commit effdcef46f0e0edc39ab3630097733af9d7a7205 Author: k Date: Thu Jul 24 11:17:50 2025 -0400 data loading diff --git a/music.ipynb b/music.ipynb new file mode 100644 index 0000000..2abde28 --- /dev/null +++ b/music.ipynb @@ -0,0 +1,230 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "7a4b3fe0-37b7-4dcc-928e-5d5981eb62bd", + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext tensorboard\n", + "import librosa\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from pathlib import Path\n", + "import IPython.display as ipd" + ] + }, + { + "cell_type": "markdown", + "id": "25beb189-d3c5-4ba2-a31d-f692685291fc", + "metadata": {}, + "source": [ + "# prep" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8e45206f-7e1f-4a47-852f-39849a395a53", + "metadata": {}, + "outputs": [], + "source": [ + "SAMPLE_RATE = 22050" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "dc03a57f-8739-4f5e-a1c9-3db7a48e26de", + "metadata": {}, + "outputs": [], + "source": [ + "def load():\n", + " \"\"\"\n", + " Load 10 second chunks of songs\n", + " \"\"\"\n", + "\n", + " files = list(Path(\"./data/\").glob(\"*.mp3\"))\n", + " chunks = []\n", + " for file in files:\n", + " y, sr = librosa.load(file, mono=True,sr=SAMPLE_RATE)\n", + " size = int(SAMPLE_RATE * 10)\n", + " sampleLen = len(y)\n", + " for startPos in range(0,sampleLen,size):\n", + " end = startPos+size\n", + " if end > sampleLen:\n", + " pass\n", + " chunk = y[startPos:end]\n", + " chunks.append(chunk)\n", + " return chunks" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "f0f0c6d8-4cbf-46d3-a65d-28396fffc650", + "metadata": {}, + "outputs": [], + "source": [ + "def dataset(chunks):\n", + " x,y = [],[]\n", + " size = int(SAMPLE_RATE*5)\n", + " for chunk in chunks:\n", + " Ax = chunk[:size]\n", + " Ay = chunk[size:size*2]\n", + " if(len(Ax) == size and len(Ay) == size):\n", + " x.append(librosa.feature.melspectrogram(y=Ax, sr=SAMPLE_RATE))\n", + " y.append(librosa.feature.melspectrogram(y=Ay, sr=SAMPLE_RATE))\n", + " return x,y" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "d953fafa-b119-4aa4-b17b-8606c0b366b1", + "metadata": {}, + "outputs": [], + "source": [ + "def showSpec(spec):\n", + " plt.figure(figsize=(10, 4))\n", + " librosa.display.specshow(spec, sr=SAMPLE_RATE,\n", + " x_axis='time', y_axis='mel',\n", + " cmap='viridis')\n", + " plt.colorbar(format='%+2.0f dB')\n", + " plt.title('Mel spectrogram')\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5a744602-e8ea-4c79-883a-1472c15df3ae", + "metadata": {}, + "outputs": [], + "source": [ + "def playSpec(spec):\n", + " S = librosa.feature.inverse.mel_to_stft(spec, sr=SAMPLE_RATE)\n", + " audio = librosa.griffinlim(S,n_iter=25,momentum=0.99)\n", + " audio = librosa.effects.preemphasis(audio) # Reapply pre-emphasis\n", + "\n", + " plt.figure(figsize=(12,4))\n", + " plt.plot(audio)\n", + " plt.title('waveform')\n", + " plt.show()\n", + "\n", + " display(ipd.Audio(audio,rate=SAMPLE_RATE))" + ] + }, + { + "cell_type": "markdown", + "id": "2488eaeb-a378-42dd-bd4a-b9290c445026", + "metadata": {}, + "source": [ + "# Load Data" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f411e54e-2a7d-4dfe-be90-457e2a9455a7", + "metadata": {}, + "outputs": [], + "source": [ + "chunks = load()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1c942a3f-8072-41b3-bb16-1ccb9812b505", + "metadata": {}, + "outputs": [], + "source": [ + "x,y = dataset(chunks)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "39241f9b-8cc0-40cf-96dc-1be6d3ff2fb7", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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