{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Genre recognition: experiment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Goal: Measure classification accuracy with 20% noise. Final result for the thesis report and presentation.\n", "\n", "Conclusion: Structure provides robustness to noise.\n", "\n", "Observations:\n", "* Extracted features increase accuracy by ~7% over baseline for all scenarios." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hyper-parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameter under test" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Pname = 'lg'\n", "Pvalues = [None, 100]\n", "\n", "# Regenerate the graph or the features at each iteration.\n", "regen_graph = False\n", "regen_features = True\n", "regen_baseline = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model parameters" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "p = {}\n", "\n", "# Preprocessing.\n", "\n", "# Graph.\n", "p['data_scaling_graph'] = 'features'\n", "p['K'] = 10 + 1 # 5 to 10 + 1 for self-reference\n", "p['dm'] = 'euclidean'\n", "p['Csigma'] = 1\n", "p['diag'] = True\n", "p['laplacian'] = 'normalized'\n", "\n", "# Feature extraction.\n", "p['m'] = 128 # 64, 128, 512\n", "p['ls'] = 1\n", "p['ld'] = 10\n", "p['le'] = None\n", "p['lg'] = 100\n", "\n", "# Classification.\n", "p['scale'] = None\n", "p['Nvectors'] = 6\n", "p['svm_type'] = 'C'\n", "p['kernel'] = 'linear'\n", "p['C'] = 1\n", "p['nu'] = 0.5\n", "p['majority_voting'] = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data parameters" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# HDF5 data stores.\n", "p['folder'] = 'data'\n", "p['filename_gtzan'] = 'gtzan.hdf5'\n", "p['filename_audio'] = 'audio.hdf5'\n", "p['filename_graph'] = 'graph.hdf5'\n", "p['filename_features'] = 'features.hdf5'\n", "\n", "# Dataset (10,100,644 | 5,100,149 | 2,10,644).\n", "p['Ngenres'] = 5\n", "p['Nclips'] = 100\n", "p['Nframes'] = 149\n", "\n", "# Added white noise.\n", "p['noise_std'] = 0.2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Numerical parameters" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Graph.\n", "p['tol'] = 1e-5\n", "\n", "# Feature extraction.\n", "p['rtol'] = 1e-5 # 1e-3, 1e-5, 1e-7\n", "p['N_inner'] = 500\n", "p['N_outer'] = 50\n", "\n", "# Classification.\n", "p['test_size'] = 0.1\n", "p['Ncv'] = 20\n", "p['dataset_classification'] = 'Z'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Processing" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import time\n", "\n", "texperiment = time.time()\n", "\n", "# Result dictionary.\n", "res = ['accuracy', 'accuracy_std']\n", "res += ['sparsity', 'atoms_D']\n", "res += ['objective_g', 'objective_h', 'objective_i', 'objective_j']\n", "res += ['time_features', 'iterations_inner', 'iterations_outer']\n", "res = dict.fromkeys(res)\n", "for key in res.keys():\n", " res[key] = []\n", "\n", "def separator(name, parameter=False):\n", " if parameter:\n", " name += ', {} = {}'.format(Pname, p[Pname])\n", " dashes = 20 * '-'\n", " print('\\n {} {} {} \\n'.format(dashes, name, dashes))\n", " # Fair comparison when tuning parameters.