{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Genre recognition: experiment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Goal: Understand the influence of the graph in a noisy data setting.\n", "\n", "Conclusion: We want to increase $\\lambda_g$ but do not want the fidelity objective to be higher than the sparsity objective.\n", "\n", "Observations:\n", "* Good if $\\lambda_g \\geq \\lambda_d \\geq 10\\lambda_s$.\n", "* `objective_g_un` and `objective_i_un` have the same value when it works best. Coincidence ?\n", "* The objectives are closest when it works best. It was the same with experiments `12l_ld`, `12k_ls`. Probably not a coincidence.\n", "* Accuracy dramatically decreases once `objective_g_un` (data fidelity) is higher than `objective_i_un` (sparsity). It happend with experiments `12l_ld`, `12k_ls` and `12j_lg` too." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hyper-parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameter under test" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "Pname = 'lg'\n", "Pvalues = [None, 0.1, 1, 10, 100, 1e3]\n", "\n", "# Regenerate the graph or the features at each iteration.\n", "regen_graph = False\n", "regen_features = True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model parameters" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "p = {}\n", "\n", "# Preprocessing.\n", "\n", "# Graph.\n", "p['K'] = 10 + 1 # 5 to 10 + 1 for self-reference\n", "p['dm'] = 'cosine'\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" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data parameters" ] }, { "cell_type": "code", "execution_count": 5, "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'] = 0.1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Numerical parameters" ] }, { "cell_type": "code", "execution_count": 6, "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['Nfolds'] = 10\n", "p['Ncv'] = 40\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']\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: 623.82 seconds\n", "All self-referenced in the first column: True\n", "dist in [0.0, 0.681089401245]\n", "w in [0.283994346857, 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 : (2789250,), float32\n", " L_indices : (2789250,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2789250,), float32\n", " W_indices : (2789250,), int32\n", " W_indptr : (149001,) , int32\n", " W_shape : (2,) , int64\n", "Attributes:\n", " K = 11\n", " dm = cosine\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Overall time: 633.45 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 = cosine\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Datasets:\n", " L_data : (2789250,), float32\n", " L_indices : (2789250,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2789250,), float32\n", " W_indices : (2789250,), 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: 391 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfYAAAFRCAYAAACG8o/qAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xe8HFX9//HXppBKQiB0Qi6KaBAwFBGVcgRB+NEsCIIg\n", "oAIqKl/1iyiCjCiKgIXyFQGpglTpNhC4NJHeIfRASEJCIIQESAhkfn98zrJzN7v3zt27u2fP7vv5\n", "eMxjZ2anfHbu3j1zypwDIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhKJbuBrgc7dBSwBBlV5\n", "PwH+3KxgRKS1VfuhEGlHmwP/AV4DXgFuAzbJuW/qp1bUqnGJSABDQgcg0iRjgGuBg4BLgGHAFsCi\n", "kEF5Q4B3BrB/oV6BtKmBXl+RqCjHLp1iHSxne7F/XQhcDzzs30/oWZzdxdLF32sDdwLzgCuBcb2c\n", "rxv4VZXti8f+KvA88G8scT4CmArMAs7FbkayvgZMB2YAP+jl3JthJRNzgQeArcri+jlwOzAfuBoY\n", 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"output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Inner loop: 304 iterations\n", "g(Z) = ||X-DZ||_2^2 = 3.556715e+05\n", "rdiff: 0.000847538508528\n", "i(Z) = ||Z||_1 = 3.337448e+05\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfcAAAFRCAYAAABpMOTUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm4HFWd//H3TQhJSIAkiKyBi2IcVJBdQJbDDuOKogyI\n", "sjjAT3FwlFHcKWGcQXH0J6AMyCIuCIiooLggEkVcQPZdkLALsiSssqbmj+9pu7pvdd/qe6v71On6\n", "vJ6nn+6qrq7+dAXut845tYCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIDKEE+FaX928Atu3D\n", "9/ZrvSIyRKaEDiBSUfsD1wNPAX8FvgasmHk/HefzrwF+M8kM3wCO7sN6RWTIqbiLjHU4cIx/XgHY\n", "AlgbuAiY5pcZCRNNMpYJHUBEROKwAvAEsGfb/FnA34AD/PSRwPeAs4DHgSuBDTLL3wns6F+PAB8D\n", "bgceBs4G5maW3Rr4HbAYuBvYDzgIeA541uf5UWa9OwCrA0+3rWcj4CFgqp8+ELgJeBT4GbBWZtkv\n", "Aw8CjwHXAa/O3RowDzgduM+v5weZ9w4CbgMe8flWy7y3FDgE+LP/XSf4+dOBJW3ft7L/LS/x028E\n", "rvGfuwxYP7PsncBHfea/+9/6HuAubNt+iuLbftTnbHz+IeATme+a4qdvx/6N/wSs6d/7J2xn7xHg\n", 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"metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Outer loop: 13 iterations\n", "\n", "Z in [-0.925734937191, 0.85433703661]\n", "Sparsity of Z: 5,470,082 non-zero entries out of 19,072,000 entries, i.e. 28.7%.\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFCCAYAAADhbOSmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztvX3UZ1lVHvgUNBAQpGl18dWNhSgKLEDR4EfMUDBKCCow\n", "mQmYhYhg1nLGJGoUBXRNqnplZYKtTjSTQccITBsFJUoYmEUEdKrA+AHKRzfQtE1jOgKGVkGIiYmA\n", "/Zs/7r1du3Y9z9773N/71vv+frWftd713nvuOfvr7HPu3vvctwpoNBqNRqPRaDQajUaj0Wg0Go1G\n", "o9FoNBqNRqPRaDQajUaj0Wg0Go1Go9FoNBqNRuPY4ykAbgbwAQAvPGJZRnANgLMA3gfgvQC+a26/\n", "CsCbAdwC4E0ArjRjXoxJz5sBPNm0fzmA98zPfsK03wPAL87tvw3g8w9aiRW4K4B3AXj9fL/P+l4J\n", "4JcAvB/ATQC+Evut74sx+fN7ALwSk3z7pO/LAdw+y7bgUun33JnHLQC+dXtVSmD6/ggmf74BwGsA\n", "3Nc820d9F3wfgDswzfeCXdf3WOCuAG4FcBLA3QC8G8AjjlKgATwAwJfO1/cG8HuYZL8OwA/M7S8E\n", 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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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"output_type": "stream", "text": [ "5 genres: blues, classical, country, disco, hiphop\n", "Training data: (3600, 128), float64\n", "Testing data: (2400, 128), float64\n", "Training labels: (3600,), uint8\n", "Testing labels: (2400,), uint8\n", "Accuracy: 54.8 %\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: 48.4 %\n", "Clips accuracy: 57.0 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (500, 1536), float64\n", "Labels: (500,), uint8\n", " 56 (+/- 7.0) <- [54 68 54 54 54 68 50 46 50 60]\n", " 56 (+/- 4.8) <- [60 57 57 48 57 57 60 60 56 46]\n", " 57 (+/- 5.2) <- [52 60 57 57 48 54 54 60 68 60]\n", " 59 (+/- 4.4) <- [50 62 60 62 62 57 64 54 62 54]\n", " 57 (+/- 8.8) <- [40 60 52 64 44 62 66 57 68 54]\n", " 57 (+/- 5.4) <- [57 56 57 57 62 52 60 54 44 64]\n", " 56 (+/- 6.5) <- [50 57 40 60 57 57 60 50 62 60]\n", " 57 (+/- 5.0) <- [62 56 60 54 66 48 54 52 56 60]\n", " 57 (+/- 6.8) <- [62 54 56 52 70 66 46 52 56 57]\n", " 56 (+/- 8.0) <- [66 54 68 46 66 52 56 44 50 57]\n", " 55 (+/- 5.9) <- [57 50 54 54 50 56 70 57 56 48]\n", " 57 (+/- 9.4) <- [57 52 57 74 57 57 50 57 66 36]\n", " 59 (+/- 9.1) <- [76 52 54 66 64 44 57 57 50 68]\n", " 56 (+/- 7.5) <- [52 52 64 57 72 48 54 60 48 48]\n", " 56 (+/- 7.8) <- [62 54 68 42 48 68 57 54 52 54]\n", " 58 (+/- 7.3) <- [60 70 52 52 48 64 66 56 48 60]\n", " 58 (+/- 5.9) <- [56 56 56 57 46 64 70 60 56 60]\n", " 60 (+/- 4.7) <- [66 66 54 54 60 57 66 54 60 57]\n", " 58 (+/- 8.3) <- [46 70 60 52 64 62 62 56 64 42]\n", " 55 (+/- 5.1) <- [56 54 50 64 57 60 52 57 48 48]\n", " 57 (+/- 5.2) <- [56 54 60 62 56 56 48 64 64 50]\n", " 57 (+/- 4.8) <- [56 56 64 50 48 60 62 60 57 60]\n", " 58 (+/- 3.5) <- [62 57 60 60 60 62 57 50 54 57]\n", " 58 (+/- 6.1) <- [54 70 56 60 62 54 62 56 46 60]\n", " 58 (+/- 6.7) <- [62 54 52 54 60 56 57 48 66 72]\n", " 57 (+/- 7.0) <- [66 57 46 60 56 60 66 56 44 62]\n", " 56 (+/- 6.9) <- [52 52 54 66 44 56 48 62 66 56]\n", " 58 (+/- 7.3) <- [60 64 66 64 40 62 52 56 54 57]\n", " 58 (+/- 5.7) <- [56 52 50 62 52 57 56 68 56 66]\n", " 55 (+/- 4.3) <- [57 52 54 57 56 52 48 60 50 62]\n", " 57 (+/- 4.2) <- [57 48 62 54 52 57 60 62 56 56]\n", " 56 (+/- 7.8) <- [44 57 64 68 52 52 48 54 52 68]\n", " 57 (+/- 2.7) <- [56 56 57 57 62 57 56 54 60 52]\n", " 56 (+/- 6.8) <- [72 60 64 52 50 50 50 54 56 54]\n", " 58 (+/- 7.7) <- [64 64 54 44 70 52 62 62 60 48]\n", " 57 (+/- 5.9) <- [57 56 44 54 57 56 62 54 66 64]\n", " 55 (+/- 9.1) <- [48 60 42 66 56 50 62 50 46 72]\n", " 56 (+/- 6.8) <- [56 66 50 60 56 44 66 56 48 54]\n", " 57 (+/- 5.7) <- [62 48 60 68 60 56 52 57 52 52]\n", " 58 (+/- 8.0) <- [57 56 50 70 56 60 66 64 60 40]\n", "Accuracy: 56.9 (+/- 6.68)\n", "Mean time (40 cv): 44.13 seconds\n", "Overall time: 1772.34 seconds\n", "\n", " -------------------- Features, lg = 0.1 -------------------- \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 = cosine\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Datasets:\n", " L_data : (2789250,), float32\n", " L_indices : (2789250,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2789250,), float32\n", " W_indices : (2789250,), 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: 1715 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfQAAAFRCAYAAACCB1/XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XecXFXdx/HPbAoJKZBQQhJCNgKhSw1NAgeQ3gVBmhRF\n", "H0WqdEEvII8oTYUHBZQiUlQEKdLL0jsJPUCAJKQQCISQACkk9/njdydzd3Z2djYzZ87M7Pf9eu1r\n", "p9zyvbPJnHvOufccEBEREREREREREREREREREREREREREREREREREZEqawF+EGjfzcAioKmd9yPg\n", "+mqFEZHa1N4XhEgj2gp4CvgM+AR4AtikxHXj5KcW1WouEami7qEDiFRJf+Au4MfAP4GlgNHAvJCh\n", "Et2Br8tYP1OpIA2q3M9XpC6ohi5dxUisJvuP5Pdc4AHg1eT9iNbN1s20beZeDXgWmAX8BxhQZH8t\n", "wG/aWT677SOBicCDWKF8JjABmA5ch52EpP0AmAJMBX5eZN+bYy0RM4GxwDZ5uc4FngRmA3cAywM3\n", "JDmfA4anlr8kyTMLeAVYp519DgSuSfJ9CtyWeu8o4B2sVeR2YHDqvUXYSdbbSd7LkteXwlpS0vtb\n", "AfgyyQuwe3J8M5PjWS+17ATglCTzbKAb8H3s855B7rPePlk+A5wGjE/e/wdt/17Z9T8Gzkjtqyl5\n", "Ph74HHgBWDl5b03s39knwDjgu4iISFn6YV/U1wI707Yw/hXFC/QWYDKwNrA0cAvF+62LLZ/d9rVA\n", 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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+/AAAIABJREFUeJzsnXe8XVWZ/r87/ZaUmxDSQwiBEKpUQUEQRcGuWMaCiGX8\n", 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}, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "5 genres: blues, classical, country, disco, hiphop\n", "Training data: (3600, 128), float64\n", "Testing data: (2400, 128), float64\n", "Training labels: (3600,), uint8\n", "Testing labels: (2400,), uint8\n", "Accuracy: 54.9 %\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: 48.8 %\n", "Clips accuracy: 57.5 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (500, 1536), float64\n", "Labels: (500,), uint8\n", " 61 (+/- 3.5) <- [57 66 57 57 64 62 56 60 57 66]\n", " 59 (+/- 5.4) <- [62 66 54 48 60 66 62 56 57 54]\n", " 58 (+/- 8.8) <- [56 62 70 54 44 52 56 52 76 56]\n", " 58 (+/- 5.4) <- [50 60 62 64 60 60 62 46 60 60]\n", " 59 (+/- 6.8) <- [52 68 56 57 50 57 66 57 72 54]\n", " 59 (+/- 5.8) <- [60 62 62 50 66 56 56 60 52 70]\n", " 57 (+/- 7.1) <- [44 60 50 68 64 57 52 56 56 66]\n", " 58 (+/- 8.0) <- [68 60 56 57 74 48 54 46 62 57]\n", " 58 (+/- 5.0) <- [62 56 57 56 70 56 54 50 57 57]\n", " 57 (+/- 5.3) <- [62 56 62 54 60 56 62 60 44 54]\n", " 58 (+/- 7.3) <- [66 50 50 64 52 56 70 62 48 57]\n", " 57 (+/- 9.5) <- [56 52 54 68 60 62 50 54 76 40]\n", " 59 (+/- 7.1) <- [72 62 54 66 60 48 57 60 48 60]\n", " 59 (+/- 9.4) <- [66 57 64 72 68 50 60 64 42 46]\n", " 58 (+/- 8.9) <- [66 56 66 42 54 72 64 57 46 56]\n", " 60 (+/- 6.4) <- [50 72 57 54 62 66 62 64 54 54]\n", " 57 (+/- 4.9) <- [56 54 54 57 50 66 64 60 52 60]\n", " 58 (+/- 6.2) <- [64 62 56 52 66 57 62 52 64 46]\n", " 58 (+/-11.1) <- [46 68 60 56 68 48 72 44 72 44]\n", " 58 (+/- 5.2) <- [57 52 56 70 60 62 54 52 57 62]\n", " 60 (+/- 6.0) <- [57 52 68 57 60 57 57 72 62 52]\n", " 58 (+/- 4.3) <- [56 57 60 52 56 62 68 56 54 56]\n", " 57 (+/- 4.3) <- [54 57 54 62 64 60 60 56 52 50]\n", " 60 (+/- 6.9) <- [52 68 60 66 64 54 72 57 50 56]\n", " 58 (+/- 7.5) <- [68 57 54 52 56 56 57 44 60 72]\n", " 59 (+/- 7.7) <- [57 60 54 60 66 64 70 60 40 62]\n", " 59 (+/- 4.7) <- [60 52 60 57 56 68 62 62 62 52]\n", " 59 (+/- 6.6) <- [62 62 72 66 56 48 52 56 56 60]\n", " 57 (+/- 6.6) <- [56 54 40 64 57 57 57 64 62 60]\n", " 59 (+/- 6.1) <- [64 52 62 54 56 54 52 66 62 70]\n", " 58 (+/- 4.7) <- [56 48 60 52 64 60 60 62 56 62]\n", " 59 (+/- 8.7) <- [57 62 72 72 50 62 44 56 50 60]\n", " 58 (+/- 5.2) <- [64 62 64 54 62 56 60 48 52 60]\n", " 59 (+/- 6.8) <- [76 60 64 57 54 56 50 54 62 60]\n", " 59 (+/- 6.5) <- [66 62 56 50 68 56 60 62 62 46]\n", " 56 (+/- 8.0) <- [57 64 40 46 57 64 62 54 66 52]\n", " 57 (+/- 7.6) <- [60 56 48 57 60 54 68 50 48 72]\n", " 58 (+/- 7.5) <- [54 72 62 66 60 50 66 52 50 52]\n", " 58 (+/- 4.9) <- [56 54 54 70 62 54 60 60 60 54]\n", " 59 (+/- 9.0) <- [68 50 52 76 56 57 60 72 50 52]\n", "Accuracy: 58.4 (+/- 6.93)\n", "Mean time (40 cv): 45.42 seconds\n", "Overall time: 1824.35 seconds\n", "\n", " -------------------- Features, lg = 1 -------------------- \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 = cosine\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Datasets:\n", " L_data : (2789250,), float32\n", " L_indices : (2789250,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2789250,), float32\n", " W_indices : (2789250,), 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: 762 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XfcW2X9//FXuuikZZRRKL0RZMiQPQtcgKwvW1FBQRBl\n", "uEB/DhAZx4EsFQUUZSOIoCxlyBB6s3cpU5ZsCmUVaIFCpef3x+cKOUmT+07ujOtK8n4+HqdJTpJz\n", "Pjl3ms+5xrkuEBEREREREREREREREREREREREREREREREREREZEB6gW+FmjfPcA8YFCF5xPgvFYF\n", "IyJxqfTDINKJJgO3A28BbwC3AutU+d7ULzGKNS4RaYEhoQMQaZEFgSuBA4C/AQsAmwAfhAzKGwL8\n", "r4735xoVSIeq9/iKRE0lcukWK2Al14v87RzgeuAh/3xCcfV0D/NXZy8P3AW8DVwOLNTH/nqBYyq8\n", "Pr/tfYHngH9jyfhw4FlgBnAudvKR9TXgJWA68P0+9r0BVvMwE5gGbFYS18+B24BZwD+BRYG/+Djv\n", "BiZlXn+ij+dt4EFglQr7XBg428f3JnBZ5rn9gCexWpB/AEtmnpuHnVw94eM9xa9fAKs5ye5vPPCe\n", "jxdgB//5ZvrPs1rmtc8CP/IxzwIGA1/BjvfrFI71lv71OeBQ4Cn//EXM//fKv/814LDMvgb5x08B\n", 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0.751893222332]\n", "Sparsity of Z: 5,668,607 non-zero entries out of 19,072,000 entries, i.e. 29.7%.\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFCCAYAAADhbOSmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztvX3UZ1lVHvgUNBAQpGl18dWthSgKLEDR4EfMUDBKCCow\n", "mQTMQkQwazljEjWKAromVb2yMsFWJ5rJoGMEpo2CEiUEsoiApgqMH6B8dANN2zSmI2BoFYSYmAjY\n", "v/nj3tu1a9fz7L3P/b1vve/vV/tZ613vvedjf5yzzzl773PfKqDRaDQajUaj0Wg0Go1Go9FoNBqN\n", "RqPRaDQajUaj0Wg0Go1Go9FoNBqNRqPRaDQajWOPJwO4GcD7AbzgiGUZwTUAzgJ4L4D3APjOufwq\n", "AG8CcAuANwK40vR5ESY9bwbwJFP+ZQDePdf9uCm/B4BfmMt/C8DnHbQSK3BXAO8E8Lr5fZ/1vRLA\n", "LwJ4H4CbAHwF9lvfF2Gy53cDeAUm+fZJ35cBuH2WbcGl0u85M49bAHzL9qqUwPT9YUz2fAOAVwO4\n", "r6nbR30XfC+AOzDN94Jd1/dY4K4AbgVwEsDdALwLwMOPUqABPADAl8zP9wbwu5hkvw7A98/lLwDw\n", "4vn5EZj0uxsmfW8FcGKuexuAx83Pr8fk2ADAdwB4yfz8TAA/f8A6rMH3APg5AK+d3/dZ3+sBPG9+\n", "vgLThrev+p4E8HuYNipg2qyeg/3S968C+FJcuMlfCv2uAvABTA7Cleb5sMH0/ToAd5mfX4z91xeY\n", 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"Constraints on D: True\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAeUAAAFRCAYAAABKa7UBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X24dHVd7/H3LTeogHCLqIhgm0wsTyk+RObD8edj6jHt\n", "wdJQj2iZnR7UOppZlnd2MqO8tDrHilKRUiOfUBOLvOQW8wlIbgQME+X2AUxQuNWk0GDOH7817rWH\n", "mdmzZ6+Z73fv9X5d1772rJk16/dZv1kz31nrt2YGJEmSJEmSJEmSJEmSJEmSJEmSJEnSFvWnwIvn\n", "vO/XgZXuokiStH3tA64HvgZcB3wQeDawY45l7QF+uqtgiexhe66XtCXcIjqAtEQD4HHAYcBdgJcD\n", "LwReM+eyMtjZ8fKyrNdGdd0PkqQFuwJ42Mh13w/cCNyjmT4N+J3W7U8A9gJfBS4Hfgj4XeC/gP+g\n", "HrL+42bem4DvbC4fDpwOXE3dQ/8NVvfITwb+CfgD4FrgM8CjW20+A/gEdY/+08DPtm4rwBeAXwW+\n", "2LRxMfXNxtCBwJeBe43pg13A3zW5rgXeBdy5uW3Sej0AOB/YD5wH/GBreXuo/fXB5j7vBI4E3kDt\n", "s/OA7xiTA+qh/puA/wl8FrgG+PXW7bcEXgVc2fy9EjhoSj+8BHgz8FfUvvs4cDfgRcCXmjYe2Vr+\n", "ydT+/Rr1MThpQk6pN15LfbJc3MGyHgpc2Pr7D+DxM973tsDbgYuAjwL/bcJ8DwP+mZr3NOCAGe7/\n", "3Gb+S5rLQ/cCPkx94XgncJvm+oOA1zXX7wUe0rrPQcCpwCeBfwF+bMb1m6bLxyC7cUUZ6ov1s5vL\n", 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'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+/AAAIABJREFUeJzsnXecHEeZ/r+tvEG7qyxZki3nnIk2xjaYaNIdJiebfEc+\n", "DjjOwJGP444LcITjSAc/MD6CiWfA2DiAMTjnLNuSLcvWKifLslS/P556p6p7umdmd2d3VlI9n89+\n", "dqanQ3V11fvU875vVUNCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJC\n", "QkJCQkJCQkKEbwAPATcWtv8zcCtwPfBjoL/i+H8GbgL+aRjXPhp4zjCOG0ucDDy504VogDOBL3S6\n", "EAXsBfygTec6BVgPXOv/PtSm87YbS6jvQyPBfwOH+M9/P4zrnAmsItTb66PfXgfc4f9eG23/Lurv\n", "n4q2fQh4YevFbguW0N66TEhoG04CjqW+gT4DmOA/f8b/lWEdkA3z2mcydGOfjeB6w8FHgfcO8ZiJ\n", "o1COKryO8UWYk9p8vlOAn7X5nKOBJYyekd84jOu8Dvh8yfaZwN3AgP+zz0chkgb4DTAdWMDY1/0k\n", "EmF2HBOa77LH4jJgbcn2C4Cd/vOfgEUl+/wM6AWuAV4KzAF+CPzZ/53g93sCcLnf7w/AQcAU4OPA\n", "y9AI+KXUk9NNwN6oA90O/A/qSIuB9/lrXO+PK+ItwGej72cSiOXV/p6uBb5CaB/PBq4GrvP3v48/\n", "z3v8vif6slzkr/tbXxaAb/lzXeGvezJhdH+Nr6ciqsrxJeBKf//xvT0e1d91/jp2zr2A85FiqFL6\n", 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genres: blues, classical, country, disco, hiphop\n", "Data: (500, 1536), float64\n", "Labels: (500,), uint8\n", " 57 (+/- 7.1) <- [57 66 54 52 54 68 50 46 56 66]\n", " 58 (+/- 6.9) <- [60 56 60 48 62 66 66 62 50 46]\n", " 57 (+/- 6.6) <- [52 64 57 60 48 52 52 57 72 57]\n", " 59 (+/- 4.4) <- [54 60 56 62 66 56 64 52 62 56]\n", " 57 (+/- 7.5) <- [48 60 54 66 44 56 66 56 68 54]\n", " 57 (+/- 6.4) <- [60 56 57 54 68 50 60 54 46 66]\n", " 56 (+/- 6.0) <- [54 62 42 60 52 56 62 54 60 62]\n", " 57 (+/- 6.5) <- [57 54 62 52 72 48 56 52 57 62]\n", " 58 (+/- 5.4) <- [62 57 54 54 68 66 52 52 56 60]\n", " 58 (+/- 8.3) <- [70 56 68 46 70 54 56 52 48 57]\n", " 55 (+/- 5.1) <- [56 48 54 57 50 57 64 57 54 46]\n", " 57 (+/- 8.1) <- [62 50 60 68 62 57 48 57 64 40]\n", " 59 (+/-10.8) <- [76 57 54 64 68 36 57 56 48 68]\n", " 58 (+/- 6.2) <- [60 52 68 62 62 52 60 62 50 48]\n", " 54 (+/- 8.4) <- [60 50 66 40 48 68 60 52 48 52]\n", " 59 (+/- 5.7) <- [62 68 57 56 50 64 64 56 50 60]\n", " 57 (+/- 4.0) <- [56 56 54 60 50 60 64 54 57 62]\n", " 59 (+/- 4.7) <- [68 64 56 56 62 56 62 52 62 56]\n", " 59 (+/- 8.9) <- [46 68 64 52 66 64 66 54 64 42]\n", " 57 (+/- 3.7) <- [56 60 57 62 62 54 54 57 54 50]\n", " 58 (+/- 5.0) <- [60 54 60 62 56 60 50 66 64 52]\n", " 58 (+/- 3.7) <- [56 56 57 52 52 57 62 64 60 60]\n", " 59 (+/- 4.7) <- [62 56 56 66 64 62 57 50 56 64]\n", " 58 (+/- 7.0) <- [50 70 54 54 62 54 66 54 48 64]\n", " 59 (+/- 7.6) <- [62 52 50 56 60 56 56 50 72 72]\n", " 59 (+/- 7.8) <- [64 60 48 57 54 62 74 62 46 64]\n", " 58 (+/- 5.0) <- [56 57 57 57 48 60 52 66 64 56]\n", " 59 (+/- 6.3) <- [64 64 64 66 44 62 57 56 54 56]\n", " 58 (+/- 5.7) <- [56 54 50 64 54 57 56 68 54 66]\n", " 58 (+/- 5.5) <- [64 52 56 57 54 54 54 68 54 66]\n", " 57 (+/- 5.4) <- [60 52 66 56 46 56 60 64 56 57]\n", " 57 (+/- 8.4) <- [40 56 64 70 52 54 50 56 56 68]\n", " 59 (+/- 3.9) <- [56 57 57 64 62 62 56 50 62 57]\n", " 58 (+/- 6.4) <- [72 60 66 60 56 52 50 52 56 57]\n", " 59 (+/- 6.8) <- [66 64 56 48 66 56 64 57 62 46]\n", " 58 (+/- 6.5) <- [57 57 44 54 50 60 64 60 68 60]\n", " 56 (+/- 8.6) <- [48 57 48 66 62 48 62 52 46 72]\n", " 56 (+/- 6.5) <- [50 68 54 57 57 46 64 54 48 56]\n", " 57 (+/- 5.9) <- [60 48 60 64 64 54 56 54 60 46]\n", " 58 (+/- 8.6) <- [62 50 50 72 56 54 66 68 54 44]\n", "Accuracy: 57.6 (+/- 6.69)\n", "Mean time (40 cv): 39.78 seconds\n", "Overall time: 1598.14 seconds\n", "\n", " -------------------- Features, lg = 10 -------------------- \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 = cosine\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Datasets:\n", " L_data : (2789250,), float32\n", " L_indices : (2789250,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2789250,), float32\n", " W_indices : (2789250,), 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: 1061 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xe8I1X9//FXtrHLLr0oLAsXUaqoFEWUchSlKMWCBUQF\n", "FOtX/X71pyCKjCJfC4iKFZUuioKKgn6VIhdBkN6kL3VhcWlL77v5/fE5IXNnk9zk5uR+Jrnv5+Mx\n", "jySTZPKem92cOWXOgIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiM0TDwIafPHgIWA5OaPJ8B\n", 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"display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Inner loop: 430 iterations\n", "g(Z) = ||X-DZ||_2^2 = 4.885840e+05\n", "rdiff: 0.00101656964549\n", "i(Z) = ||Z||_1 = 2.251200e+05\n", "j(Z) = tr(Z^TLZ) = 3.864909e+04\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm8HFWZ//HPDYQAIZAE2RO4LIKgCMgiIsvBsKvjAgOC\n", "KIgCM6M/dWQUXGlgHBd0HAFxWGQRkU0BAYOCSAA3QHZlEyHssiYkEdmS+v3xnJ6u7tv79pzu+32/\n", "Xp3bVV1d9e26N/3UqVMLiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiEiXFIBz6rz+J2DHHiy3\n", "V/MVkQE1wTuASKIOBu4C/g48CZwMrJR7PWvw/jcB13eY4SzguB7MV0SGiAq5yFhHAF+PP1cEtgXW\n", "Aa4GJsZpRnyiSc7S3gFERCQ9KwILgX0qxk8GngY+EoePBi4CzgcWALcAb85NPxeYFZ+PAEcBDwDP\n", "AhcA03LTbg/8DpgHPAIcBBwKvAK8HPP8LDffdwBrAi9WzGcL4BlgqTh8CHA38DzwC2Dt3LTfAZ4C\n", "XgDuBN5YdW3AdOBM4PE4n0tyrx0K/AV4LuZbI/faEuBw4P74uU6K4ycB8yuWt0r8LK+Lw+8Cbo/v\n", 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6,572,587 non-zero entries out of 19,072,000 entries, i.e. 34.5%.\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFCCAYAAADhbOSmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztvXu0Z1tVHviVXDAiyBV18LqYi/jEBgwafMQ0Ja2EoKKd\n", "7qAZPhBMD7tNosYn6OjUvSMj3Yja0XQabaPS16goUWJDD6Og4xYaX/jgpYA8DFEwXBWEmJgIyOk/\n", "9m/fmvXV98059+/UqVO/U/Mb44zz22uvNV9rrrXXN/evTgGDwWAwGAwGg8FgMBgMBoPBYDAYDAaD\n", "wWAwGAwGg8FgMBgMBoPBYDAYDAaDwWAwGFz3eCKA1wF4A4BvOmVbtuChAO4E8NsAfgvAV+3a7w/g\n", "JQBeD+DFAG4OY56Jxc/XAXhCaP9EAK/e3fuu0P7+AH5s1/4rAP7y1XZiD9wDwMsBvGh3fZb9vRnA\n", "jwN4LYDXAPhknG1/n4kln18N4Eew2HeW/P0BAHftbFtxrfx76k7H6wF86fFdaUH5+21Y8vmVAF4A\n", "4H7h3ln0d8XXAXgflvlecej+Xhe4B4A3ArgVwD0BvALAx52mQRvwQACfsPt8HwC/g8X2ZwP4xl37\n", "NwF41u7zI7D4d08s/r4RwLndvZcBeOzu809hOdgAwFcCeM7u8xcA+NGr7MM++FoAPwzghbvrs+zv\n", "HQCevvt8E5YN76z6eyuA38WyUQHLZvVUnC1//zqAv4LLN/lr4d/9AbwJywHh5vD5pKH8/SwA77f7\n", 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}, { "name": "stdout", "output_type": "stream", "text": [ "D in [-0.246071562171, 0.592663884163]\n", "d in [0.999999701977, 1.00000035763]\n", "Constraints on D: True\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAeUAAAFRCAYAAABKa7UBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X+8bHVd7/HXgQMq8uMIaIpom7xheVPIiswf12/+IPV6\n", "1dLSMBMps3u7WZZmlOa59sjU8urNrhaloOWPo6KohYU+PFtMTVA5CCgmP44pGKBw1KCAYO4f3zV3\n", "rz3MzJ49e2Y+n73X6/l4zGPPWrNmfd/rOz8+s9Z3zWyQJEmSJEmSJEmSJEmSJEmSJEmSJEmb1BuB\n", "l0x53+8AS7OLIknS1rUXuAn4NnAD8AngecC2Kda1DPzCrIIlsszW3C5pU9gvOoC0QD3gicChwH2B\n", "VwIvBt405boy2D7j9WXZrvWadT9IkubsSuBRA/N+BLgNeEAzfQbw+63bnwzsAb4FXAb8BPAHwH8A\n", "/0Y9ZP0nzbK3A9/TXD8MeCtwLXUP/XdZ2SM/GfgH4I+A64ErgMe12nwO8AXqHv3lwC+1bivA14Df\n", "Ar7etHER9cNG3wHAN4DjhvTBDuBvmlzXAx8E7t3cNmq7HgqcD+wDzgN+rLW+ZWp/faK5zweAI4G3\n", "UfvsPOC7h+SAeqj/duDnga8A1wG/07r9TsDrgKuay2uBA8f0w8uAdwN/Re27zwPfC5wKXNO08djW\n", 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2, 128) , float32\n", "Attributes:\n", " sr = 22050\n", " labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n", " 'reggae' 'rock']\n", "Overall time: 1072 seconds\n", "\n", " -------------------- Classification, lg = 10 -------------------- \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=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+/AAAIABJREFUeJzsvXecZUWZ//8+kztOT84wA8OQRYKIIgIKKCZcI655/bnG\n", "FcO6rqJf065r3F3zrrrquuaAiquuIoqKAZGcYRiGNExicgShfn986rlV59xz7r3dfbtvz3R9Xq9+\n", "3dvnnlCnTtXzeT5PPVUHEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhISEhIS\n", "EhISEhISEhISInwRWAdcV9j+EeAm4BrgAmB6xfEfAa4HPjSEax8DnD2E40YTpwKP6XQhGuBlwCc7\n", 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(+/- 7.8) <- [68 72 60 50 62 66 54 46 60 66]\n", " 59 (+/- 5.5) <- [56 62 64 50 62 57 68 60 60 50]\n", " 60 (+/- 6.8) <- [57 57 74 60 50 64 54 62 68 54]\n", " 63 (+/- 4.6) <- [57 66 66 72 68 60 64 56 62 62]\n", " 60 (+/- 9.0) <- [44 62 56 64 46 70 70 56 70 62]\n", " 61 (+/- 4.7) <- [62 62 60 56 70 54 64 64 54 62]\n", " 61 (+/- 4.4) <- [60 60 50 66 60 62 66 57 60 64]\n", " 61 (+/- 6.8) <- [62 62 57 60 78 50 57 56 64 60]\n", " 60 (+/- 5.2) <- [60 54 60 57 70 68 56 54 60 64]\n", " 59 (+/- 5.8) <- [68 60 64 57 66 57 56 50 50 56]\n", " 59 (+/- 4.0) <- [60 57 60 66 57 56 62 60 62 50]\n", " 60 (+/-10.9) <- [57 57 62 78 62 57 46 60 78 42]\n", " 60 (+/- 9.0) <- [78 60 50 62 64 48 57 66 48 66]\n", " 60 (+/- 6.9) <- [60 68 70 62 66 54 56 64 57 46]\n", " 59 (+/- 7.3) <- [64 57 74 48 57 66 57 62 54 50]\n", " 61 (+/- 6.1) <- [56 72 57 60 52 64 66 57 54 68]\n", " 59 (+/- 4.5) <- [54 62 57 57 54 66 68 56 57 60]\n", " 61 (+/- 4.9) <- [64 62 66 60 60 57 70 52 56 57]\n", " 60 (+/- 7.9) <- [54 68 68 52 66 56 68 56 68 46]\n", " 59 (+/- 5.2) <- [57 56 66 66 62 57 50 60 64 52]\n", " 60 (+/- 7.0) <- [64 56 62 62 56 62 46 70 68 52]\n", " 60 (+/- 4.8) <- [62 56 66 57 54 52 64 64 66 62]\n", " 59 (+/- 4.8) <- [62 57 56 64 68 64 56 52 60 54]\n", " 62 (+/- 6.1) <- [52 68 57 68 66 54 72 60 62 62]\n", " 61 (+/- 4.7) <- [62 60 56 57 57 66 62 52 68 66]\n", " 61 (+/- 9.3) <- [60 62 52 72 60 64 74 54 42 70]\n", " 60 (+/- 5.2) <- [57 57 68 57 54 66 54 66 66 56]\n", " 61 (+/- 6.0) <- [57 64 72 68 50 56 57 57 60 64]\n", " 59 (+/- 6.1) <- [60 48 52 62 56 66 57 68 57 66]\n", " 61 (+/- 5.4) <- [66 60 62 57 56 56 54 66 64 72]\n", " 61 (+/- 7.4) <- [62 46 64 64 57 66 60 76 56 56]\n", " 61 (+/- 8.9) <- [46 68 72 68 54 70 52 57 54 70]\n", " 61 (+/- 4.4) <- [54 62 62 60 66 60 64 52 66 62]\n", " 60 (+/- 6.8) <- [74 66 66 50 54 57 57 57 64 54]\n", " 62 (+/- 7.2) <- [72 66 62 46 70 57 64 66 60 56]\n", " 61 (+/- 6.8) <- [60 64 50 56 52 62 68 57 74 62]\n", " 60 (+/- 9.9) <- [56 56 50 70 72 52 62 50 54 80]\n", " 62 (+/- 6.9) <- [57 72 64 68 64 50 66 52 56 66]\n", " 60 (+/- 8.1) <- [66 50 64 72 72 56 57 64 54 48]\n", " 61 (+/- 9.2) <- [74 62 56 74 57 57 64 70 52 44]\n", "Accuracy: 60.5 (+/- 6.84)\n", "Mean time (40 cv): 29.55 seconds\n", "Overall time: 1187.91 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 = cosine\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Datasets:\n", " L_data : (2789250,), float32\n", " L_indices : (2789250,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2789250,), float32\n", " W_indices : (2789250,), 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: 632 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm8HFWZ//HPvVlISAibLAnEXARZBJQd+clyBEVQ0FFw\n", "QVHABXUYxZFRAVFK1BlHGBdgXFgDKIugqLigiDQCMqxhJ2ySEEgIO4QtkKR/fzyn7Oq+vW/ndp3v\n", "+/WqV1dVV1U/Xbnpp845VeeAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiLSpAHwi0GePACuA\n", "4RrvJ8A5/QpGRMaWWj8MInm0M/B34BngSeBqYLsm9y36aSwaq3GJSB+MDx2ASJ9MA34HfBr4BbAS\n", "sAuwNGRQ3nhgWQf7D3UrkJzq9PyKjGkqkUssNsZKrhf415eBy4Db/fsJ5dXTI4yuzt4IuA54Fvg1\n", 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iterations\n", "\n", "Z in [-0.056636184454, 0.14264112711]\n", "Sparsity of Z: 8,786,613 non-zero entries out of 19,072,000 entries, i.e. 46.1%.\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFCCAYAAADhbOSmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztvXv0ZltVHTgLLhhR5Io6eF30IooRG1Q0+EjSXGklBBXt\n", "dAfN8IFietitie8H6OhU3ZGRNKJ2NJ1G21bp6wslSmwYw1aQcS8aX/gALgrIwxAFw8WAoImJgFT/\n", "cb5za9WsOdda51f1q1+dX605Ro3vfPvsvV577X32XOerKmAwGAwGg8FgMBgMBoPBYDAYDAaDwWAw\n", "GAwGg8FgMBgMBoPBYDAYDAaDwWAwGAwGg2seTwTwWgCvB/CtJ2zLFjwUwO0Afg/A7wL4mkP7/QG8\n", "GMDrALwIwI1hzDOw+PlaAE8I7Z8E4FWHe98b2t8PwE8d2n8dwEdcaSeOgHsCeDmAFx6+n2Z/bwTw\n", "0wBeA+DVAD4Fp9vfZ2DJ51cB+Aks9p0mf38YwF0H21ZcLf+eetDxOgBfevmutKD8/U4s+fxKAM8H\n", "cL9w7zT6u+IbAbwPy3yv2Lu/1wTuCeANAG4GcC8ArwDwsSdp0AY8EMAnHK4/EMDvY7H9WQC+5dD+\n", "rQCeebh+JBb/7oXF3zcAOHO49zIAjz1c/xyWgw0AfBWAZx+uvwDAT15hH46CbwDw4wBecPh+mv29\n", "DcDTDtc3YNnwTqu/NwP4AywbFbBsVk/F6fL3bwP4RFy8yV8N/+4P4I1YDgg3huvjhvL3swDc43D9\n", 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"name": "stdout", "output_type": "stream", "text": [ "Datasets:\n", " D : (128, 96) , float32\n", " X : (5, 100, 149, 2, 96) , float32\n", " Z : (5, 100, 149, 2, 128) , float32\n", "Attributes:\n", " sr = 22050\n", " labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n", " 'reggae' 'rock']\n", "Overall time: 644 seconds\n", "\n", " -------------------- Classification, lg = 100 -------------------- \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=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+/AAAIABJREFUeJzsnXe4JEd19n+98Ya9u/duztrVKqAMIklIWBICkYOJJguw\n", "jUkGkTFgcAKDsfFHzgaMyVkmg5EASYBQznml1a52tTknSfX98daZru7pnum5O3Nn7m69z3OfmdvT\n", 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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: 57.2 %\n", "Clips accuracy: 62.0 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (500, 1536), float64\n", "Labels: (500,), uint8\n", " 64 (+/- 7.1) <- [68 70 57 62 74 70 60 48 64 64]\n", " 61 (+/- 4.7) <- [62 60 56 57 72 66 64 57 62 56]\n", " 62 (+/- 5.3) <- [60 64 68 62 57 66 56 54 72 60]\n", " 62 (+/- 4.4) <- [54 60 66 68 64 62 64 57 68 57]\n", " 61 (+/- 8.7) <- [52 68 70 64 48 68 68 62 68 46]\n", " 63 (+/- 7.8) <- [66 68 70 56 76 50 68 57 54 64]\n", " 63 (+/- 6.2) <- [50 72 64 64 56 72 62 62 64 64]\n", " 61 (+/- 7.0) <- [60 50 56 68 76 54 64 64 62 60]\n", " 63 (+/- 6.8) <- [72 54 56 60 74 70 62 62 56 68]\n", " 61 (+/- 3.1) <- [66 62 62 57 66 62 62 62 56 57]\n", " 62 (+/- 5.8) <- [68 60 62 66 68 66 66 60 57 48]\n", " 62 (+/- 6.4) <- [66 57 60 78 62 57 56 56 66 57]\n", " 63 (+/- 8.1) <- [76 60 54 70 70 54 60 66 50 68]\n", " 62 (+/- 6.2) <- [64 62 74 57 66 64 57 68 50 60]\n", " 61 (+/- 8.3) <- [68 62 74 50 57 72 64 52 54 52]\n", " 62 (+/- 6.1) <- [60 74 60 60 57 68 62 62 50 66]\n", " 61 (+/- 5.3) <- [62 72 56 56 57 66 68 57 57 57]\n", " 63 (+/- 7.0) <- [56 66 68 50 74 60 70 60 66 56]\n", " 62 (+/-10.0) <- [50 68 68 54 66 56 76 57 78 48]\n", " 62 (+/- 7.2) <- [60 66 62 74 70 62 60 56 62 46]\n", " 62 (+/- 5.2) <- [64 64 64 68 60 57 54 70 66 54]\n", " 62 (+/- 4.5) <- [64 64 66 57 60 56 70 66 56 60]\n", " 62 (+/- 3.2) <- [60 57 64 60 66 68 62 57 62 60]\n", " 63 (+/- 6.5) <- [57 72 56 62 62 56 74 57 57 70]\n", " 61 (+/- 6.1) <- [64 62 57 56 60 60 60 50 72 70]\n", " 60 (+/- 9.0) <- [60 57 54 62 57 64 72 57 40 74]\n", " 60 (+/- 4.5) <- [57 62 62 62 57 60 52 68 66 56]\n", " 61 (+/- 6.3) <- [56 57 70 70 48 62 57 64 57 64]\n", " 61 (+/- 4.2) <- [57 60 57 68 54 57 62 68 60 62]\n", " 61 (+/- 4.8) <- [64 60 62 57 56 54 57 72 62 64]\n", " 61 (+/- 7.0) <- [66 54 62 68 68 50 66 68 62 50]\n", " 61 (+/- 5.7) <- [56 66 62 68 50 62 52 62 62 66]\n", " 61 (+/- 3.8) <- [66 57 66 60 60 66 57 56 62 56]\n", " 63 (+/- 7.9) <- [78 62 76 54 56 57 56 60 60 66]\n", " 63 (+/- 6.8) <- [74 68 64 56 62 54 70 64 66 52]\n", " 62 (+/- 7.8) <- [64 56 48 68 62 62 66 54 78 62]\n", " 62 (+/- 7.9) <- [57 64 52 74 72 50 62 60 57 72]\n", " 61 (+/- 7.5) <- [54 70 64 66 70 56 70 52 54 52]\n", " 62 (+/- 5.9) <- [64 62 60 68 64 72 54 66 57 52]\n", " 62 (+/- 7.3) <- [62 60 57 76 66 62 57 72 50 56]\n", "Accuracy: 61.8 (+/- 6.58)\n", "Mean time (40 cv): 21.88 seconds\n", "Overall time: 880.89 seconds\n", "\n", " -------------------- Features, lg = 1000.0 -------------------- \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 = cosine\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Datasets:\n", " L_data : (2789250,), float32\n", " L_indices : (2789250,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2789250,), float32\n", " W_indices : (2789250,), 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: 352 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", 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"stdout", "output_type": "stream", "text": [ "Inner loop: 137 iterations\n", "g(Z) = ||X-DZ||_2^2 = 8.337766e+05\n", "rdiff: 0.00266783104736\n", "i(Z) = ||Z||_1 = 3.778314e+04\n", "j(Z) = tr(Z^TLZ) = 6.533181e+03\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfkAAAFRCAYAAAB3+dRnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xe4bGV5sPF70/EAHkBE+jbiIWBFQSEivIqCWGOJKKKA\n", "RvgSE42axC47qIkJfvoJWEAFrIig2IItyFFsoCBFaaJ07B4EROrZ3x/Pmszac2Zmz6wp76w99++6\n", "5ppZZdZ6pj7rLetdIEmSJEmSJEmSJEmSJEmSJEmSJEmSJP2vOeDjXZb/BNh7BPsd1XYlLUFr5Q5A\n", "mlCHApcAfwJ+CbwfuG9p+fwiz38o8O0BYzgZeNsItitpSpjkpTW9Fnhncb8JsAewA/ANYN1inZk8\n", "oalkndwBSJLqZRPgVuB5LfOXAb8BDiumjwROAz4N3AKcDzy8tP41wL7F4xng9cBVwO+AU4FNS+vu\n", "BXwPWAVcBxwCvBy4C7iziOcLpe0+EdgauL1lO7sCvwXWLqZfClwK/AH4KrB9ad33AL8G/ghcDDyk\n", "7bsBmwEnATcW2zmjtOzlwM+A3xfxbVVatho4AriyeF3HFfPXB25u2d8WxWu5XzH9dODC4nnfBR5W\n", "Wvca4F+LmP9cvNaXANcS7+2b6f29ny3ibDz/t8AbS/taq5i+iviMfwRsWyz7S+Kg7/fA5cDfIEma\n", 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"metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Datasets:\n", " D : (128, 96) , float32\n", " X : (5, 100, 149, 2, 96) , float32\n", " Z : (5, 100, 149, 2, 128) , float32\n", "Attributes:\n", " sr = 22050\n", " labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n", " 'reggae' 'rock']\n", "Overall time: 365 seconds\n", "\n", " -------------------- Classification, lg = 1000.0 -------------------- \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=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+/AAAIABJREFUeJzsnXeYJUd57n+9cWZnZnPelbSrsMsqIiEhCRASGRFEFjlH\n", "g20M2HC5YMwFgwnXCV2TbcAYsMkZJBEUQBJCKEurHDZrc47arfvHW99UdZ/ukyadWdX7PPPMOX06\n", 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54 56 56 56 48]\n", " 52 (+/- 4.5) <- [48 48 56 56 48 60 52 50 57 48]\n", " 53 (+/- 