{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Genre recognition: experiment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Goal: Explore the effect of $\\lambda_d$.\n", "\n", "Conclusion: A value of $\\lambda_d$ between 10 and 100 seems reasonable (when $\\lambda_g=100$ and $\\lambda_s=1$). It corresponds to the range of $\\lambda_s$, i.e. between 1 and 10 for $\\lambda_d=\\lambda_g=100$. We want a ratio $\\frac{\\lambda_d}{\\lambda_s}$ between 10 and 100. This ratio controls sparsity and, indirectly, speed.\n", "\n", "Observations:\n", "* In the previous experiment with $\\lambda_d = \\lambda_g = 100$, $\\lambda_s = 1$ was found to be the best option. So we fixed $\\lambda_g = 100$ and $\\lambda_s=1$.\n", "* The experiment with $\\lambda_d = \\lambda_g = 100$ and $\\lambda_s=1$ is 1.5 times faster with `rtol=1e-5` (compared with the previous experiment). Accuracy dropped from 73.06 to 72.49.\n", "* Time to extract features increases with $\\lambda_d$. It is the term which couples the two variables we optimize for.\n", "* Ran for 16h30." ] }, { "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 = 'ld'\n", "Pvalues = [1, 10, 100, 1e3, 1e4]\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": 2, "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'] = 100\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": [ "### Numerical 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", "# 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": 4, "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": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " -------------------- Graph -------------------- \n", "\n", "Data: (149000, 96), float32\n", "Elapsed time: 221.14 seconds\n", "All self-referenced in the first column: True\n", "dist in [0.0, 0.432167828083]\n", "w in [0.0362241715193, 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 : (2279908,), float32\n", " L_indices : (2279908,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2279908,), float32\n", " W_indices : (2279908,), 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: 230.34 seconds\n", "\n", " -------------------- Features, ld = 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 : (2279908,), float32\n", " L_indices : (2279908,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2279908,), float32\n", " W_indices : (2279908,), int32\n", " W_indptr : (149001,) , int32\n", " W_shape : (2,) , 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"display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "D in [0.00812118500471, 0.281162023544]\n", "d in [0.999999582767, 1.00000023842]\n", "Constraints on D: True\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAeUAAAFRCAYAAABKa7UBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm8ZHV55/FP0w3KfllcQDSXOKIyiTTqEJUwPrjgMrhr\n", "RJDQkrjMZAZNIjEYHXvMyw31BRMTE3EBNC6tIq6oyNBXXFmURhabyNIqEFmEdqEVFWr+eE7lnltd\n", "e51znuf2+b5fr/u6depUnd+3fudUPXXO71QViIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyDL1\n", "z8DrprzvL4D56qKIiIhsuzYBW4CfA3cA3wBeDqyYYlkLwJ9VFSyRBbbNxyWyLGwXHUCkQR3gSGA3\n", "4EHAW4HXAO+fclkZrKp4eVke16Sq7gcREanZ9cATeq77L8DdwIHF9BnA35fmPwvYAPwMuAZ4CvAm\n", "4HfAr/BD1v9Q3PYe4PeLy7sDHwRuwffQ/47FPfI1wNeBtwO3A9cBTy21+RLgKnyP/lrgZaV5BtwA\n", "/A3w70Ubl+NvNrq2B24DDurTB3PA54tctwOfAx5QzBv0uB4HXAxsBi4CHlta3gLeX98o7vNZYG/g\n", "w3ifXQT8Xp8c4If67wH+FPghcCvw2tL8ewGnAjcWf6cAOwzphzcAnwA+hPfd94CHACcBNxdtPLm0\n", 