\n", " # Randomnesses: dictionary initialization, training and testing sets.\n", " np.random.seed(1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " -------------------- Graph -------------------- \n", "\n", "Data: (149000, 96), float32\n", "Elapsed time: 610.14 seconds\n", "All self-referenced in the first column: True\n", "dist in [0.0, 2.99558210373]\n", "w in [0.252469688654, 1.0]\n", "Ones on the diagonal: 149000 (over 149000)\n", "assert: True\n", "W in [0.0, 1.0]\n", "Datasets:\n", " L_data : (2899474,), float32\n", " L_indices : (2899474,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2899474,), float32\n", " W_indices : (2899474,), int32\n", " W_indptr : (149001,) , int32\n", " W_shape : (2,) , int64\n", "Attributes:\n", " K = 11\n", " dm = euclidean\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Overall time: 620.26 seconds\n", "\n", " -------------------- Features, lg = None -------------------- \n", "\n", "Attributes:\n", " sr = 22050\n", " labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n", " 'reggae' 'rock']\n", "Datasets:\n", " Xa: (10, 100, 644, 2, 1024) , float32\n", " Xs: (10, 100, 644, 2, 96) , float32\n", "Full dataset:\n", " size: N=1,288,000 x n=96 -> 123,648,000 floats\n", " dim: 123,648 features per clip\n", " shape: (10, 100, 644, 2, 96)\n", "\n", "Reduced dataset:\n", " size: N=149,000 x n=96 -> 14,304,000 floats\n", " dim: 28,608 features per clip\n", " shape: (5, 100, 149, 2, 96)\n", "\n", "Data: (149000, 96), float32\n", "Attributes:\n", " K = 11\n", " dm = euclidean\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Datasets:\n", " L_data : (2899474,), float32\n", " L_indices : (2899474,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2899474,), float32\n", " W_indices : (2899474,), int32\n", " W_indptr : (149001,) , int32\n", " W_shape : (2,) , int64\n", "Size X: 13.6 M --> 54.6 MiB\n", "Size Z: 18.2 M --> 72.8 MiB\n", "Size D: 12.0 k --> 48.0 kiB\n", "Size E: 12.0 k --> 48.0 kiB\n", "Elapsed time: 379 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xe8I1X9//FXtsGyu/SlL3upAiJSBZRyBEFQihQREBDw\n", "CyqK/NSvFEV2BPkKgoWmAtJFijQFhS/Il4s0QXovCyzsUpYFFliQsuzO74/PGTI3m+QmN+XkJO/n\n", 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149, 2, 96) , float32\n", " Z : (5, 100, 149, 2, 128) , float32\n", "Full dataset:\n", " size: N=149,000 x n=128 -> 19,072,000 floats\n", " dim: 38,144 features per clip\n", " shape: (5, 100, 149, 2, 128)\n", "\n", "Reduced dataset:\n", " size: N=149,000 x n=128 -> 19,072,000 floats\n", " dim: 38,144 features per clip\n", " shape: (5, 100, 149, 2, 128)\n", "\n", "Flattened frames:\n", " size: N=149,000 x n=128 -> 19,072,000 floats\n", " dim: 38,144 features per clip\n", " shape: (5, 100, 298, 128)\n", "Truncated and grouped:\n", " size: N=135,000 x n=128 -> 17,280,000 floats\n", " dim: 34,560 features per clip\n", " shape: (5, 100, 6, 45, 128)\n", "Truncated and grouped:\n", " size: N=135,000 x n=128 -> 17,280,000 floats\n", " dim: 34,560 features per clip\n", " shape: (5, 100, 6, 45, 128)\n", "Feature vectors:\n", " size: N=6,000 x n=128 -> 768,000 floats\n", " dim: 1,536 features per clip\n", " shape: (5, 100, 6, 2, 128)\n" ] }, { "data": { "image/png": [ 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"Training data: (3600, 128), float64\n", "Testing data: (2400, 128), float64\n", "Training labels: (3600,), uint8\n", "Testing labels: (2400,), uint8\n", "Accuracy: 40.1 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Training data: (300, 1536), float64\n", "Testing data: (200, 1536), float64\n", "Training labels: (300,), uint8\n", "Testing labels: (200,), uint8\n", "Feature vectors accuracy: 36.7 %\n", "Clips accuracy: 46.5 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (6000, 128), float64\n", "Labels: (6000,), uint8\n", "Ratio: 5400.0 training, 600.0 testing\n", " 42 (+/- 2.5) <- [41 41 43 44 39 44 38 45 40 39]\n", " 42 (+/- 2.0) <- [41 45 40 41 44 44 39 40 39 43]\n", " 43 (+/- 2.4) <- [44 46 46 39 40 42 43 39 44 40]\n", " 42 (+/- 1.3) <- [40 41 41 43 43 44 43 42 40 41]\n", " 44 (+/- 1.3) <- [46 42 43 45 43 45 43 42 44 42]\n", " 42 (+/- 2.0) <- [42 43 44 40 43 45 41 42 38 41]\n", " 43 (+/- 1.9) <- [43 42 43 42 44 38 43 42 40 45]\n", " 43 (+/- 2.3) <- [44 42 40 43 43 42 37 43 46 43]\n", " 43 (+/- 2.3) <- [47 43 41 42 46 39 43 42 40 41]\n", " 41 (+/- 1.3) <- [41 40 40 41 40 42 41 39 44 39]\n", " 44 (+/- 2.1) <- [47 44 44 43 43 42 39 44 42 45]\n", " 42 (+/- 1.7) <- [42 39 42 39 42 42 42 42 45 39]\n", " 43 (+/- 1.9) <- [40 45 44 43 42 42 46 41 45 40]\n", " 42 (+/- 2.3) <- [44 43 45 38 41 44 40 40 40 43]\n", " 44 (+/- 1.0) <- [42 43 43 44 41 43 45 43 44 44]\n", " 42 (+/- 2.1) <- [42 44 42 42 45 42 40 37 43 41]\n", " 43 (+/- 2.1) <- [42 41 42 42 46 45 40 43 46 39]\n", " 43 (+/- 1.6) <- [42 43 45 42 44 45 42 45 41 41]\n", " 43 (+/- 2.0) <- [46 40 40 41 43 43 43 40 45 43]\n", " 42 (+/- 1.5) <- [40 42 42 40 42 40 41 42 45 44]\n", "Accuracy: 42.6 (+/- 2.04)\n", "Mean time (20 cv): 119.90 seconds\n", "Overall time: 2414.47 seconds\n", "\n", " -------------------- Features, lg = 100 -------------------- \n", "\n", "Attributes:\n", " sr = 22050\n", " labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n", " 'reggae' 'rock']\n", "Datasets:\n", " Xa: (10, 100, 644, 2, 1024) , float32\n", " Xs: (10, 100, 644, 2, 96) , float32\n", "Full dataset:\n", " size: N=1,288,000 x n=96 -> 123,648,000 floats\n", " dim: 123,648 features per clip\n", " shape: (10, 100, 644, 2, 96)\n", "\n", "Reduced dataset:\n", " size: N=149,000 x n=96 -> 14,304,000 floats\n", " dim: 28,608 features per clip\n", " shape: (5, 100, 149, 2, 96)\n", "\n", "Data: (149000, 96), float32\n", "Attributes:\n", " K = 11\n", " dm = euclidean\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Datasets:\n", " L_data : (2899474,), float32\n", " L_indices : (2899474,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2899474,), float32\n", " W_indices : (2899474,), int32\n", " W_indptr : (149001,) , int32\n", " W_shape : (2,) , int64\n", "Size X: 13.6 M --> 54.6 MiB\n", "Size Z: 18.2 M --> 72.8 MiB\n", "Size D: 12.0 k --> 48.0 kiB\n", "Size E: 12.0 k --> 48.0 kiB\n", "Elapsed time: 643 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xe8JEW5//HP2V1gE0tGgsseEMkoCIgooQRJAiYURVGC\n", "gukqXr0SvCgt6NUriAj8TEg0AKJkBAkyCMglL6zAkheWXVgy7JJh5/fHU+309M7MmTkTanrq+369\n", "+jXdPT09z/ScM09XVXcViIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiMgolYDPB3rvYWAhMKbO\n", "8wnwu14FIyL9pd4Pg8gg2hL4J/Ac8DRwLbBpk68t+6kf9WtcItID40IHINIjU4CLgC8CfwKWALYC\n", "Xg0ZlDcOeKON1w91KpAB1e7xFelrKpFLLNbCSq5n+cdXgMuBGf75hOrq6WEWrc5eE7gBeB44D1im\n", "wfuVgB/V2T7d937Aw8AVWDI+DJgFzANOw04+sj4PzAHmAt9q8N7vwWoengWmA9vk4joSuA6YD1wA\n", "LA/8wcd5IzAts/3PfDzPA3cA69d5z2WBU3x8zwDnZp7bH7gPqwU5H1g589xC7OTqXh/vCX79EljN\n", "Sfb9VgBe8vEC7Oo/37P+82yY2XYWcJCPeT4wFvgcdryfonKst/PbDwGHAPf7589i0e8rff2TwHcy\n", "7zXGL98PvADcDLzVP7cO9nf2NDAT+AQiIjIqS2I/0KcCO7FoEj6cxom8BDwKrAdMBP5M43bpRtun\n", "+z4VmACMx5L6ff65ScBfgNNz2//Bb78B8ASVJJRk9r2q/5w7+eUP+OXlMnHdC6yOnSjc6d93WyzZ\n", 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"LLDh6k4UGSUAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Outer loop: 4 iterations\n", "\n", "Z in [-0.120160095394, 0.157769978046]\n", "Sparsity of Z: 13,222,812 non-zero entries out of 19,072,000 entries, i.e. 69.3%.\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFCCAYAAADhbOSmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztvX20b2dVHvocCFAQJEQdBJJoEEWBAhYtitqbA1VKUYH2\n", "3oIdigh2DHttq1ZRQMdtktHRXox6q729aK2QxipoqpQLd1ABbRKsoihfAUIMwaZ8WKKCUFtbAbPv\n", "H2utnHnmeZ4557t+e5991u/MZ4w99lrvet/58X6t+cx37XOARqPRaDQajUaj0Wg0Go1Go9FoNBqN\n", "RqPRaDQajUaj0Wg0Go1Go9FoNBqNRqPRaDTOeTwVwK0A3gfghcdsywguA3ADgPcAeDeA75zLLwLw\n", "RgC3AXgDgAtNmxdj8vNWAE8x5V8K4F3zsx835fcB8Atz+W8C+LzDdmIF7gng7QBeO9/vs78XAvhF\n", "AO8FcAuAL8d++/tiTPP5XQBegcm+ffL35QDunG1bcLb8e+6s4zYA37K7KyUwf38Y03x+J4BXAXig\n", 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labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n", " 'reggae' 'rock']\n", "Datasets:\n", " D : (128, 96) , float32\n", " X : (5, 100, 149, 2, 96) , float32\n", " Z : (5, 100, 149, 2, 128) , float32\n", "Full dataset:\n", " size: N=149,000 x n=128 -> 19,072,000 floats\n", " dim: 38,144 features per clip\n", " shape: (5, 100, 149, 2, 128)\n", "\n", "Reduced dataset:\n", " size: N=149,000 x n=128 -> 19,072,000 floats\n", " dim: 38,144 features per clip\n", " shape: (5, 100, 149, 2, 128)\n", "\n", "Flattened frames:\n", " size: N=149,000 x n=128 -> 19,072,000 floats\n", " dim: 38,144 features per clip\n", " shape: (5, 100, 298, 128)\n", "Truncated and grouped:\n", " size: N=135,000 x n=128 -> 17,280,000 floats\n", " dim: 34,560 features per clip\n", " shape: (5, 100, 6, 45, 128)\n", "Truncated and grouped:\n", " size: N=135,000 x n=128 -> 17,280,000 floats\n", " dim: 34,560 features per clip\n", " shape: (5, 100, 6, 45, 128)\n", "Feature vectors:\n", " size: N=6,000 x n=128 -> 768,000 floats\n", " dim: 1,536 features per clip\n", " shape: (5, 100, 6, 2, 