4.3) <- [52 42 57 50 54 54 56 50 54 56]\n", " 52 (+/- 8.3) <- [46 56 54 60 46 42 64 44 66 46]\n", " 52 (+/- 9.5) <- [50 57 60 50 54 36 46 72 42 52]\n", " 52 (+/- 7.5) <- [46 68 48 50 52 44 56 48 48 64]\n", " 52 (+/- 3.4) <- [54 46 50 52 56 46 50 56 52 54]\n", " 52 (+/- 6.2) <- [62 40 52 56 56 54 42 50 54 52]\n", " 51 (+/- 4.2) <- [56 52 57 48 54 54 44 52 50 46]\n", " 51 (+/- 6.4) <- [56 44 48 60 56 48 60 48 40 50]\n", " 52 (+/- 6.9) <- [44 54 56 57 62 60 42 46 56 46]\n", " 53 (+/- 8.8) <- [56 64 48 57 50 48 44 66 36 57]\n", " 51 (+/- 6.6) <- [56 57 57 48 56 54 46 54 36 48]\n", " 52 (+/- 7.3) <- [60 46 60 42 56 64 46 52 46 46]\n", " 53 (+/- 5.2) <- [52 60 56 50 56 44 62 48 52 52]\n", " 51 (+/- 6.7) <- [48 54 50 44 46 60 64 46 42 52]\n", " 52 (+/- 4.4) <- [50 62 52 50 56 46 52 48 54 48]\n", " 50 (+/- 8.5) <- [40 56 56 44 56 36 62 48 57 42]\n", " 52 (+/- 5.3) <- [44 62 46 54 60 50 52 50 52 50]\n", " 53 (+/- 7.0) <- [54 44 52 57 57 48 46 62 62 42]\n", " 51 (+/- 3.0) <- [48 54 50 48 56 52 56 52 50 48]\n", " 53 (+/- 7.2) <- [60 52 52 48 62 44 54 48 66 44]\n", " 52 (+/- 7.9) <- [48 57 46 44 42 54 70 48 52 57]\n", " 52 (+/- 7.2) <- [60 48 48 44 44 54 52 46 66 60]\n", " 53 (+/- 7.4) <- [50 46 60 48 46 57 54 50 46 70]\n", " 52 (+/- 4.4) <- [57 52 48 48 48 52 44 57 54 54]\n", " 54 (+/- 7.5) <- [56 54 57 68 40 48 52 48 50 62]\n", " 51 (+/- 4.0) <- [48 56 46 56 50 48 44 54 50 54]\n", " 51 (+/- 5.6) <- [52 54 54 46 56 44 52 56 40 57]\n", " 52 (+/- 5.9) <- [60 50 56 54 50 44 64 46 50 50]\n", " 52 (+/- 5.1) <- [54 48 56 60 48 56 46 46 48 57]\n", " 51 (+/- 4.3) <- [52 48 52 48 54 50 56 42 57 50]\n", " 53 (+/- 7.4) <- [57 60 52 40 48 62 44 57 46 60]\n", " 52 (+/- 7.4) <- [57 60 56 44 56 50 64 42 50 42]\n", " 53 (+/- 9.1) <- [56 50 34 56 66 44 50 54 66 50]\n", " 52 (+/- 6.7) <- [56 56 42 54 62 44 56 46 44 57]\n", " 53 (+/- 8.7) <- [42 60 50 54 68 50 66 48 42 48]\n", " 51 (+/- 6.0) <- [54 50 36 52 56 56 46 52 50 57]\n", " 51 (+/- 5.3) <- [50 50 46 56 54 42 56 56 42 54]\n", "Accuracy: 52.0 (+/- 6.56)\n", "Mean time (40 cv): 28.49 seconds\n", "Overall time: 1146.56 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+/AAAIABJREFUeJzsnXe4XUW5/z+TXgnp5aSTUBNaKAGkCSoqTUQsVwVFRble\n", "Rb1yf9feLoq9XFGxV9CrKKCCIhAIvaVSkhDSSEJ6SCMQkvn98Z3Za/baa+1y9j5nn5PM93nOc/Ze\n", "e5VZa82837fNOxARERERERERERERERERERERERERERERERERERERERERERERERERERERERERERER\n", "ERERERHgZ8AaYF5q+9eAJ4E5wA3AgJzjvwbMB65uxbWPAF7biuPaE6cCJzS7EWVwCfC9ZjcihVHA\n", "/zXoXKcBzwOz3N+nGnTeRmM8pWOoHvwYONh9/kQrrnMJsI7kub07+O1iYKH7e2ew/bdovP9PsO1T\n", 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blues, classical, country, disco, hiphop\n", "Data: (500, 1152), float64\n", "Labels: (500,), uint8\n", " 58 (+/- 7.0) <- [64 60 60 42 52 68 64 56 56 56]\n", " 59 (+/- 6.6) <- [64 62 52 46 70 66 60 57 56 60]\n", " 61 (+/- 6.2) <- [60 66 72 54 57 62 56 54 70 56]\n", " 58 (+/- 6.4) <- [50 56 57 68 68 57 64 48 57 56]\n", " 57 (+/- 5.6) <- [48 60 54 60 62 56 68 57 54 50]\n", " 58 (+/- 4.0) <- [54 57 64 60 64 56 60 57 50 57]\n", " 58 (+/- 5.8) <- [54 56 54 62 57 66 60 52 52 70]\n", " 60 (+/- 7.2) <- [57 48 60 64 70 48 68 57 66 57]\n", " 58 (+/- 5.0) <- [66 48 57 57 60 64 52 60 60 56]\n", " 59 (+/- 5.6) <- [72 54 66 60 57 60 57 56 56 52]\n", " 58 (+/- 5.7) <- [62 50 54 66 64 57 62 54 48 57]\n", " 57 (+/- 8.5) <- [57 54 68 68 57 50 46 60 68 44]\n", " 59 (+/- 7.0) <- [64 60 64 62 52 52 56 66 44 66]\n", " 59 (+/- 7.2) <- [66 64 62 64 70 57 56 57 44 52]\n", " 60 (+/- 5.8) <- [62 57 68 50 57 68 64 60 56 52]\n", " 59 (+/- 5.7) <- [54 70 64 56 62 48 60 56 57 62]\n", " 58 (+/- 7.0) <- [57 60 60 52 46 60 74 57 52 57]\n", " 59 (+/- 5.0) <- [54 68 66 54 64 57 57 54 62 56]\n", " 57 (+/- 9.8) <- [44 62 60 56 70 44 60 54 74 46]\n", " 61 (+/- 5.0) <- [60 60 64 66 62 64 56 52 68 54]\n", " 59 (+/- 5.4) <- [60 66 60 62 60 56 54 68 60 48]\n", " 58 (+/- 8.8) <- [48 64 76 52 48 66 56 56 64 50]\n", " 60 (+/- 4.6) <- [66 62 60 52 66 56 66 57 56 60]\n", " 59 (+/- 7.5) <- [54 62 54 57 56 52 76 64 48 62]\n", " 57 (+/- 5.7) <- [62 54 62 54 50 60 54 48 66 62]\n", " 58 (+/- 7.0) <- [54 50 57 66 50 64 60 60 48 70]\n", " 59 (+/- 8.0) <- [74 60 54 64 57 68 48 64 50 52]\n", " 58 (+/- 7.7) <- [60 57 68 66 40 54 52 54 60 64]\n", " 57 (+/- 4.6) <- [57 57 52 64 50 56 56 64 54 62]\n", " 60 (+/- 5.0) <- [60 62 54 57 54 54 56 64 66 68]\n", " 58 (+/- 6.7) <- [68 52 68 52 62 57 66 54 50 54]\n", " 57 (+/- 7.5) <- [46 54 68 64 52 62 57 54 46 66]\n", " 58 (+/- 6.2) <- [62 57 64 52 66 64 62 46 52 56]\n", " 59 (+/- 7.8) <- [72 68 54 46 48 62 56 56 62 62]\n", " 58 (+/- 9.7) <- [74 66 52 42 64 52 70 50 60 52]\n", " 59 (+/- 4.2) <- [56 62 52 56 62 60 64 62 62 52]\n", " 59 (+/- 7.1) <- [60 66 48 60 72 52 62 50 56 62]\n", " 59 (+/- 8.9) <- [52 68 68 66 68 48 68 52 46 54]\n", " 58 (+/- 6.9) <- [57 64 48 66 64 70 50 54 56 54]\n", " 59 (+/- 5.9) <- [66 62 52 66 60 62 57 62 52 48]\n", "Accuracy: 58.6 (+/- 6.74)\n", "Mean time (40 cv): 19.35 seconds\n", "Overall time: 779.22 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 not regen_graph and not regen_features:\n", " # Classifier parameters are being tested.