{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Preparation\n", "\n", "In this example, we prepare training/validation data for melody/vocal separation task.\n", "\n", "Before running bunch of codes below, please download `DSD100` dataset from\n", "[the DSD100 download page](https://sigsep.github.io/datasets/dsd100.html)\n", "and say it `DSD100.zip`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Initialize `Sampler` for train" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from chimeranet.datasets import DSD100Melody, DSD100Vocal\n", "from chimeranet import DatasetSampler, SyncSampler\n", "\n", "dsd100_path = 'DSD100.zip'\n", "duration = 2.\n", "sr = 16000\n", "\n", "# Dataset\n", "vocal_dataset = DSD100Vocal(dsd100_path, dev=True, test=False)\n", "# Sampler\n", "vocal_sampler = DatasetSampler(vocal_dataset)\n", "# augmentation\n", "vocal_sampler.amplitude_factor = (-0.5, 0.5)\n", "vocal_sampler.stretch_factor = (-0.1, 0.1)\n", "vocal_sampler.shift_factor = (-0.1, 0.1)\n", "\n", "# do same things to melody channel\n", "melody_dataset = DSD100Melody(dsd100_path, dev=True, test=False)\n", "melody_sampler = DatasetSampler(melody_dataset)\n", "melody_sampler.amplitude_factor = (-0.5, 0.5)\n", "melody_sampler.stretch_factor = (-0.1, 0.1)\n", "melody_sampler.shift_factor = (-0.1, 0.1)\n", "\n", "# combine two channels together\n", "sampler = SyncSampler(vocal_sampler, melody_sampler)\n", "sampler.duration = duration\n", "sampler.samplerate = sr" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Sample audio and make train data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import librosa\n", "from chimeranet import to_training_data\n", "n_fft = 512\n", "hop_length = 128\n", "n_mels = 150\n", "sample_size = 32\n", "\n", "T = librosa.time_to_frames(duration, sr, hop_length, n_fft)\n", "F = n_mels\n", "\n", "samples = sampler.sample(sample_size, n_jobs=4)\n", "x_train, y_train = to_training_data(\n", " samples, T, F, sr=sr, n_fft=n_fft, hop_length=hop_length, n_jobs=4,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save train data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import h5py\n", "with h5py.File('example-dataset-train.hdf5', 'w') as f:\n", " f.create_dataset('x', data=x_train)\n", " f.create_dataset('y/mask', data=y_train['mask'])\n", " f.create_dataset('y/embedding', data=y_train['embedding'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Show one of the training data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x576 with 5 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "idx = 0\n", "mixture = x_train[idx].transpose((1, 0))\n", "mask_e = y_train['embedding'][idx].transpose((2, 1, 0))\n", "mask_m = y_train['mask'][idx].transpose((2, 1, 0))\n", "\n", "fig = plt.figure(figsize=(12, 8))\n", "ax = fig.add_subplot(2, 3, 1)\n", "ax.title.set_text('Mixture')\n", "ax.imshow(mixture, origin='lower', aspect='auto')\n", "for i, (mask, name) in enumerate(zip(mask_e, ('Vocal', 'Melody')), 1):\n", " ax = fig.add_subplot(2, 3, 1+i)\n", " ax.title.set_text(name)\n", " ax.imshow(mask, origin='lower', aspect='auto', vmin=0, vmax=1)\n", "for i, (mask, name) in enumerate(zip(mask_m, ('Vocal', 'Melody')), 1):\n", " ax = fig.add_subplot(2, 3, 4+i)\n", " ax.title.set_text(name)\n", " ax.imshow(mask, origin='lower', aspect='auto', vmin=0, vmax=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Validation data\n", "\n", "Like training data, validation data can be made in almost same way." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# vocal channel\n", "vocal_dataset = DSD100Vocal(dsd100_path, dev=False, test=True)\n", "vocal_sampler = DatasetSampler(vocal_dataset)\n", "vocal_sampler.amplitude_factor = (-0.5, 0.5)\n", "vocal_sampler.stretch_factor = (-0.1, 0.1)\n", "vocal_sampler.shift_factor = (-0.1, 0.1)\n", "\n", "# melody channel\n", "melody_dataset = DSD100Melody(dsd100_path, dev=False, test=True)\n", "melody_sampler = DatasetSampler(melody_dataset)\n", "melody_sampler.amplitude_factor = (-0.5, 0.5)\n", "melody_sampler.stretch_factor = (-0.1, 0.1)\n", "melody_sampler.shift_factor = (-0.1, 0.1)\n", "\n", "# combine two channels together\n", "sampler = SyncSampler(vocal_sampler, melody_sampler)\n", "sampler.duration = duration\n", "sampler.samplerate = sr\n", "\n", "# make validation data\n", "samples = sampler.sample(sample_size, n_jobs=4)\n", "x_validation, y_validation = to_training_data(\n", " samples, T, F, sr=sr, n_fft=n_fft, hop_length=hop_length, n_jobs=4,\n", ")\n", "\n", "# save validation data\n", "with h5py.File('example-dataset-validation.hdf5', 'w') as f:\n", " f.create_dataset('x', data=x_train)\n", " f.create_dataset('y/mask', data=y_validation['mask'])\n", " f.create_dataset('y/embedding', data=y_validation['embedding'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[1] A. Liutkus et al., “The 2016 Signal Separation Evaluation Campaign,” in Latent Variable Analysis and Signal Separation - 12th International Conference, {LVA/ICA} 2015, Liberec, Czech Republic, August 25-28, 2015, Proceedings, 2017, pp. 323–332." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }