14:46:06.104558Z" }, "id": "p9HScCYugmGX", "outputId": "dddeed5b-4f16-4dc7-dd87-d6ce4501c590", "trusted": true }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import librosa\n", "import librosa.display\n", "y, sr = librosa.load('/content/drive/MyDrive/Data/genres_original/reggae/reggae.00009.wav')\n", "mel_spect = librosa.feature.melspectrogram(y=y, sr=sr, n_fft=2048, hop_length=1024)\n", "mel_spect = librosa.power_to_db(mel_spect, ref=np.max)\n", "librosa.display.specshow(mel_spect, y_axis='mel', fmax=8000, x_axis='time');" ] }, { "cell_type": "markdown", "id": "ot-5DfQmgmGX", "metadata": { "id": "ot-5DfQmgmGX" }, "source": [ "## Rock" ] }, { "cell_type": "code", "execution_count": 79, "id": "9_OHsKn0gmGX", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 279 }, "execution": { "iopub.execute_input": "2021-06-13T14:46:24.228638Z", "iopub.status.busy": "2021-06-13T14:46:24.228090Z", "iopub.status.idle": "2021-06-13T14:46:24.505908Z", "shell.execute_reply": "2021-06-13T14:46:24.504862Z", "shell.execute_reply.started": "2021-06-13T14:46:24.228590Z" }, "id": "9_OHsKn0gmGX", "outputId": "33c32a08-8ef9-4ac5-862c-81626157d37d", "trusted": true }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import librosa\n", "import librosa.display\n", "y, sr = librosa.load('/content/drive/MyDrive/Data/genres_original/rock/rock.00013.wav')\n", "mel_spect = librosa.feature.melspectrogram(y=y, sr=sr, n_fft=2048, hop_length=1024)\n", "mel_spect = librosa.power_to_db(mel_spect, ref=np.max)\n", "librosa.display.specshow(mel_spect, y_axis='mel', fmax=8000, x_axis='time');" ] }, { "cell_type": "markdown", "id": "Pfr-u1aQTuHT", "metadata": { "id": "Pfr-u1aQTuHT" }, "source": [ "FITUR EKASTRAKSI MFCC" ] }, { "cell_type": "code", "execution_count": 12, "id": "a3ea4b11", "metadata": { "id": "a3ea4b11" }, "outputs": [], "source": [ "rec_file = '/content/drive/MyDrive/Data/genres_original/blues/blues.00002.wav'\n", "data,sr = librosa.load(rec_file)" ] }, { "cell_type": "code", "execution_count": 13, "id": "04ea39c1", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "04ea39c1", "outputId": "187fe7fd-8b6c-4c07-a321-b692546795db" }, "outputs": [ { "data": { "text/plain": [ "(array([ 0.01888484, 0.03553968, 0.04781976, ..., -0.12216461,\n", " -0.12027903, -0.06499076], dtype=float32), 44100)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "librosa.load(rec_file,sr=44100) # Opening in sample rate of 44100" ] }, { "cell_type": "code", "execution_count": 14, "id": "5e087b80", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 75 }, "id": "5e087b80", "outputId": "0fd437f5-e44d-4220-8720-7b429ec314c6" }, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import IPython\n", "IPython.display.Audio(data,rate = sr)" ] }, { "cell_type": "markdown", "id": "b3691ba6", "metadata": { "id": "b3691ba6" }, "source": [ "# MFCC Extraction" ] }, { "cell_type": "code", "execution_count": 20, "id": "3e1a027f", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 280 }, "id": "3e1a027f", "outputId": "5ff65cdb-6246-469c-f6c1-cbae6a9de673" }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize = (12,4))\n", "mfcc = librosa.feature.mfcc(data,n_fft =n_fft,hop_length = hop_length,n_mfcc=13)\n", "librosa.display.specshow(mfcc,sr = sr,hop_length = hop_length)\n", "plt.xlabel(\"Time\")\n", "plt.ylabel(\"MFCC\")\n", "plt.colorbar()" ] }, { "cell_type": "code", "execution_count": 21, "id": "aa38f0ee", "metadata": { "id": "aa38f0ee" }, "outputs": [], "source": [ "import os\n", "path = '/content/drive/MyDrive/Aplikasi Prediksi Genre Musik/Data/genres_original'\n", "filenames_all = []\n", "labels = []\n", "for i, (dirpath, dirnames, filenames) in enumerate(os.walk(path)): \n", " if dirpath != path:\n", " filenames_all.append(filenames)\n", " labels.append(len(filenames_all[i-1])*[i-1])\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "79543a9f", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "79543a9f", "outputId": "307c09fb-5647-4ada-a7a2-df87a47cb91c" }, "outputs": [ { "data": { "text/plain": [ "10" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(labels)" ] }, { "cell_type": "code", "execution_count": 23, "id": "f3f1b551", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 36 }, "id": "f3f1b551", "outputId": "ebb1973b-39aa-4a73-b42d-eb83eac5f818" }, "outputs": [ { "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "string" }, "text/plain": [ "'metal.00000.wav'" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "i = 0\n", "j = 0\n", "filenames_all[i][j]" ] }, { "cell_type": "code", "execution_count": 