128)\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFCCAYAAAB8Ye0uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXecXUd5/r9HbSWtpNVKWnXJkmVJ7pXYgAEXbGMg9BYg\n", "gAOE3kwJAVIIIYTyCyR0AqG30GPAFGPjXrFxt+UqS5as3rttze+PZ947c849t227K+08n89+9t5z\n", "zz1nzpT3eZ933pkLCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJ\n", "CQkJCQkJEb4OrAVuKxz/FHAXcAvwM6Crxvc/BdwOfKIX9z4OeGYvvjeYOA14UrsLUQfnAZ9rdyEK\n", "mA38uJ+udTqwFfiz//uHfrpuf2MB1WOoL/gqcLh//cFe3Oc8YD2h3l4bffYa4B7/9+ro+PfQeP+3\n", "6Ng/AM9rvtj9ggX0b10mJPQbngqcQHUHPRsY4V9/3P+VYQuQ9fLe59G6sc/6cL/e4MPAe1r8zsgB\n", "KEctvIahRZij+vl6pwMX9PM1BwILGDgjv70X93kN8NmS41OA+4HJ/s9eH4tIGuD3wERgFoNf96NI\n", "hNl2jGh8yrDFFcDmkuMXAfv96+uAuSXnXABMAG4CXgr0AD8Brvd/T/bnnQxc7c+7ClgCjAE+ArwM\n", "ecAvpZqcbgfmowG0DPgWGkjzgPf5e9ziv1fEG4FPRu/PIxDLX/tn+jPwZUL/OBe4EbjZP/8h/jrn\n", 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(+/- 2.0) <- [52 54 52 51 48 53 53 50 55 51]\n", " 51 (+/- 1.9) <- [51 47 53 50 49 53 52 49 49 52]\n", " 52 (+/- 1.4) <- [50 53 53 52 51 52 50 52 54 50]\n", " 52 (+/- 1.7) <- [50 53 50 52 52 53 50 51 48 53]\n", " 53 (+/- 1.8) <- [55 52 53 54 51 50 54 49 53 54]\n", " 51 (+/- 1.7) <- [50 48 50 53 51 53 49 51 54 52]\n", " 51 (+/- 1.5) <- [53 50 48 51 50 50 50 52 51 50]\n", " 51 (+/- 1.9) <- [51 54 52 50 51 48 50 49 54 50]\n", " 53 (+/- 1.8) <- [51 51 51 51 53 54 56 53 50 55]\n", " 52 (+/- 2.1) <- [52 50 52 53 50 54 49 48 49 54]\n", " 51 (+/- 2.0) <- [49 56 50 51 51 50 52 49 53 50]\n", " 51 (+/- 1.6) <- [50 49 52 46 51 52 50 49 52 51]\n", " 51 (+/- 1.6) <- [50 52 54 50 49 49 51 53 52 51]\n", " 51 (+/- 1.9) <- [52 53 49 51 49 52 48 51 50 55]\n", " 51 (+/- 1.2) <- [49 51 52 51 51 52 50 50 53 49]\n", " 52 (+/- 1.7) <- [54 53 51 50 52 50 54 49 50 52]\n", " 52 (+/- 1.6) <- [53 49 49 51 50 53 53 53 51 51]\n", " 52 (+/- 1.5) <- [51 52 50 51 53 51 52 50 55 52]\n", "Accuracy: 51.6 (+/- 1.84)\n", "Mean time (20 cv): 31.16 seconds\n", "Overall time: 629.11 seconds\n", "\n", " -------------------- Baseline -------------------- \n", "\n", "Software versions:\n", " numpy: 1.8.2\n", " sklearn: 0.14.1\n", "Attributes:\n", " sr = 22050\n", " labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n", " 'reggae' 'rock']\n", "Datasets:\n", " D : (128, 96) , float32\n", " X : (5, 100, 149, 2, 96) , float32\n", " Z : (5, 100, 149, 2, 128) , float32\n", "Full dataset:\n", " size: N=149,000 x n=96 -> 14,304,000 floats\n", " dim: 28,608 features per clip\n", " shape: (5, 100, 149, 2, 96)\n", "\n", "Reduced dataset:\n", " size: N=149,000 x n=96 -> 14,304,000 floats\n", " dim: 28,608 features per clip\n", " shape: (5, 100, 149, 2, 96)\n", "\n", "Flattened frames:\n", " size: N=149,000 x n=96 -> 14,304,000 floats\n", " dim: 28,608 features per clip\n", " shape: (5, 100, 298, 96)\n", "Truncated and grouped:\n", " size: N=135,000 x n=96 -> 12,960,000 floats\n", " dim: 25,920 features per clip\n", " shape: (5, 100, 6, 45, 96)\n", "Truncated and grouped:\n", " size: N=135,000 x n=96 -> 12,960,000 floats\n", " dim: 25,920 features per clip\n", " shape: (5, 100, 6, 45, 96)\n", "Feature vectors:\n", " size: N=6,000 x n=96 -> 576,000 floats\n", " dim: 1,152 features per clip\n", " shape: (5, 100, 6, 2, 96)\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFCCAYAAAB8Ye0uAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXeYJFd19n+1Oczuzua8WuUsJBRBEpIsRBZBCDAGE2wD\n", "HxiDMU4Ek40NOBBMMAabYILBCBBJwcpCKEurnHa10gZt1OagTff7472n61Z1VXd1T8/0zO59n2ee\n", "mamurrpVde95z3vOubcgIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIi\n", "IiIiIiIiIiIiwH8Cq4F7c9s/BzwILAIuASaVfP9zwH3AZ9o497OAF7fxvYHEOcBzut2IBngL8KVu\n", "NyKHOcCPO3Ssc4FNwF3+58MdOm6nsZD6MdQX/AdwlP/7g22c5y3AWtL79kfBZ28GHvE/bwq2fw+N\n", "978Ptn0YeEX1ZncEC+nsvYyI6BjOBk6ivoNeAAzzf/+j/ynCRiBp89xvoXVjn/ThfO3gY8D7W/zO\n", 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"5 genres: blues, classical, country, disco, hiphop\n", "Training data: (3600, 96), float64\n", "Testing data: (2400, 96), float64\n", "Training labels: (3600,), uint8\n", "Testing labels: (2400,), uint8\n", "Accuracy: 48.1 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Training data: (300, 1152), float64\n", "Testing data: (200, 1152), float64\n", "Training labels: (300,), uint8\n", "Testing labels: (200,), uint8\n", "Feature vectors accuracy: 44.0 %\n", "Clips accuracy: 55.0 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (6000, 96), float64\n", "Labels: (6000,), uint8\n", "Ratio: 5400.0 training, 600.0 testing\n", " 46 (+/- 2.2) <- [44 45 49 47 42 49 46 48 46 43]\n", " 47 (+/- 1.2) <- [49 49 47 46 46 46 46 47 46 48]\n", " 48 (+/- 1.3) <- [46 50 48 48 46 48 49 46 48 47]\n", " 45 (+/- 1.5) <- [48 42 44 47 45 45 46 44 44 45]\n", " 46 (+/- 1.9) <- [46 46 47 45 43 48 47 49 46 43]\n", " 48 (+/- 2.7) <- [49 50 49 50 48 48 46 49 41 45]\n", " 47 (+/- 1.9) <- [47 46 46 49 47 42 49 46 48 45]\n", " 46 (+/- 2.0) <- [44 46 45 45 42 51 47 46 45 46]\n", " 47 (+/- 1.6) <- [46 48 44 49 45 48 47 49 46 46]\n", " 47 (+/- 1.4) <- [47 47 46 49 47 45 44 46 48 45]\n", " 47 (+/- 1.6) <- [46 48 47 43 47 45 48 46 48 44]\n", " 47 (+/- 1.3) <- [47 49 46 47 45 46 48 46 48 49]\n", " 47 (+/- 2.3) <- [50 50 46 46 44 50 46 49 46 43]\n", " 46 (+/- 2.2) <- [46 46 45 40 46 48 47 46 45 48]\n", " 47 (+/- 1.2) <- [48 47 47 44 47 46 45 45 47 47]\n", " 47 (+/- 1.5) <- [47 47 43 47 48 47 48 45 48 45]\n", " 46 (+/- 1.3) <- [45 47 47 47 48 45 45 47 45 44]\n", " 48 (+/- 1.5) <- [48 46 46 47 49 50 45 47 47 47]\n", " 47 (+/- 1.3) <- [46 47 44 47 47 47 50 47 46 46]\n", " 47 (+/- 1.8) <- [46 48 49 45 46 47 44 47 50 45]\n", "Accuracy: 46.9 (+/- 1.85)\n", "Mean time (20 cv): 27.70 seconds\n", "Overall time: 559.30 seconds\n" ] } ], "source": [ "#%run gtzan.ipynb\n", "#%run audio_preprocessing.ipynb\n", "if not regen_graph:\n", " separator('Graph')\n", " %run audio_graph.ipynb\n", "if not regen_features:\n", " separator('Features')\n", " %run audio_features.ipynb\n", "\n", "# Hyper-parameter under test.\n", "for p[Pname] in Pvalues:\n", "\n", " if regen_graph:\n", " separator('Graph', True)\n", " %run audio_graph.ipynb\n", " if regen_features:\n", " separator('Features', True)\n", " p['filename_features'] = 'features_{}_{}.hdf5'.format(Pname, p[Pname])\n", " %run audio_features.ipynb\n", " separator('Classification', True)\n", " %run audio_classification.ipynb\n", " \n", " # Collect results.