\n", " for p[Pname] in Pvalues:\n", " separator('Baseline', True)\n", " %run audio_classification.ipynb\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, 0.1, 1, 10, 100, 1000.0]\n", "res['accuracy_std'] = [6.6807110400016629, 6.9344051655495358, 6.6889292865151484, 6.8423314739933545, 6.5823703937107663, 6.5635280147189139]\n", "res['objective_j'] = [0, 1131.0767578125001, 9733.40234375, 38649.09423828125, 20566.252136230469, 6533.1807136535645]\n", "res['objective_i'] = [333744.78125, 332256.28125, 315554.46875, 225119.96875, 71275.6015625, 37783.14453125]\n", "res['objective_h'] = [0, 0, 0, 0, 0, 0]\n", "res['objective_g'] = [355671.5234375, 352184.84375, 374195.859375, 488584.0234375, 746237.734375, 833776.5625]\n", "res['baseline'] = [58.574999999999989, 58.574999999999989, 58.574999999999989, 58.574999999999989, 58.574999999999989, 58.574999999999989]\n", "res['time_features'] = [390.82487893104553, 1715.089271068573, 762.2838189601898, 1060.8061549663544, 631.646185874939, 351.8170828819275]\n", "res['baseline_std'] = 6.7423567838\n", "res['sparsity'] = [28.681218540268457, 28.421906459731545, 29.72214240771812, 34.46197042785235, 46.07074769295302, 85.94986891778524]\n", "res['iterations_inner'] = [304, 814, 328, 430, 246, 137]\n", "res['iterations_outer'] = [13, 50, 11, 14, 4, 3]\n", "res['accuracy'] = [56.910000000000018, 58.404999999999994, 57.614999999999981, 60.450000000000024, 61.820000000000022, 52.009999999999991]\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAf0AAAFRCAYAAAB+EnQdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmcHEX5x/HPkIObhBBuAst9CAKiiCJSoiKHCIiAokDA\n", "C0HwQA2oyHqhgigCCiJCAEXwx30qQbOCXBpIwhnuJeEKCRBCOAPp3x9PjdM7md6d3emZ6qn5vl+v\n", "ee10z3TPM7Uz83RXVVeBiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiEj0FgHrtfD1uvxrLuGX\n", "rwMObOHrV3PArICv3yrjgZtDByHxGx46ABEptN1CByAi+Vli4KeIdLySv4mItDUlfWkXxwCPAPOB\n", "+4C9qh7/InB/6vGt/fpxwGXAc8Bc4DS/vhu4ILV9F32rtXuAnwC3AK9gVeyHpF7jUeBLVTHsCUwD\n", "XvKxfgzYF5hS9bxvAlcM+I4rdvevNwc4kcoByPrAP/37mgP8CRiV2m4C8KSPdwawk19folKec4GL\n", "gRUzXrsH+Ly/Px74N3AS8ALwGLBL6rmjgD8CT/vX/TH1/8aMAc4FnvL7vrzq8W8Cs/2+x6fW7w5M\n", "xcp8JnB86rEu7H96EPAEVkbfTT2+hF8uf66mAGv5xzYBJgHPY2W3b0bc+wP/rVr3DeBKf3837PM4\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": [ "iVBORw0KGgoAAAANSUhEUgAAAjUAAAFeCAYAAAB9zu6cAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXmcFMX1wL/DJZeIAgqKsF4o3idqorGMUVHjfd+oiWJ+\n", "amK8E4823rfGRI3xICZqVIxX4oXKxhhPZAHBW0EU0YCKoiIq1O+PV033zM7szu7OTHX3vO/n05/t\n", "ru6uflMzO/XmvVfvgaIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIo\n", "iqIoSrsYA5zXwvn5QEMVnlutfqvNGLI3XkNc/7kK9DUD2K7Eua2B1yvwjFr1G3Iw8FgV+wdoBI6q\n", "8jMUhU6+BVCUKmPdVoqlkYmqIzTS/Au7Ev36IIvjNdP139LrKpeWxuc/wFoVeMZiYNUq9FuK24Ed\n", "q9g/tP65UpSKoEqNUg9U4hd6S2Tty1rHyz/Vfg8UJZOoUqNkgeHIr//PgKnArgXn+wOPA1+464bE\n", "zsV/FS8FXA68B3wEXA90j127OzAJ+Bx4G/l1ewHiHvgD4uL4fUG/mwOzyZ+k9gQmu/1OwOmuv7nA\n", "XcCyZbzmw5ycc4EzadktUki9jVeD67/c77vdgGnI+IynuZVkhDv/KXALMg4ABng/dt2KwL3A/4B3\n", 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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':\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_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_i_un'] = res['objective_i'] / div('ls')\n", " res['objective_j_un'] = res['objective_j'] / div('lg')\n", " plot('objective_g_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']):\n", " print('Dictionary atoms for {} = {}'.format(Pname, Pvalues[i]))\n", " fig.show()\n", "\n", "print('Experiment time: {:.0f} seconds'.format(time.time() - texperiment))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unweighted objectives" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The previous graph is wrong due to an error in `div()`." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[10]\n", "[1]\n", "[None, 0.1, 1, 10, 100, 1000.0]\n", "[ 0.00000000e+00 1.13107676e+04 9.73340234e+03 3.86490942e+03\n", " 2.05662521e+02 6.53318071e+00]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/home/michael/.virtualenvs/dlaudio/local/lib/python2.7/site-packages/numpy/ma/core.py:3900: UserWarning: Warning: converting a masked element to nan.\n", " warnings.warn(\"Warning: converting a masked element to nan.\")\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAi8AAAFcCAYAAAAAil62AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXdYU0nbhyeh9xaQTgSkJHQUREWiiCKWVbCADZVVce1d\n", "bGBZ7F1Xt6jYQKS4gooFBHQtoAJSRVBCVwg1dEjm+4N3vs2bN3QwQee+rueCM3POnOf8zknOk6kE\n", "CCHAYDAYDAaDGSwQ+e0ABoPBYDAYTE/AwQsGg8FgMJhBBQ5eMBgMBoPBDCpw8ILBYDAYDGZQgYMX\n", "DAaDwWAwgwocvGAwGAwGgxlU4OAFM6AsXrw4YPfu3fs7ypeRkWHS6XRyf593oModjAQEBCy2t7d/\n", "3lG+i4vLg+vXry/s7/MOVLkIExOT9GfPno0dqPL7AtZcsCASiezPnz/r8tsPTP8hzG8HMN83BAIB\n", "EgiEDicTYjKZMn09B41Gi1u4cOF1Ly+vS/1Z7o/CgwcPXPpahp+fn9+nT5/0OF+c/VFuZ6Snp5sM\n", "ZPkDCdYcg+kbuOYFM+BACAkDWX5nwREGg8Fgvj9w8ILpM1lZWcY0Gi1OQUGhysTEJD0yMnIaZz6D\n", 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"output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\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", " print div\n", " return np.array([1 if v is None else v for v in div])\n", "\n", "res = {}\n", "res['objective_j'] = [0, 1131.0767578125001, 9733.40234375, 38649.09423828125, 20566.252136230469, 6533.1807136535645]\n", "res['objective_i'] = [333744.78125, 332256.28125, 315554.46875, 225119.96875, 71275.6015625, 37783.14453125]\n", "res['objective_g'] = [355671.5234375, 352184.84375, 374195.859375, 488584.0234375, 746237.734375, 833776.5625]\n", "res['objective_g_un'] = res['objective_g'] / div('ld')\n", "res['objective_i_un'] = res['objective_i'] / div('ls')\n", "res['objective_j_un'] = res['objective_j'] / div('lg')\n", "print res['objective_j_un']\n", "plot('objective_g_un', 'objective_i_un', 'objective_j_un', log=True)" ] } ], "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, "nbformat_minor": 0 }