24, "id": "6143b9a7", "metadata": { "id": "6143b9a7" }, "outputs": [], "source": [ "import math\n", "import librosa\n", "import json\n", "SAMPLE_RATE = 22050\n", "TRACK_DURATION = 30 # measured in seconds\n", "SAMPLES_PER_TRACK = SAMPLE_RATE * TRACK_DURATION\n", "\n", "\n", "def save_mfcc(dataset_path, json_path, num_mfcc=13, n_fft=2048, hop_length=512, num_segments=5):\n", " # dictionary to store mapping, labels, and MFCCs\n", " data = {\n", " \"mapping\": [],\n", " \"labels\": [],\n", " \"mfcc\": []\n", " }\n", "\n", " samples_per_segment = int(SAMPLES_PER_TRACK / num_segments)\n", " num_mfcc_vectors_per_segment = math.ceil(samples_per_segment / hop_length)\n", "\n", " # loop through all genre sub-folder\n", " for i, (dirpath, dirnames, filenames) in enumerate(os.walk(dataset_path)):\n", "\n", " # ensure we're processing a genre sub-folder level\n", " if dirpath is not dataset_path:\n", " # save genre label (i.e., sub-folder name) in the mapping\n", " semantic_label = dirpath.split(\"/\")[-1]\n", " data[\"mapping\"].append(semantic_label)\n", "\n", " # process all audio files in genre sub-dir\n", " for f in filenames:\n", "\n", " # load audio file\n", " file_path = os.path.join(dirpath, f)\n", " signal, sample_rate = librosa.load(file_path, sr=SAMPLE_RATE)\n", "\n", " # process all segments of audio file\n", " for d in range(num_segments):\n", "\n", " # calculate start and finish sample for current segment\n", " start = samples_per_segment * d\n", " finish = start + samples_per_segment\n", "\n", " # extract mfcc\n", " mfcc = librosa.feature.mfcc(signal[start:finish], sample_rate, n_mfcc=num_mfcc, n_fft=n_fft, hop_length=hop_length)\n", " mfcc = mfcc.T\n", "\n", " # store only mfcc feature with expected number of vectors\n", " if len(mfcc) == num_mfcc_vectors_per_segment:\n", " data[\"mfcc\"].append(mfcc.tolist())\n", " data[\"labels\"].append(i-1)\n", "\n", " # save MFCCs to json file\n", " with open(json_path, \"w\") as fp:\n", " json.dump(data, fp, indent=4)" ] }, { "cell_type": "code", "execution_count": 25, "id": "6298c27b", "metadata": { "id": "6298c27b" }, "outputs": [], "source": [ "save_mfcc(dataset_path = '/content/drive/MyDrive/Aplikasi Prediksi Genre Musik/Data/genres_original',\n", " json_path = 'data.json')" ] }, { "cell_type": "code", "execution_count": 26, "id": "71cf0183", "metadata": { "id": "71cf0183" }, "outputs": [], "source": [ "import json\n", "with open('data.json') as fp:\n", " data = json.load(fp)\n", " X = np.array(data['mfcc'])\n", " y = np.array(data['labels'])" ] }, { "cell_type": "code", "execution_count": 27, "id": "7c3bcea3", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "7c3bcea3", "outputId": "c456b3bd-e4b3-43d6-c5b8-da120f585b03" }, "outputs": [ { "data": { "text/plain": [ "{0, 1, 2, 3, 4, 5, 6, 7, 8, 9}" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "set(y) # These are unique values\n", "#0-> Blues\n", "#1-> classical\n", "#2-> country\n", "#3-> disco\n", "#4-> hiphop\n", "#5-> jazz\n", "#6-> metal\n", "#7-> pop\n", "#8-> reggae\n", "#9-> rock" ] }, { "cell_type": "code", "execution_count": 28, "id": "qE0Rg-3erTNB", "metadata": { "id": "qE0Rg-3erTNB" }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from tensorflow import keras" ] }, { "cell_type": "markdown", "id": "-l3WWFLRTL_V", "metadata": { "id": "-l3WWFLRTL_V" }, "source": [ "Saya mencoba menggunakan model ANN" ] }, { "cell_type": "code", "execution_count": 29, "id": "abb7a2fa", "metadata": { "id": "abb7a2fa" }, "outputs": [], "source": [ "\n", "# splitting the data into Train and Test sets.\n", "from sklearn.model_selection import train_test_split\n", "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size = 0.3)\n", "\n", "from tensorflow import keras\n", "model = keras.Sequential(\n", " [ # Input\n", " keras.layers.Flatten(input_shape = (X.shape[1], X.shape[2])),\n", " # Hidden \n", " keras.layers.Dense(512, activation = \"relu\", kernel_regularizer = keras.regularizers.l2(0.001)),\n", " # Dropout to reduce overfitting.\n", " keras.layers.Dropout(0.3),\n", " # Hidden \n", " keras.layers.Dense(256, activation = \"relu\", kernel_regularizer = keras.regularizers.l2(0.001)),\n", " keras.layers.Dropout(0.3),\n", " # Hidden \n", " keras.layers.Dense(64, activation = \"relu\", kernel_regularizer = keras.regularizers.l2(0.001)),\n", " keras.layers.Dropout(0.3),\n", " \n", " # Ouput\n", " keras.layers.Dense(10,activation = \"softmax\")\n", " ]\n", ")" ] }, { "cell_type": "code", "execution_count": 30, "id": "c93ae5c3", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "c93ae5c3", "outputId": "dda7d0d0-9f59-4e97-dd34-6f154b25e943" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/50\n", "110/110 [==============================] - 5s 34ms/step - loss: 35.5425 - accuracy: 0.1625 - val_loss: 4.5167 - val_accuracy: 0.2724\n", "Epoch 2/50\n", "110/110 [==============================] - 3s 25ms/step - loss: 10.9781 - accuracy: 0.1845 - val_loss: 3.8003 - val_accuracy: 0.2830\n", "Epoch 3/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 6.9215 - accuracy: 0.1903 - val_loss: 3.6950 - val_accuracy: 0.2710\n", "Epoch 4/50\n", "110/110 [==============================] - 3s 30ms/step - loss: 4.9657 - accuracy: 0.1948 - val_loss: 3.6310 - val_accuracy: 0.2510\n", "Epoch 5/50\n", "110/110 [==============================] - 3s 28ms/step - loss: 4.1073 - accuracy: 0.2057 - val_loss: 3.5294 - val_accuracy: 0.2777\n", "Epoch 6/50\n", "110/110 [==============================] - 4s 32ms/step - loss: 3.8291 - accuracy: 0.2069 - val_loss: 3.4520 - val_accuracy: 0.2777\n", "Epoch 7/50\n", "110/110 [==============================] - 2s 22ms/step - loss: 3.6243 - accuracy: 0.2375 - val_loss: 3.3996 - val_accuracy: 0.3057\n", "Epoch 8/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 3.5832 - accuracy: 0.2515 - val_loss: 3.3870 - val_accuracy: 0.3024\n", "Epoch 9/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 3.4943 - accuracy: 0.2618 - val_loss: 3.3068 - val_accuracy: 0.3298\n", "Epoch 10/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 3.4295 - accuracy: 0.2678 - val_loss: 3.2805 - val_accuracy: 0.3264\n", "Epoch 11/50\n", "110/110 [==============================] - 3s 29ms/step - loss: 3.4087 - accuracy: 0.2741 - val_loss: 3.2747 - val_accuracy: 0.3324\n", "Epoch 12/50\n", "110/110 [==============================] - 3s 28ms/step - loss: 3.3601 - accuracy: 0.2930 - val_loss: 3.2394 - val_accuracy: 0.3311\n", "Epoch 13/50\n", "110/110 [==============================] - 2s 22ms/step - loss: 3.3134 - accuracy: 0.2976 - val_loss: 3.2947 - val_accuracy: 0.3064\n", "Epoch 14/50\n", "110/110 [==============================] - 2s 22ms/step - loss: 3.3053 - accuracy: 0.2941 - val_loss: 3.2336 - val_accuracy: 0.3371\n", "Epoch 15/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 3.2561 - accuracy: 0.3127 - val_loss: 3.1911 - val_accuracy: 0.3405\n", "Epoch 16/50\n", "110/110 [==============================] - 3s 24ms/step - loss: 3.1838 - accuracy: 0.3233 - val_loss: 3.1886 - val_accuracy: 0.3418\n", "Epoch 17/50\n", "110/110 [==============================] - 4s 32ms/step - loss: 3.1713 - accuracy: 0.3247 - val_loss: 3.2266 - val_accuracy: 0.3111\n", "Epoch 18/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 3.1886 - accuracy: 0.3305 - val_loss: 3.1680 - val_accuracy: 0.3405\n", "Epoch 19/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 3.1608 - accuracy: 0.3308 - val_loss: 3.1635 - val_accuracy: 0.3358\n", "Epoch 20/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 3.1423 - accuracy: 0.3325 - val_loss: 3.1441 - val_accuracy: 0.3385\n", "Epoch 21/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 3.1023 - accuracy: 0.3459 - val_loss: 3.1476 - val_accuracy: 0.3632\n", "Epoch 22/50\n", "110/110 [==============================] - 3s 32ms/step - loss: 3.0646 - accuracy: 0.3608 - val_loss: 3.1042 - val_accuracy: 0.3445\n", "Epoch 23/50\n", "110/110 [==============================] - 3s 25ms/step - loss: 3.0693 - accuracy: 0.3494 - val_loss: 3.1295 - val_accuracy: 0.3445\n", "Epoch 24/50\n", "110/110 [==============================] - 3s 32ms/step - loss: 3.0591 - accuracy: 0.3551 - val_loss: 3.1525 - val_accuracy: 0.3698\n", "Epoch 25/50\n", "110/110 [==============================] - 3s 25ms/step - loss: 3.0213 - accuracy: 0.3737 - val_loss: 3.1038 - val_accuracy: 0.3458\n", "Epoch 26/50\n", "110/110 [==============================] - 2s 22ms/step - loss: 3.0275 - accuracy: 0.3688 - val_loss: 3.1196 - val_accuracy: 0.3478\n", "Epoch 27/50\n", "110/110 [==============================] - 4s 33ms/step - loss: 2.9963 - accuracy: 0.3720 - val_loss: 3.0845 - val_accuracy: 0.3538\n", "Epoch 28/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 3.0215 - accuracy: 0.3654 - val_loss: 3.0690 - val_accuracy: 0.3505\n", "Epoch 29/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 2.9765 - accuracy: 0.3931 - val_loss: 3.0867 - val_accuracy: 0.3538\n", "Epoch 30/50\n", "110/110 [==============================] - 2s 20ms/step - loss: 2.9553 - accuracy: 0.3871 - val_loss: 3.0735 - val_accuracy: 0.3591\n", "Epoch 31/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 2.9238 - accuracy: 0.3894 - val_loss: 3.0545 - val_accuracy: 0.3652\n", "Epoch 32/50\n", "110/110 [==============================] - 3s 28ms/step - loss: 2.9080 - accuracy: 0.3940 - val_loss: 3.0666 - val_accuracy: 0.3772\n", "Epoch 33/50\n", "110/110 [==============================] - 3s 28ms/step - loss: 2.9014 - accuracy: 0.4000 - val_loss: 3.0003 - val_accuracy: 0.3665\n", "Epoch 34/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 2.8733 - accuracy: 0.4003 - val_loss: 3.0125 - val_accuracy: 0.3678\n", "Epoch 35/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 2.8664 - accuracy: 0.3851 - val_loss: 2.9954 - val_accuracy: 0.3758\n", "Epoch 36/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 2.8963 - accuracy: 0.3860 - val_loss: 2.9908 - val_accuracy: 0.3565\n", "Epoch 37/50\n", "110/110 [==============================] - 2s 22ms/step - loss: 2.8126 - accuracy: 0.4094 - val_loss: 2.9674 - val_accuracy: 0.3712\n", "Epoch 38/50\n", "110/110 [==============================] - 4s 33ms/step - loss: 2.8025 - accuracy: 0.4089 - val_loss: 2.9676 - val_accuracy: 0.3738\n", "Epoch 39/50\n", "110/110 [==============================] - 2s 22ms/step - loss: 2.7973 - accuracy: 0.4023 - val_loss: 2.9552 - val_accuracy: 0.3785\n", "Epoch 40/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 2.7818 - accuracy: 0.4132 - val_loss: 2.9299 - val_accuracy: 0.3872\n", "Epoch 41/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 2.7784 - accuracy: 0.4166 - val_loss: 2.9664 - val_accuracy: 0.3872\n", "Epoch 42/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 2.7641 - accuracy: 0.4203 - val_loss: 2.9422 - val_accuracy: 0.3952\n", "Epoch 43/50\n", "110/110 [==============================] - 3s 28ms/step - loss: 2.7103 - accuracy: 0.4240 - val_loss: 2.9286 - val_accuracy: 0.3892\n", "Epoch 44/50\n", "110/110 [==============================] - 4s 34ms/step - loss: 2.6999 - accuracy: 0.4186 - val_loss: 2.9178 - val_accuracy: 0.3718\n", "Epoch 45/50\n", "110/110 [==============================] - 3s 29ms/step - loss: 2.6901 - accuracy: 0.4272 - val_loss: 2.9646 - val_accuracy: 0.3772\n", "Epoch 46/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 2.6994 - accuracy: 0.4197 - val_loss: 2.9017 - val_accuracy: 0.3798\n", "Epoch 47/50\n", "110/110 [==============================] - 2s 21ms/step - loss: 2.6572 - accuracy: 0.4355 - val_loss: 2.8981 - val_accuracy: 0.3872\n", "Epoch 48/50\n", "110/110 [==============================] - 3s 29ms/step - loss: 2.6166 - accuracy: 0.4475 - val_loss: 2.8763 - val_accuracy: 0.3932\n", "Epoch 49/50\n", "110/110 [==============================] - 4s 37ms/step - loss: 2.6113 - accuracy: 0.4343 - val_loss: 2.8905 - val_accuracy: 0.3879\n", "Epoch 50/50\n", "110/110 [==============================] - 3s 30ms/step - loss: 2.5537 - accuracy: 0.4529 - val_loss: 2.8312 - val_accuracy: 0.4146\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "optimizer = keras.optimizers.Adam(learning_rate=0.0001)\n", "model.compile(optimizer = optimizer,\n", " loss = \"sparse_categorical_crossentropy\",\n", " metrics = [\"accuracy\"]\n", " )\n", "model.fit(X_train,y_train,\n", " validation_data = (X_test,y_test),\n", " epochs = 50,\n", " batch_size = 32)" ] }, { "cell_type": "markdown", "id": "97c54a57", "metadata": { "id": "97c54a57" }, "source": [ "Ketika Menggunakan ANN saya mendapat akurasi yang rendah. Kemudian saya akan mencoba menggunakan CNN." ] }, { "cell_type": "code", "execution_count": 31, "id": "616eea17", "metadata": { "id": "616eea17" }, "outputs": [], "source": [ "# Preparing the datasets.\n", "def train_test_validate_split(validation_size):\n", " with open('data.json') as fp:\n", " data = json.load(fp)\n", " X = np.array(data['mfcc'])\n", " y = np.array(data['labels'])\n", " X_train,X_test,y_train,y_test = train_test_split(X,y, test_size = 0.25)\n", " X_train,X_validation,y_train,y_validation = train_test_split(X_train,y_train,test_size = validation_size)\n", " \n", " # For using CNN we will require a 3d Array \n", " X_train = X_train[...,np.newaxis] # it will create a 4d array (number of samples, 259, 13, 1)\n", " X_validation = X_validation[...,np.newaxis]\n", " X_test = X_test[...,np.newaxis]\n", " return X_train, X_validation, X_test, y_train, y_validation, y_test\n", " \n", " " ] }, { "cell_type": "code", "execution_count": 32, "id": "2486fd01", "metadata": { "id": "2486fd01" }, "outputs": [], "source": [ "#CNN\n", "\n", "# Creating a Train, Validation and Test Sets\n", "X_train, X_validation, X_test, y_train, y_validation, y_test = train_test_validate_split(0.2)\n" ] }, { "cell_type": "code", "execution_count": 33, "id": "a5bca7b9", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "a5bca7b9", "outputId": "40a47d24-f60d-4742-a14a-b29b7788dd0d" }, "outputs": [ { "data": { "text/plain": [ "(2995, 259, 13, 1)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.shape" ] }, { "cell_type": "code", "execution_count": 34, "id": "71833489", "metadata": { "id": "71833489" }, "outputs": [], "source": [ "# Creating A Model CNN \n", "from tensorflow import keras\n", "input_shape = (X_train.shape[1], X_train.shape[2],1) # Adding input shape \n", "cnn_model = keras.Sequential()\n" ] }, { "cell_type": "code", "execution_count": 35, "id": "95775c37", "metadata": { "id": "95775c37" }, "outputs": [], "source": [ "# For early stopping of model\n", "callback = tf.keras.callbacks.EarlyStopping(\n", " monitor=\"val_loss\",\n", " patience=5)\n" ] }, { "cell_type": "code", "execution_count": 36, "id": "03aa8ac0", "metadata": { "id": "03aa8ac0" }, "outputs": [], "source": [ "# 1st layer\n", "cnn_model.add(keras.layers.Conv2D(64, (3, 3), activation='relu', input_shape=input_shape))\n", "cnn_model.add(keras.layers.MaxPooling2D((3, 3), strides=(2, 2), padding='same'))\n", "cnn_model.add(keras.layers.BatchNormalization())\n", "# 2nd layer\n", "cnn_model.add(keras.layers.Conv2D(64, (3, 3), activation='relu'))\n", "cnn_model.add(keras.layers.MaxPooling2D((3, 3), strides=(2, 2), padding='same'))\n", "cnn_model.add(keras.layers.BatchNormalization())\n", "# 3rd layer\n", "cnn_model.add(keras.layers.Conv2D(64, (2, 2), activation='relu'))\n", "cnn_model.add(keras.layers.MaxPooling2D((2, 2), strides=(2, 2), padding='same'))\n", "cnn_model.add(keras.layers.BatchNormalization())\n", "# flatten output and then use dense layer\n", "cnn_model.add(keras.layers.Flatten())\n", "\n", "cnn_model.add(keras.layers.Dense(128, activation='relu'))\n", "cnn_model.add(keras.layers.Dropout(0.3))\n", "\n", "cnn_model.add(keras.layers.Dense(64, activation='relu'))\n", "cnn_model.add(keras.layers.Dropout(0.3))\n", "\n", "cnn_model.add(keras.layers.Dense(32, activation='relu'))\n", "cnn_model.add(keras.layers.Dropout(0.3))\n", "\n", "# output layer\n", "cnn_model.add(keras.layers.Dense(10, activation='softmax'))\n", "\n", "# Optimizers\n", "optimizer = keras.optimizers.Adam(learning_rate = 0.0001)\n", "cnn_model.compile(optimizer = optimizer,\n", " loss = 'sparse_categorical_crossentropy',\n", " metrics = [\"accuracy\"])" ] }, { "cell_type": "code", "execution_count": 37, "id": "2b66c6b0", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "2b66c6b0", "outputId": "e76dbbd4-fd5f-435f-8224-8dfec6e50411" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"sequential_1\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " conv2d (Conv2D) (None, 257, 11, 64) 640 \n", " \n", " max_pooling2d (MaxPooling2D (None, 129, 6, 64) 0 \n", " ) \n", " \n", " batch_normalization (BatchN (None, 129, 6, 64) 256 \n", " ormalization) \n", " \n", " conv2d_1 (Conv2D) (None, 127, 4, 64) 36928 \n", " \n", " max_pooling2d_1 (MaxPooling (None, 64, 2, 64) 0 \n", " 2D) \n", " \n", " batch_normalization_1 (Batc (None, 64, 2, 64) 256 \n", " hNormalization) \n", " \n", " conv2d_2 (Conv2D) (None, 63, 1, 64) 16448 \n", " \n", " max_pooling2d_2 (MaxPooling (None, 32, 1, 64) 0 \n", " 2D) \n", " \n", " batch_normalization_2 (Batc (None, 32, 1, 64) 256 \n", " hNormalization) \n", " \n", " flatten_1 (Flatten) (None, 2048) 0 \n", " \n", " dense_4 (Dense) (None, 128) 262272 \n", " \n", " dropout_3 (Dropout) (None, 128) 0 \n", " \n", " dense_5 (Dense) (None, 64) 8256 \n", " \n", " dropout_4 (Dropout) (None, 64) 0 \n", " \n", " dense_6 (Dense) (None, 32) 2080 \n", " \n", " dropout_5 (Dropout) (None, 32) 0 \n", " \n", " dense_7 (Dense) (None, 10) 330 \n", " \n", "=================================================================\n", "Total params: 327,722\n", "Trainable params: 327,338\n", "Non-trainable params: 384\n", "_________________________________________________________________\n" ] } ], "source": [ "cnn_model.summary()" ] }, { "cell_type": "markdown", "id": "72ea7144", "metadata": { "id": "72ea7144" }, "source": [ "Saya mendapat hasil yang lebih baik saat menggunakan CNN daripada menggunakan ANN" ] }, { "cell_type": "code", "execution_count": 38, "id": "3536a6d2", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "3536a6d2", "outputId": "d6e8117f-84dd-4f87-c34b-f95050e77382" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/60\n", "94/94 [==============================] - 30s 305ms/step - loss: 2.6191 - accuracy: 0.1429 - val_loss: 2.0577 - val_accuracy: 0.2750\n", "Epoch 2/60\n", "94/94 [==============================] - 26s 275ms/step - loss: 2.1959 - accuracy: 0.2240 - val_loss: 1.8443 - val_accuracy: 0.3992\n", "Epoch 3/60\n", "94/94 [==============================] - 28s 296ms/step - loss: 2.0378 - accuracy: 0.2694 - val_loss: 1.6820 - val_accuracy: 0.4579\n", "Epoch 4/60\n", "94/94 [==============================] - 24s 255ms/step - loss: 1.9089 - accuracy: 0.3045 - val_loss: 1.5228 - val_accuracy: 0.5220\n", "Epoch 5/60\n", "94/94 [==============================] - 31s 327ms/step - loss: 1.8371 - accuracy: 0.3489 - val_loss: 1.4467 - val_accuracy: 0.5340\n", "Epoch 6/60\n", "94/94 [==============================] - 26s 279ms/step - loss: 1.7372 - accuracy: 0.3776 - val_loss: 1.3768 - val_accuracy: 0.5594\n", "Epoch 7/60\n", "94/94 [==============================] - 28s 297ms/step - loss: 1.6540 - accuracy: 0.4234 - val_loss: 1.3180 - val_accuracy: 0.5728\n", "Epoch 8/60\n", "94/94 [==============================] - 28s 296ms/step - loss: 1.6340 - accuracy: 0.4200 - val_loss: 1.2798 - val_accuracy: 0.5648\n", "Epoch 9/60\n", "94/94 [==============================] - 26s 282ms/step - loss: 1.5817 - accuracy: 0.4508 - val_loss: 1.2575 - val_accuracy: 0.5995\n", "Epoch 10/60\n", "94/94 [==============================] - 25s 267ms/step - loss: 1.5337 - accuracy: 0.4708 - val_loss: 1.2485 - val_accuracy: 0.5981\n", "Epoch 11/60\n", "94/94 [==============================] - 28s 297ms/step - loss: 1.4977 - accuracy: 0.4735 - val_loss: 1.1831 - val_accuracy: 0.6115\n", "Epoch 12/60\n", "94/94 [==============================] - 26s 275ms/step - loss: 1.4199 - accuracy: 0.5012 - val_loss: 1.1546 - val_accuracy: 0.6262\n", "Epoch 13/60\n", "94/94 [==============================] - 28s 300ms/step - loss: 1.3980 - accuracy: 0.5055 - val_loss: 1.1594 - val_accuracy: 0.6048\n", "Epoch 14/60\n", "94/94 [==============================] - 39s 414ms/step - loss: 1.3486 - accuracy: 0.5252 - val_loss: 1.1668 - val_accuracy: 0.6302\n", "Epoch 15/60\n", "94/94 [==============================] - 26s 280ms/step - loss: 1.3017 - accuracy: 0.5556 - val_loss: 1.0879 - val_accuracy: 0.6515\n", "Epoch 16/60\n", "94/94 [==============================] - 30s 319ms/step - loss: 1.2628 - accuracy: 0.5676 - val_loss: 1.0598 - val_accuracy: 0.6435\n", "Epoch 17/60\n", "94/94 [==============================] - 26s 279ms/step - loss: 1.2304 - accuracy: 0.5760 - val_loss: 1.0378 - val_accuracy: 0.6515\n", "Epoch 18/60\n", "94/94 [==============================] - 30s 317ms/step - loss: 1.1997 - accuracy: 0.5876 - val_loss: 1.0664 - val_accuracy: 0.6355\n", "Epoch 19/60\n", "94/94 [==============================] - 26s 275ms/step - loss: 1.1611 - accuracy: 0.5967 - val_loss: 1.0139 - val_accuracy: 0.6836\n", "Epoch 20/60\n", "94/94 [==============================] - 27s 287ms/step - loss: 1.1142 - accuracy: 0.6180 - val_loss: 0.9816 - val_accuracy: 0.6555\n", "Epoch 21/60\n", "94/94 [==============================] - 25s 263ms/step - loss: 1.0885 - accuracy: 0.6391 - val_loss: 0.9522 - val_accuracy: 0.6943\n", "Epoch 22/60\n", "94/94 [==============================] - 28s 301ms/step - loss: 1.0561 - accuracy: 0.6327 - val_loss: 0.9620 - val_accuracy: 0.6876\n", "Epoch 23/60\n", "94/94 [==============================] - 26s 276ms/step - loss: 1.0159 - accuracy: 0.6561 - val_loss: 0.9076 - val_accuracy: 0.6969\n", "Epoch 24/60\n", "94/94 [==============================] - 30s 321ms/step - loss: 0.9945 - accuracy: 0.6641 - val_loss: 0.9376 - val_accuracy: 0.6956\n", "Epoch 25/60\n", "94/94 [==============================] - 26s 276ms/step - loss: 0.9293 - accuracy: 0.6888 - val_loss: 0.9733 - val_accuracy: 0.6809\n", "Epoch 26/60\n", "94/94 [==============================] - 28s 295ms/step - loss: 0.9297 - accuracy: 0.6805 - val_loss: 0.8865 - val_accuracy: 0.7036\n", "Epoch 27/60\n", "94/94 [==============================] - 26s 271ms/step - loss: 0.8900 - accuracy: 0.6891 - val_loss: 0.8815 - val_accuracy: 0.7210\n", "Epoch 28/60\n", "94/94 [==============================] - 28s 296ms/step - loss: 0.8577 - accuracy: 0.7082 - val_loss: 0.9171 - val_accuracy: 0.7156\n", "Epoch 29/60\n", "94/94 [==============================] - 26s 277ms/step - loss: 0.8598 - accuracy: 0.7032 - val_loss: 0.8560 - val_accuracy: 0.7156\n", "Epoch 30/60\n", "94/94 [==============================] - 28s 299ms/step - loss: 0.8211 - accuracy: 0.7219 - val_loss: 0.9030 - val_accuracy: 0.6969\n", "Epoch 31/60\n", "94/94 [==============================] - 26s 277ms/step - loss: 0.7761 - accuracy: 0.7359 - val_loss: 0.9189 - val_accuracy: 0.7116\n", "Epoch 32/60\n", "94/94 [==============================] - 29s 313ms/step - loss: 0.7413 - accuracy: 0.7599 - val_loss: 0.8989 - val_accuracy: 0.7250\n", "Epoch 33/60\n", "94/94 [==============================] - 25s 263ms/step - loss: 0.7100 - accuracy: 0.7556 - val_loss: 0.8451 - val_accuracy: 0.7463\n", "Epoch 34/60\n", "94/94 [==============================] - 28s 298ms/step - loss: 0.6611 - accuracy: 0.7783 - val_loss: 0.9147 - val_accuracy: 0.7250\n", "Epoch 35/60\n", "94/94 [==============================] - 26s 280ms/step - loss: 0.6937 - accuracy: 0.7689 - val_loss: 0.9195 - val_accuracy: 0.7076\n", "Epoch 36/60\n", "94/94 [==============================] - 28s 297ms/step - loss: 0.6651 - accuracy: 0.7813 - val_loss: 0.9161 - val_accuracy: 0.7356\n", "Epoch 37/60\n", "94/94 [==============================] - 26s 276ms/step - loss: 0.6140 - accuracy: 0.7920 - val_loss: 0.8390 - val_accuracy: 0.7397\n", "Epoch 38/60\n", "94/94 [==============================] - 26s 278ms/step - loss: 0.5788 - accuracy: 0.8124 - val_loss: 0.9577 - val_accuracy: 0.7103\n", "Epoch 39/60\n", "94/94 [==============================] - 26s 276ms/step - loss: 0.5842 - accuracy: 0.8020 - val_loss: 0.9205 - val_accuracy: 0.7263\n", "Epoch 40/60\n", "94/94 [==============================] - 30s 319ms/step - loss: 0.5581 - accuracy: 0.8147 - val_loss: 0.8412 - val_accuracy: 0.7383\n", "Epoch 41/60\n", "94/94 [==============================] - 26s 276ms/step - loss: 0.5747 - accuracy: 0.8053 - val_loss: 0.8324 - val_accuracy: 0.7477\n", "Epoch 42/60\n", "94/94 [==============================] - 27s 289ms/step - loss: 0.5029 - accuracy: 0.8290 - val_loss: 0.8633 - val_accuracy: 0.7423\n", "Epoch 43/60\n", "94/94 [==============================] - 25s 263ms/step - loss: 0.5206 - accuracy: 0.8317 - val_loss: 0.8497 - val_accuracy: 0.7530\n", "Epoch 44/60\n", "94/94 [==============================] - 28s 299ms/step - loss: 0.4568 - accuracy: 0.8487 - val_loss: 0.8854 - val_accuracy: 0.7303\n", "Epoch 45/60\n", "94/94 [==============================] - 26s 276ms/step - loss: 0.4704 - accuracy: 0.8437 - val_loss: 0.8312 - val_accuracy: 0.7303\n", "Epoch 46/60\n", "94/94 [==============================] - 28s 299ms/step - loss: 0.4422 - accuracy: 0.8574 - val_loss: 0.8424 - val_accuracy: 0.7477\n", "Epoch 47/60\n", "94/94 [==============================] - 26s 278ms/step - loss: 0.4341 - accuracy: 0.8538 - val_loss: 0.9085 - val_accuracy: 0.7330\n", "Epoch 48/60\n", "94/94 [==============================] - 29s 306ms/step - loss: 0.4326 - accuracy: 0.8554 - val_loss: 0.8815 - val_accuracy: 0.7490\n", "Epoch 49/60\n", "94/94 [==============================] - 29s 310ms/step - loss: 0.3946 - accuracy: 0.8711 - val_loss: 0.9722 - val_accuracy: 0.7276\n", "Epoch 50/60\n", "94/94 [==============================] - 27s 288ms/step - loss: 0.3907 - accuracy: 0.8735 - val_loss: 0.9246 - val_accuracy: 0.7343\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cnn_model.fit(X_train, y_train, validation_data=(X_validation, y_validation), batch_size=32, epochs=60,callbacks = [callback])" ] }, { "cell_type": "code", "execution_count": 39, "id": "669c8f9f", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "669c8f9f", "outputId": "6308ad54-0490-4f99-f612-21ed0120d073" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "40/40 [==============================] - 3s 79ms/step - loss: 0.9491 - accuracy: 0.7318\n", "We are getting test accuracy as: 0.7317854166030884\n" ] } ], "source": [ "test_error, test_accuracy = cnn_model.evaluate(X_test,y_test)\n", "print(f'We are getting test accuracy as: {test_accuracy}')" ] }, { "cell_type": "code", "execution_count": 40, "id": "166c26a9", "metadata": { "id": "166c26a9" }, "outputs": [], "source": [ "X_predict = X_test[10]\n", "y_predict = y_test[10]" ] }, { "cell_type": "code", "execution_count": 41, "id": "8b257084", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "8b257084", "outputId": "9eb02f87-1f06-4260-97db-42427de836d0" }, "outputs": [ { "data": { "text/plain": [ "(259, 13, 1)" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_predict.shape" ] }, { "cell_type": "code", "execution_count": 42, "id": "b3174093", "metadata": { "id": "b3174093" }, "outputs": [], "source": [ "# Our model take (259,13,1,1) shape so we need to add one more axis \n", "X_predict = X_predict[np.newaxis, ...]" ] }, { "cell_type": "code", "execution_count": 