\n", " for key in res:\n", " res[key].append(globals()[key])\n", "\n", "# Baseline, i.e. classification with spectrograms.\n", "p['dataset_classification'] = 'X'\n", "p['scale'] = 'minmax' # Todo: should be done in pre-processing.\n", "if regen_baseline:\n", " res['baseline'] = []\n", " res['baseline_std'] = []\n", " for p[Pname] in Pvalues:\n", " separator('Baseline', True)\n", " %run audio_classification.ipynb\n", " res['baseline'].append(accuracy)\n", " res['baseline_std'].append(accuracy_std)\n", "else:\n", " separator('Baseline')\n", " %run audio_classification.ipynb\n", " res['baseline'] = len(Pvalues) * [accuracy]\n", " res['baseline_std'] = accuracy_std" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "lg = [None, 100]\n", "res['accuracy_std'] = [2.040427515116487, 1.8377031255830689]\n", "res['objective_j'] = [0, 159721.6064453125]\n", "res['objective_i'] = [1178744.5, 216870.4375]\n", "res['objective_h'] = [0, 0]\n", "res['objective_g'] = [456288.984375, 2389636.71875]\n", "res['baseline'] = [46.866666666666667, 46.866666666666667]\n", "res['time_features'] = [379.20300483703613, 643.2467639446259]\n", "res['baseline_std'] = 1.85202591775\n", "res['sparsity'] = [49.72465394295302, 69.33101929530201]\n", "res['iterations_inner'] = [292, 238]\n", "res['iterations_outer'] = [9, 4]\n", "res['accuracy'] = [42.606666666666655, 51.575000000000024]\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFRCAYAAABkLpSTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmcJGV9+PFPswenAsu13IsgIh54xCseVBARNAokEm9Y\n", "NCpe6E+NQBJlfmrUH14kGA88AA/UGEBUvEAZYkCNciworgiyLigsu7DcQa7+/fF92q7p6e6pnp7p\n", "6q7+vF+vfk1VdVf1t3tm6lvPUc8DkiRJkiRJkiRJkiRJkiRJkiRJkiRJGkIPAg8b4PstS++5QVr/\n", "DvDKAb5/qwy4rsT3H5TlwI/LDkKjZ2HZAUgaas8rOwBJnW0w80uksVdLD0kaKiZxjYpjgauB24Ff\n", "AYe0PP8a4Mrc849P23cGzgRuAtYBJ6XtE8AXc/svY2o18iTwPuBC4C6iSvvI3HtcA7y2JYaDgcuA\n", "21KszwUOA37R8rq3Ad+Y8RM3PT+931rgBJoXFLsDP0qfay3wJWDz3H7HANeneFcC+6XtNZrf5zrg\n", "a8CWHd57Enh1Wl4O/DfwIeAW4HfAgbnXbg58Dvhjet/3UvwcswQ4BfhDOvZZLc+/DViTjr08t/35\n", "wKXEd74aOD733DLid3o48HviO/rH3PMbpPXG39UvgJ3Sc3sB5wI3E9/dYR3ifjHw85Zt/wc4Oy0/\n", "j/h7vJ34Tt7e4TitDgB+A9wK/DtwAc3fgySNnBcBS9Py3wF3Atul9cOIE+QT0/ruwC7AAmAF8BFg\n", 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"/usr/lib/python2.7/dist-packages/numpy/ma/core.py:3847: UserWarning: Warning: converting a masked element to nan.\n", " warnings.warn(\"Warning: converting a masked element to nan.\")\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAg8AAAFeCAYAAAACH/xtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XeYVNX5wPHv0BTpAipFWbsSO3ZFL6ixxF7AFltixK4x\n", "tqgBY4kaW9REY4NYQCV2jQV11xqxgaDGgoJSLCBVTWLE9/fHe+Y3d2ZnZmfZnTn3zLyf55lnZ+7c\n", "uffds3DPO+ecew4YY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjPBsDXFTk/SVA\n", "XRnOW67jltsYqq+86oAfgTZlOPYYqq+8VnPHT7XCsWYAOxV4bzDwfiuco1LHTTsMeKqMxwdoAH5R\n", "5nNUpXL8Jze1SdyjkC7oBa4lGmj8H701juuDlVfzVGN5feaOX+z3KlWx8nkRWK8VzvEjsEYZjlvI\n", "3cCuZTw+NP3vyhRgyYNpTa3xDaqYavtPbuXVPFZe/pX7b2ACYcmDaY710W9nC4B3gL1y3u8FPA0s\n", "dvutFnsv/q1lOeBK4FPgC+BGYPnYvvsAk4FFwDT028claDPpDWhT73U5x90K+Jzsi9t+wNvueRvg\n", "HHe8ecC9QI8SfucjXJzzgPMp3jycqxbLC+BwF+tc4LclfgZqr7zqaF43z97Au2j51NP4W/+W7v35\n", 