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"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: 140 seconds\n", "\n", " -------------------- Classification, ld = 1 -------------------- \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+/AAAEFBJREFUeJzt3XuQZFddB/DvbIZHgEBEKeQhriAgWqg8RBRxlwICKBIU\n", "DGqEBClFEQkBLUsTFaFECGVpEY2KyFMSngESBUkMmSEQCI9kN4lAlMjDAqVEDAEBiTj+cc6tvtvb\n", "vfPbYfdmAp9P1dTe6b6P07d/93zPPd27mwAAAAAAAAAAAAAAAAAjL0ny6SRXzD3+giQfSrI3ydlJ\n", 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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: 21.5 %\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: 22.1 %\n", "Clips accuracy: 22.0 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (500, 1536), float64\n", "Labels: (500,), uint8\n", " 16 (+/- 4.8) <- [18 24 10 10 14 20 12 10 18 20]\n", " 16 (+/- 3.3) <- [12 12 22 18 18 14 14 20 14 14]\n", " 17 (+/- 2.5) <- [22 16 16 14 16 18 18 14 20 20]\n", " 16 (+/- 3.6) <- [16 14 16 16 22 12 12 12 18 22]\n", " 16 (+/- 3.3) <- [10 18 18 12 16 18 14 18 22 16]\n", " 16 (+/- 2.4) <- [14 16 18 16 18 12 12 20 16 16]\n", " 17 (+/- 4.8) <- [ 6 18 20 16 24 18 16 22 12 16]\n", " 17 (+/- 4.1) <- [18 22 18 16 22 18 12 20 18 8]\n", " 16 (+/- 3.3) <- [16 12 20 14 22 12 16 18 14 20]\n", " 18 (+/- 3.7) <- [16 24 24 14 14 18 16 16 20 14]\n", " 16 (+/- 3.5) <- [22 12 20 12 14 14 20 18 14 14]\n", " 16 (+/- 3.8) <- [20 16 18 18 10 20 20 14 12 10]\n", " 17 (+/- 2.7) <- [20 16 20 16 16 22 14 14 14 16]\n", " 17 (+/- 4.4) <- [16 18 14 20 26 14 22 12 12 14]\n", " 17 (+/- 5.3) <- [24 22 22 14 22 14 14 8 12 22]\n", " 16 (+/- 2.9) <- [16 22 18 10 18 14 16 16 16 18]\n", " 16 (+/- 2.7) <- [16 16 14 14 16 20 14 14 14 22]\n", " 17 (+/- 2.5) <- [18 22 20 14 20 14 16 16 18 16]\n", " 16 (+/- 4.1) <- [14 24 12 14 18 8 18 18 18 18]\n", " 16 (+/- 4.6) <- [20 18 6 20 18 18 18 8 16 18]\n", " 18 (+/- 2.5) <- [16 22 20 16 14 16 16 16 20 20]\n", " 17 (+/- 4.1) <- [14 12 24 18 16 20 18 22 16 10]\n", " 17 (+/- 3.0) <- [18 22 12 12 18 18 14 18 16 18]\n", " 16 (+/- 3.0) <- [10 18 16 18 18 14 22 16 16 14]\n", " 18 (+/- 1.9) <- [18 16 18 18 20 16 16 20 22 18]\n", " 16 (+/- 2.7) <- [16 12 20 18 12 18 18 18 14 14]\n", " 17 (+/- 2.6) <- [14 20 16 16 14 22 18 16 16 20]\n", " 16 (+/- 4.6) <- [20 18 16 18 6 16 24 14 12 16]\n", " 17 (+/- 3.1) <- [16 20 18 18 16 22 12 18 20 12]\n", " 19 (+/- 1.6) <- [18 18 18 18 20 18 22 20 18 16]\n", " 18 (+/- 1.9) <- [20 18 18 14 18 16 20 16 18 20]\n", " 17 (+/- 2.5) <- [14 14 18 12 18 20 16 20 18 16]\n", " 14 (+/- 3.5) <- [12 20 8 14 16 16 14 14 16 8]\n", " 17 (+/- 2.7) <- [18 16 14 16 20 18 12 16 22 18]\n", " 16 (+/- 2.4) <- [14 16 18 18 18 16 18 14 16 10]\n", " 17 (+/- 4.6) <- [18 16 12 18 20 8 18 14 16 26]\n", " 15 (+/- 3.4) <- [16 10 16 14 10 16 20 18 14 20]\n", " 15 (+/- 3.9) <- [12 20 20 20 14 18 14 12 8 16]\n", " 17 (+/- 2.5) <- [20 22 16 16 16 18 14 18 14 20]\n", " 17 (+/- 3.1) <- [20 14 18 12 14 14 20 18 16 22]\n", "Accuracy: 16.6 (+/- 3.53)\n", "Mean time (40 cv): 43.54 seconds\n", "Overall time: 1749.48 seconds\n", "\n", " -------------------- Features, ld = 10 -------------------- \n", "\n", "The memory_profiler extension is already loaded. To reload it, use:\n", " %reload_ext memory_profiler\n", "The line_profiler extension is already loaded. To reload it, use:\n", " %reload_ext line_profiler\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 : (2279908,), float32\n", " L_indices : (2279908,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2279908,), float32\n", " W_indices : (2279908,), 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: 2309 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm4HFWd//F3Zw/ZICxKIOSCyACioizCCHpEWRwBdUAF\n", "RAEdcQd1lG1AWtzFcYOfDMqusgiigiO7XGQbUCCAsiXIEhIIO0mAhEDq98f3lF23b1ff6tvL6T79\n", "eT1PPV17fbtu0qfOUueAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIzSIPDxQNceAFYBY3K2\n", "l4FfdCoYEekueT8MIjHaAbgBeBZ4CrgO2LrgsYmfulG3xiUiHTAudAAiHTId+APwSeDXwERgR2BF\n", "yKC8ccDLTRxfalUgkWr2/op0NeXIpV9sguVcz/Ofy4ErgDv99jJDi6cHGF6cvTFwE/Ac8DtgjTrX\n", "GwS+nbN/eu6PAQ8BV2KJ8dHAg8Bi4Ezs4SPr48BCYBHwn3WuvR1W8vAMMBd4e1VcXweuB5YCFwFr\n", "Ab/ycd4MzMns/0Mfz3PAHcDrcq45Ezjdx/c08NvMtk8A87BSkN8D62a2rcIeru7z8Z7o10/ESk6y\n", "11sbeMHHC7C7/37P+O/z+sy+DwKH+ZiXAmOBj2L3+0kq9/qdfv8ScAQw328/j+F/r/T4J4CjMtca\n", 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-------------------- Classification, ld = 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+/AAAIABJREFUeJzsnXeYJFW5/z+9k2dndmY2ZxYWlrzkJUnOQeWqYBa4GDEg\n", "+lOvipiuXsV7RVExgFnMEYwguoggIBkkSE5L3l3YyO7C+f3xnjNVXVPddaq7q7q65/08zzw1011T\n", "darqnPd7vu85VQWKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKooT4FvA4cEvk\n", "888BtwM3Ab8Ehir8/+eAW4HP1rDvnYCjavi/PDkA2LvZhajCScCXml2ICLOBnzVoWwcCzwA32J8z\n", "GrTdRrOAsW2oHs4DtrG/f6iG/ZwEPElw3v4z9N2JwL/tzxtCn1+AtPdPhT47A3ipf7EbwgIaey4V\n", "pWHsB+zC2Ap6GDDB/v4Z+xPHSqBU475PIn2wL9Wxv1r4GPDelP/TkUE5KnEixRLMzgZv70DgwgZv\n", "MwsWkF2QX1XDfk4Ezon5fDJwDzBsf9zvixGRBrgYGARmkf+570QFs+lMSF5l3HI5sCLm80uAF+zv\n", 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uint8\n", "Feature vectors accuracy: 63.0 %\n", "Clips accuracy: 71.0 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (500, 1536), float64\n", "Labels: (500,), uint8\n", " 71 (+/- 6.0) <- [72 76 68 70 68 86 68 62 72 72]\n", " 73 (+/- 4.4) <- [68 74 80 68 78 78 74 70 68 70]\n", " 72 (+/- 6.0) <- [68 82 82 68 70 72 66 76 66 66]\n", " 69 (+/- 3.8) <- [64 68 68 70 66 70 74 72 76 64]\n", " 71 (+/- 3.4) <- [66 70 66 78 70 72 74 70 70 72]\n", " 71 (+/- 5.2) <- [66 82 70 76 76 70 70 70 64 66]\n", " 71 (+/- 6.0) <- [70 74 57 78 72 66 76 66 68 78]\n", " 72 (+/- 5.9) <- [66 68 72 68 86 64 76 74 72 72]\n", " 71 (+/- 7.6) <- [78 68 72 76 80 84 64 68 57 66]\n", " 72 (+/- 5.9) <- [78 70 80 68 76 68 70 68 60 78]\n", " 72 (+/- 5.9) <- [76 80 64 70 78 74 78 68 62 70]\n", " 69 (+/- 3.6) <- [68 62 74 74 70 70 64 68 70 68]\n", " 72 (+/- 8.2) <- [78 66 70 86 80 60 68 76 60 76]\n", " 72 (+/- 4.7) <- [76 68 76 74 80 70 74 68 68 64]\n", " 72 (+/- 5.5) <- [70 64 80 62 68 78 72 76 72 74]\n", " 74 (+/- 3.8) <- [76 80 68 72 68 74 72 76 72 78]\n", " 70 (+/- 4.1) <- [66 70 68 68 66 76 78 74 66 70]\n", " 73 (+/- 4.3) <- [76 80 72 66 72 68 78 70 76 70]\n", " 71 (+/- 6.2) <- [62 70 70 70 84 68 74 66 80 68]\n", " 70 (+/- 8.4) <- [64 84 60 82 68 68 60 66 80 70]\n", " 72 (+/- 7.3) <- [74 74 80 76 76 66 62 80 78 57]\n", " 70 (+/- 5.6) <- [66 70 80 76 60 72 70 66 76 68]\n", " 70 (+/- 4.8) <- [68 72 66 66 76 74 64 70 68 80]\n", " 71 (+/- 5.6) <- [68 70 66 76 80 64 80 66 68 74]\n", " 70 (+/- 5.7) <- [68 76 70 66 62 70 64 68 80 78]\n", " 72 (+/- 6.4) <- [70 68 62 70 68 78 78 70 70 86]\n", " 73 (+/- 5.5) <- [68 68 72 76 64 84 76 78 72 70]\n", " 71 (+/- 9.5) <- [64 70 74 86 54 72 62 68 82 82]\n", " 72 (+/- 6.7) <- [68 66 70 80 72 60 68 80 80 78]\n", " 69 (+/- 5.3) <- [72 62 68 57 72 66 72 70 74 76]\n", " 74 (+/- 6.1) <- [76 72 68 70 72 84 74 84 64 72]\n", " 70 (+/- 4.4) <- [68 74 66 80 64 68 70 70 70 74]\n", " 71 (+/- 2.6) <- [70 66 74 70 70 74 74 70 72 68]\n", " 72 (+/- 8.0) <- [86 76 78 60 70 72 57 76 68 76]\n", " 69 (+/- 8.8) <- [82 72 70 48 76 70 72 72 72 60]\n", " 73 (+/- 5.6) <- [66 70 70 78 70 74 72 64 80 82]\n", " 71 (+/- 5.9) <- [74 72 62 68 64 64 80 72 76 78]\n", " 71 (+/- 4.7) <- [66 80 70 76 68 68 74 72 64 74]\n", " 70 (+/- 4.5) <- [68 74 66 78 74 70 72 62 68 66]\n", " 71 (+/- 4.0) <- [66 72 66 78 72 68 70 76 70 76]\n", "Accuracy: 71.3 (+/- 5.96)\n", "Mean time (40 cv): 18.66 seconds\n", "Overall time: 750.68 seconds\n", "\n", " -------------------- Features, ld = 100 -------------------- \n", "\n", "The memory_profiler extension is already loaded. To reload it, use:\n", " %reload_ext memory_profiler\n", "The line_profiler extension is already loaded. To reload it, use:\n", " %reload_ext line_profiler\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 : (2279908,), float32\n", " L_indices : (2279908,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2279908,), float32\n", " W_indices : (2279908,), 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: 8804 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmYHFW9//F3z2RmskNCAiGQZBBkE7gg+16AsgiCG4iI\n", "AnoRr4p45aqgKCWiqKDI8nNhB1FkkR1lNcMuoKyybyEQQhKyJ2Sf+v3xPUXXdLp7qrun+/TyeT1P\n", "PdNVXcu3+yR96ix1DoiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhImXqAL3u6djfQC7QVeD8E\n", "/lirYESkvhT6YRBpRrsBDwHzgNnAA8B2KY+N3FKP6jUuEamBQb4DEKmRkcCtwHHANUAXsDuwzGdQ\n", "ziBgZQXHZwYqkCZV6fcrUtdUIpdWsTFWcr3a/V0K3AU8494P6Vs93c3q1dkbAY8A84EbgVFFrtcD\n", "nFFg//jcXwLeAO7GMuNTgCnADOBy7OYj6cvANOBt4MQi194Jq3mYCzwJ7JkT10+AB4GFwM3AGOBP\n", "Ls5HgUmJ/c928cwHngY+VOCao4FLXXxzgBsS7x0LvIzVgtwErJt4rxe7uXrJxXu+296F1ZwkrzcW\n", "eM/FC3CQ+3xz3efZMrHvFOC7LuaFQDvwRez7fpfsd72P2z8DnAS84t6/mtXTKz5+FvD9xLXa3Por\n", 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4632 iterations\n", "g(Z) = ||X-DZ||_2^2 = 7.864703e+04\n", "rdiff: 0.00310425725601\n", "i(Z) = ||Z||_1 = 1.668191e+05\n", "j(Z) = tr(Z^TLZ) = 9.046062e+04\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xe8I1X9//FXti+7C7tLLwsXRXAFBaQIUjxIt4EiIE2w\n", "AF/LF35f+doLETugX0UFwYLYYAFBRakCV4rCLmXpXfqy7MLusr3e+f3xOWMmuUlubpKbc5K8n4/H\n", "PDIzyUw+mZubz5wyZ0BEREREREREREREREREREREREREREREREREREREmiQP/LbK8w8Cew/B+w7V\n", "fkWkTQ0LHYBIpE4AHgCWAC8B5wLrZJ5PBth+O+CWBmP4NfCNIdiviHQQJXKR/k4Dvusf1wZ2A7YA\n", "bgBG+tfkwoQmGSNCByAiIvFZG1gEfLBk/ThgDvARv3w6cBlwCbAQuBt4S+b1zwD7+vkc8AXgSeAV\n", "YBowKfPaPYF/AvOB54DjgROBlcAKH8+fM/t9J7AJsLRkPzsCc4HhfvmjwMPAPOBaYPPMa/8PeBl4\n", "Dbgf2Lbs0YDJwIXAi34/V2aeOxF4AnjVx7dx5rk+4GTgcf+5fuLXjwYWlLzf+v6zrOeX3wPM9Nvd\n", "Drw589pngM/5mJf5z/ph4Fns2H6F2o99j48z3X4u8KXMew3zy09if+O7gM38c2/ETuxeBR4FDkdE\n", 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['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n", " 'reggae' 'rock']\n", "Overall time: 8814 seconds\n", "\n", " -------------------- Classification, ld = 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+/AAAIABJREFUeJzsnXfYXVWV/z8neWvevMmb3guBhCZFCCAgRSkCKiIoqKig\n", "M+roiNhmLDhjG9HRcRDsvctPFFRsI4oEkN57ryEJEFJII4Wwfn+std+z77nn3N7f/X2e+9x7T91n\n", "n7XXd33X3vscCAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgICAgI\n", "CAgI8PAD4CngjsTyLwH3ALcBFwHjM/b/EnAn8N8VnHsv4NgK9mskDgMObHYhCuB04KvNLkQCM4Ff\n", "1ehYhwPPArfY5xM1Om6tMZ/8NlQNvgvsYr8/XsF5TgdWEtfb2711pwH32+et3vKfo+39c96yTwCv\n", 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80 74]\n", " 71 (+/- 5.6) <- [62 76 62 64 72 78 72 76 72 72]\n", " 74 (+/- 4.3) <- [78 78 80 70 74 72 66 78 74 70]\n", " 73 (+/- 6.0) <- [64 82 72 68 72 76 74 74 82 64]\n", " 73 (+/- 4.5) <- [64 78 68 78 78 74 74 70 74 70]\n", " 74 (+/- 7.0) <- [74 92 72 66 78 76 68 68 72 72]\n", " 73 (+/- 6.6) <- [62 66 66 76 84 76 68 78 74 78]\n", " 74 (+/- 3.8) <- [72 74 80 78 78 66 74 72 72 72]\n", " 73 (+/- 4.1) <- [74 72 78 74 78 64 70 78 72 74]\n", " 72 (+/- 6.4) <- [74 76 82 72 74 70 76 72 56 70]\n", " 71 (+/- 4.9) <- [70 66 66 76 78 68 76 66 68 78]\n", " 73 (+/- 3.2) <- [74 68 74 78 70 76 68 74 76 74]\n", " 73 (+/- 3.9) <- [80 70 74 78 74 74 68 70 68 70]\n", " 73 (+/- 6.1) <- [78 76 78 74 76 74 56 74 74 70]\n", " 72 (+/- 7.4) <- [76 62 80 56 72 78 72 80 72 76]\n", " 73 (+/- 6.9) <- [70 86 70 80 66 82 72 68 74 64]\n", " 71 (+/- 6.3) <- [62 76 68 70 66 84 78 68 66 74]\n", " 74 (+/- 5.9) <- [76 68 80 78 72 78 82 62 70 70]\n", " 74 (+/- 6.7) <- [68 76 80 76 84 72 74 74 76 57]\n", " 72 (+/- 3.9) <- [74 78 70 76 76 68 68 66 70 70]\n", " 72 (+/- 4.6) <- [72 72 74 74 80 66 64 76 74 68]\n", " 71 (+/- 5.9) <- [76 72 80 72 57 70 74 68 64 74]\n", " 71 (+/- 5.2) <- [70 64 78 68 74 78 76 66 64 74]\n", " 74 (+/- 9.3) <- [66 80 74 76 78 72 86 60 57 86]\n", " 71 (+/- 4.9) <- [76 70 80 70 68 64 66 72 70 78]\n", " 72 (+/- 6.1) <- [74 70 64 76 70 70 70 70 68 88]\n", " 73 (+/- 7.2) <- [66 74 76 78 56 82 68 78 76 72]\n", " 72 (+/- 5.2) <- [76 76 72 74 64 64 70 66 78 78]\n", " 72 (+/- 6.9) <- [70 70 66 76 66 60 74 76 86 76]\n", " 73 (+/- 3.5) <- [66 70 70 74 74 74 78 70 76 76]\n", " 71 (+/- 4.7) <- [66 62 68 70 70 76 76 72 68 78]\n", " 71 (+/- 6.7) <- [66 72 72 78 82 62 76 64 64 78]\n", " 71 (+/- 7.5) <- [70 78 80 60 80 78 68 57 68 70]\n", " 75 (+/- 9.9) <- [94 80 86 62 66 70 68 76 64 80]\n", " 72 (+/- 8.4) <- [88 70 76 56 78 72 72 68 76 62]\n", " 73 (+/- 3.1) <- [74 70 72 76 68 76 76 70 78 74]\n", " 72 (+/- 5.2) <- [72 68 66 78 78 64 72 74 68 80]\n", " 74 (+/- 6.0) <- [72 80 78 84 68 68 78 70 64 74]\n", " 72 (+/- 5.9) <- [70 72 84 76 66 78 74 62 70 72]\n", " 73 (+/- 7.1) <- [62 74 66 68 78 80 64 84 74 78]\n", "Accuracy: 72.5 (+/- 6.08)\n", "Mean time (40 cv): 37.65 seconds\n", "Overall time: 1511.87 seconds\n", "\n", " -------------------- Features, ld = 1000.0 -------------------- \n", "\n", "The memory_profiler extension is already loaded. To reload it, use:\n", " %reload_ext memory_profiler\n", "The line_profiler extension is already loaded. To reload it, use:\n", " %reload_ext line_profiler\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 : (2279908,), float32\n", " L_indices : (2279908,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2279908,), float32\n", " W_indices : (2279908,), 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: 11851 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe4JEX1v9/enNhdFpYMe8lJkmQlFBkUjKggoATBgAom\n", "giC0JAP8UIGvSA5KBkEMoIAMSXJaRBZYYGETaZeNbGTr98ep2dt3dmbu3DvdfSac93nmmenq7qpP\n", "z96dU3Xq1CkwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwDMMwekkBOEqp\n", "7Q5gCdCnwvkY+GNeYgzDaCwq/TAYRiuyE/AfYAYwDXgY2KbGe314NSKNqsswjBzopy3AMHJiOPA3\n", "4JvAzcBAYGdggaaoQD9gcR33R2kJaVHq/X4No6GxEbnRLmyAjFxvCu/zgXuAF8L5mK7u6Q6WdWev\n", "BzwOzATuAJav0l4B+EWF64t1Hwm8CdyLGONTgQnAO8A1SOcjyVHAZGAK8KMqbe+AeB4+AJ4Ddi3R\n", "dSbwCDAbuBNYEbgu6HwCGJO4/jdBz0xgLLBphTZHAVcFfdOB2xPnjgZeRbwgfwFWTZxbgnSuXgl6\n", "LwrlAxHPSbK90cCHQS/A/uH5PgjPs1ni2gnACUHzbKAv8DXk+36fzu96j3B9BJwEjA/nb2LZf6/i\n", 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"output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Outer loop: 50 iterations\n", "\n", "Z in [-0.423380792141, 0.545486330986]\n", "Sparsity of Z: 16,502,271 non-zero entries out of 19,072,000 entries, i.e. 86.5%.\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFCCAYAAADhbOSmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXvwbUdV57+X3AR5JgQsQh54I4oCQ1BQHr64MIAREZiH\n", "gSnACE6VM/hWFNAaE8tyCgOOj3GQUSFGBSQiMqSKkUTmRhSQIJAHhBgCRgiai4AgvgiQO3/svbl9\n", "+661eq3u3ufsfX7fT9Wt3zl7d69e3bv37l6PfS5ACCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQggh\n", "hBBCCCGELJ5zAdwA4AMAnr9lXSKcBeAQgPcBeC+AHxyPnwrgCgA3ArgcwClJnRdi6OcNAJ6QHH8Y\n", "gOvGc7+cHL8jgNeMx/8cwJf17kQFJwB4D4DLxu+73N9TALwWwPsBXA/gEdjt/r4Qw3y+DsCrMOi3\n", "S/19BYDDo24Tm+rf+WMbNwL4rvauuJD6+2IM8/kaAK8DcHJybhf7O/FjAG7HcL0n1t7fRXACgJsA\n", "HABwIoCrATxgmwoFOA3A14yf7wrgLzHofhGAnxiPPx/Ai8bPD8TQvxMx9PcmAPvGc1cBePj4+Y0Y\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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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: 69.2 %\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: 57.2 %\n", "Clips accuracy: 67.0 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (500, 1536), float64\n", "Labels: (500,), uint8\n", " 67 (+/- 5.9) <- [60 74 64 62 70 78 57 68 70 68]\n", " 68 (+/- 5.8) <- [74 68 64 54 70 74 68 68 64 74]\n", " 69 (+/- 5.9) <- [60 78 72 68 57 70 66 74 72 72]\n", " 68 (+/- 5.3) <- [64 74 74 66 56 74 68 66 70 68]\n", " 68 (+/- 6.4) <- [57 70 68 74 68 80 70 57 66 64]\n", " 69 (+/- 3.6) <- [68 70 76 68 74 68 64 66 66 66]\n", " 69 (+/- 4.9) <- [66 68 57 72 70 70 64 76 74 70]\n", " 69 (+/- 3.6) <- [72 68 64 70 74 62 70 68 72 72]\n", " 67 (+/- 4.1) <- [70 64 66 74 60 72 64 68 64 70]\n", " 69 (+/- 6.2) <- [76 62 78 60 70 70 74 72 60 66]\n", " 68 (+/- 5.0) <- [78 60 66 72 68 64 72 64 70 64]\n", " 68 (+/- 7.8) <- [70 57 74 80 72 64 54 72 76 64]\n", " 68 (+/- 6.2) <- [74 70 60 78 62 70 62 74 60 66]\n", " 68 (+/- 7.0) <- [60 68 78 68 78 72 57 70 66 57]\n", " 69 (+/- 6.6) <- [72 57 74 64 76 74 64 64 66 80]\n", " 70 (+/- 5.3) <- [64 80 66 70 72 72 62 64 74 72]\n", " 68 (+/- 4.0) <- [62 64 70 64 64 76 68 70 70 70]\n", " 68 (+/- 6.6) <- [70 66 76 64 72 68 82 57 64 64]\n", " 69 (+/- 5.7) <- [60 68 70 72 78 70 70 60 76 64]\n", " 67 (+/- 5.7) <- [64 68 54 76 74 64 66 66 68 68]\n", " 67 (+/- 4.7) <- [66 72 66 70 66 68 64 74 68 56]\n", " 68 (+/- 7.4) <- [78 74 68 62 66 54 72 68 76 57]\n", " 66 (+/- 4.5) <- [60 66 60 66 72 68 70 60 64 72]\n", " 69 (+/- 8.6) <- [62 74 72 80 74 68 82 56 56 68]\n", " 68 (+/- 3.4) <- [66 68 68 66 64 64 74 68 66 74]\n", " 67 (+/- 6.5) <- [60 66 64 66 70 70 74 60 62 82]\n", " 70 (+/- 4.9) <- [74 68 64 66 64 78 68 72 78 70]\n", " 68 (+/- 6.2) <- [62 76 76 72 62 66 57 68 68 76]\n", " 69 (+/- 6.9) <- [60 72 56 68 70 72 64 72 80 76]\n", " 67 (+/- 5.4) <- [68 66 66 57 60 68 78 66 64 72]\n", " 67 (+/- 5.3) <- [76 72 64 57 60 72 64 68 66 66]\n", " 69 (+/- 5.2) <- [66 74 72 78 64 66 66 66 62 76]\n", " 67 (+/- 4.5) <- [68 72 70 60 66 72 68 57 68 70]\n", " 71 (+/- 8.0) <- [82 74 76 72 64 68 54 72 64 80]\n", " 69 (+/- 6.3) <- [86 70 62 64 68 64 70 68 70 70]\n", " 70 (+/- 3.4) <- [72 68 70 68 70 78 74 66 68 68]\n", " 69 (+/- 6.3) <- [74 57 68 68 76 60 74 66 68 78]\n", " 69 (+/- 6.5) <- [74 76 72 74 57 68 76 66 60 62]\n", " 70 (+/- 7.5) <- [78 68 64 88 74 66 66 66 64 64]\n", " 68 (+/- 6.0) <- [66 70 56 74 66 66 76 76 62 66]\n", "Accuracy: 68.3 (+/- 5.96)\n", "Mean time (40 cv): 43.01 seconds\n", "Overall time: 1727.59 seconds\n", "\n", " -------------------- Features, ld = 10000.0 -------------------- \n", "\n", "The memory_profiler extension is already loaded. To reload it, use:\n", " %reload_ext memory_profiler\n", "The line_profiler extension is already loaded. To reload it, use:\n", " %reload_ext line_profiler\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 : (2279908,), float32\n", " L_indices : (2279908,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2279908,), float32\n", " W_indices : (2279908,), 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: 25790 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe4XEX5xz/n3hRSCL2FkiCIFEE6opRBUEBRVLCAWFDB\n", "3guoIEdBRbDjzwJSRUEpgiAIgizSBJEuBAgtIYEkpIfkps7vj3cOe/bc3b27e87s7G7ez/OcZ3dO\n", "mfM9u/fuO/POO++AoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiK0iIl\n", "4GOB7j0RWAX01TgeA79vlxhFUTqLWj8MitKL7APcCcwDZgO3A7s3eK11WyfSqboURWkDw0ILUJQ2\n", "MQ64FvgE8GdgJLAvsDSkKMcwYEWO66OihPQoeT9fRelotEeurC5sg/Rc/+ReB4B/AA+74zGV7umJ\n", "DHZnbw3cDcwHrgLWqXO/EvCDGucndX8UeA64CTHGJwHPAjOAC5HGR5qPAdOA6cBX6tz79YjnYS7w\n", "ALB/RtepwB3AQuCvwPrAH5zOe4AJqfN/6vTMBx4Cdqhxz3WB852+OcBfUseOA55EvCBXA5ukjq1C\n", "GldPOL2/dPtHIp6T9P02ABY7vQCHueeb655nx9S5zwJfd5oXAv3Ah5DP+yXKn/WB7vwIOBGY7I7/\n", 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}, { "name": "stdout", "output_type": "stream", "text": [ "Outer loop: 50 iterations\n", "\n", "Z in [-0.83953756094, 0.733539998531]\n", "Sparsity of Z: 17,965,510 non-zero entries out of 19,072,000 entries, i.e. 94.2%.