43, "id": "a68dd05a", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "a68dd05a", "outputId": "dbd042ef-32f6-42c9-a935-7b0038a5779c" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1/1 [==============================] - 0s 312ms/step\n" ] } ], "source": [ "prediction = cnn_model.predict(X_predict)" ] }, { "cell_type": "code", "execution_count": 44, "id": "aabd4998", "metadata": { "id": "aabd4998" }, "outputs": [], "source": [ "predicted_index = np.argmax(prediction, axis=1)" ] }, { "cell_type": "code", "execution_count": 45, "id": "a0df5d0c", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "a0df5d0c", "outputId": "9c9dbd84-776d-4b94-c366-bf20effc22d1" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2] 2\n" ] } ], "source": [ "# Lets see if our model is predicting properly or not \n", "print(predicted_index,y_predict)" ] }, { "cell_type": "code", "execution_count": 46, "id": "dcfc3f1a", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "dcfc3f1a", "outputId": "0de9f2df-0486-461a-b7b9-8e9f42657faa" }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING:absl:Found untraced functions such as _jit_compiled_convolution_op, _jit_compiled_convolution_op, _jit_compiled_convolution_op while saving (showing 3 of 3). These functions will not be directly callable after loading.\n" ] } ], "source": [ "# Saving the model\n", "cnn_model.save('music-gen-classify-v1/')" ] }, { "cell_type": "code", "execution_count": 47, "id": "d078f014", "metadata": { "id": "d078f014" }, "outputs": [], "source": [ "from tensorflow import keras\n", "new_model = keras.models.load_model('music-gen-classify-v1/')" ] }, { "cell_type": "code", "execution_count": 48, "id": "c53f1914", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "c53f1914", "outputId": "6190f915-05d0-471f-b61a-d52ec45f11a3" }, "outputs": [ { "data": { "text/plain": [ "(1, 259, 13, 1)" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_predict.shape" ] }, { "cell_type": "code", "execution_count": 49, "id": "c16b1de3", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "c16b1de3", "outputId": "9da5a295-130f-4248-babb-4e42d30b4e99" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1/1 [==============================] - 0s 129ms/step\n" ] }, { "data": { "text/plain": [ "array([2])" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pred = new_model.predict(X_predict)\n", "np.argmax(pred,axis = 1)" ] }, { "cell_type": "code", "execution_count": 50, "id": "05a835c6", "metadata": { "id": "05a835c6" }, "outputs": [], "source": [ "import librosa\n", "\n", "def get_mfcc(dataset_path,audio_path, num_mfcc=13, n_fft=2048, hop_length=512, num_segments=5):\n", " new_data = {\n", " \"mfcc\": []\n", " }\n", "\n", " SAMPLE_RATE = 22050\n", " audio,sample_rate = librosa.load(audio_path,sr = SAMPLE_RATE)\n", " TRACK_DURATION = int(librosa.get_duration(audio)) # measured in seconds\n", " SAMPLES_PER_TRACK = SAMPLE_RATE * TRACK_DURATION\n", " samples_per_segment = int(SAMPLES_PER_TRACK / num_segments)\n", " num_mfcc_vectors_per_segment = math.ceil(samples_per_segment / hop_length)\n", " for i, (dirpath, dirnames, filenames) in enumerate(os.walk(dataset_path)):\n", " if dirpath is not dataset_path:\n", " for f in filenames:\n", " file_path = os.path.join(dirpath, f)\n", " signal, sample_rate = librosa.load(file_path, sr=SAMPLE_RATE)\n", " for d in range(num_segments):\n", " start = samples_per_segment * d\n", " finish = start + samples_per_segment\n", "\n", " # extract mfcc\n", " mfcc = librosa.feature.mfcc(signal[start:finish], sample_rate, n_mfcc=num_mfcc, n_fft=n_fft, hop_length=hop_length)\n", " mfcc = mfcc.T\n", " if len(mfcc) == num_mfcc_vectors_per_segment:\n", " new_data[\"mfcc\"].append(mfcc.tolist())\n", "\n", " return new_data" ] }, { "cell_type": "code", "execution_count": 53, "id": "06c4054d", "metadata": { "id": "06c4054d" }, "outputs": [], "source": [ "res = get_mfcc(dataset_path = '/content/drive/MyDrive/Aplikasi Prediksi Genre Musik/Data/upload',audio_path = '/content/drive/MyDrive/Aplikasi Prediksi Genre Musik/Data/upload/user/Country.wav')" ] }, { "cell_type": "code", "execution_count": 54, "id": "997af2aa", "metadata": { "id": "997af2aa" }, "outputs": [], "source": [ "ans = np.array(res['mfcc'])\n", "ans = ans[...,np.newaxis]" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3.10.10 64-bit (microsoft store)", "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": "3.10.10" }, "vscode": { "interpreter": { "hash": "854ad7b50770bedaf0cab730b1aaabb765566ea98036f134b639e260bede141e" } } }, "nbformat": 4, "nbformat_minor": 5 }