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backend, so cannot show the figure\n", " \"matplotlib is currently using a non-GUI backend, \"\n" ] } ], "source": [ "print('{} = {}'.format(Pname, Pvalues))\n", "for key, value in res.items():\n", " if key is not 'atoms_D':\n", " print('res[\\'{}\\'] = {}'.format(key, value))\n", "\n", "def plot(*args, **kwargs):\n", " plt.figure(figsize=(8,5))\n", " x = range(len(Pvalues))\n", " log = 'log' in kwargs and kwargs['log'] is True\n", " pltfunc = plt.semilogy if log else plt.plot\n", " params = {}\n", " params['linestyle'] = '-'\n", " params['marker'] = '.'\n", " params['markersize'] = 10\n", " for i, var in enumerate(args):\n", " if 'err' in kwargs:\n", " pltfunc = plt.errorbar\n", " params['yerr'] = res[kwargs['err'][i]]\n", " params['capsize'] = 5\n", " pltfunc(x, res[var], label=var, **params)\n", " for i,j in zip(x, res[var]):\n", " plt.annotate('{:.2f}'.format(j), xy=(i,j), xytext=(5,5), textcoords='offset points')\n", " margin = 0.25\n", " params['markersize'] = 10\n", " plt.xlim(-margin, len(Pvalues)-1+margin)\n", " if 'ylim' in kwargs:\n", " plt.ylim(kwargs['ylim'])\n", " plt.title('{} vs {}'.format(', '.join(args), Pname))\n", " plt.xlabel(Pname)\n", " plt.ylabel(' ,'.join(args))\n", " plt.xticks(x, Pvalues)\n", " plt.grid(True); plt.legend(loc='best'); plt.show()\n", "\n", "def div(l):\n", " div = Pvalues if Pname is l else [p[l]]\n", " return np.array([1 if v is None else v for v in div])\n", "\n", "# Classification results.\n", "res['chance'] = len(Pvalues) * [100./p['Ngenres']]\n", "res['chance_std'] = 0\n", "err=['accuracy_std', 'baseline_std', 'chance_std']\n", "plot('accuracy', 'baseline', 'chance', err=err, ylim=[0,100])\n", "\n", "# Features extraction results.\n", "if regen_features:\n", " plot('objective_g', 'objective_h', 'objective_i', 'objective_j', log=True)\n", " # Unweighted objectives.\n", " print('g(Z) = ||X-DZ||_2^2, h(Z) = ||Z-EX||_2^2, i(Z) = ||Z||_1, j(Z) = tr(Z^TLZ)')\n", " res['objective_g_un'] = res['objective_g'] / div('ld')\n", " res['objective_h_un'] = res['objective_h'] / div('le')\n", " res['objective_i_un'] = res['objective_i'] / div('ls')\n", " res['objective_j_un'] = res['objective_j'] / div('lg')\n", " plot('objective_g_un', 'objective_h_un', 'objective_i_un', 'objective_j_un', log=True)\n", " plot('sparsity', ylim=[0,100])\n", " plot('time_features')\n", " plot('iterations_inner')\n", " plot('iterations_outer')\n", "\n", " for i, fig in enumerate(res['atoms_D']):\n", " print('Dictionary atoms for {} = {}'.format(Pname, Pvalues[i]))\n", " fig.show()\n", "\n", "print('Experiment time: {:.0f} seconds'.format(time.time() - texperiment))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.3" } }, "nbformat": 4, 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