\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFCCAYAAADhbOSmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXuwPkdZ5z8hvwS5JgSo3PEHKEIowlXuawJijBGBvRjY\n", "4hKJW8Uu3hUhgVqJZbkFAbytG1kVspF7hMiSKhYS2LAgtyCQC4QYAkYJmh9yFUWBmLN/9Lx15sxv\n", "pu893TPv91N16rzvvD3dT/f0TPfT/TzPgBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC\n", "CNE8pwPXA58FXlRZlhBOBK4APg18Cvj57vhRwOXADcBlwJG9c87F1PN64LTe8YcD13a//W7v+O2B\n", "t3THPwJ8b+5KRHAo8Eng0u77mut7JPBW4DPAdcCjWHd9z8X052uBN2LkW1N9Xwsc6GTbMFf9zurK\n", "uAF4TnpVvBir7ysw/flq4BLgiN5va6zvhl8BbsNc7w1Lr28THArcCOwHDgOuAh5QU6AAjgEe0n2+\n", "M/CXGNnPB17YHX8R8LLu80mY+h2Gqe+NwCHdb1cCj+w+vxMzsQF4PnBB9/npwJsz1yGGXwbeALyj\n", "+77m+l4EnN193od54K21vvuBz2MeVGAeVmexrvr+G+Ch7H3Iz1G/o4DPYSYIR/Y+l2asvj8C3K77\n", 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"CCGEEEIIIYQQQgghhBBCCCGEEEKIlxj/D0bjHBopLBFuAAAAAElFTkSuQmCC\n" ], "text/plain": [ "" ] }, "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: 25802 seconds\n", "\n", " -------------------- Classification, ld = 10000.0 -------------------- \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+/AAAIABJREFUeJzsnXecZFWZ/r938nTP9HRP6AlMIgwZJCmisIKAgCu4hjUH\n", 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classical, country, disco, hiphop\n", "Data: (500, 1536), float64\n", "Labels: (500,), uint8\n", " 69 (+/- 5.2) <- [66 76 70 68 74 76 66 57 70 68]\n", " 70 (+/- 5.7) <- [64 80 74 60 72 68 74 74 70 64]\n", " 69 (+/- 5.0) <- [74 66 80 68 60 70 66 70 68 70]\n", " 68 (+/- 6.5) <- [60 74 70 70 62 60 74 72 78 60]\n", " 67 (+/- 4.2) <- [70 68 64 64 70 72 64 68 72 57]\n", " 67 (+/- 6.3) <- [68 78 72 70 72 62 68 62 66 54]\n", " 67 (+/- 5.1) <- [64 66 57 72 66 62 68 64 72 76]\n", " 68 (+/- 8.2) <- [64 74 54 70 84 64 76 68 64 60]\n", " 67 (+/- 6.8) <- [80 60 62 68 78 70 62 60 64 64]\n", " 68 (+/- 7.9) <- [86 68 76 62 64 64 68 57 70 60]\n", " 68 (+/- 6.4) <- [76 70 72 72 76 70 66 68 57 56]\n", " 68 (+/- 4.9) <- [66 62 76 76 64 66 62 66 72 68]\n", " 66 (+/- 6.0) <- [70 56 66 70 68 64 66 74 54 70]\n", " 67 (+/- 4.2) <- [68 66 74 68 68 72 66 60 68 60]\n", " 67 (+/- 4.8) <- [72 66 78 60 66 64 68 64 68 64]\n", " 68 (+/- 7.6) <- [57 80 72 66 66 76 56 62 76 66]\n", " 69 (+/- 6.1) <- [64 74 66 64 66 74 76 74 56 72]\n", " 68 (+/- 5.3) <- [74 70 72 64 74 72 70 57 62 64]\n", " 68 (+/- 6.3) <- [57 74 70 64 72 56 76 66 72 68]\n", " 68 (+/- 7.0) <- [64 74 64 72 74 62 56 64 74 80]\n", " 69 (+/- 7.2) <- [80 66 68 76 68 74 62 78 66 56]\n", " 67 (+/- 6.3) <- [78 64 66 56 68 72 74 64 60 64]\n", " 66 (+/- 5.8) <- [74 64 57 64 76 64 72 68 60 62]\n", " 69 (+/- 5.2) <- [62 74 68 74 70 64 76 62 68 76]\n", " 67 (+/- 6.7) <- [64 60 72 52 68 70 66 66 74 76]\n", " 66 (+/- 7.6) <- [70 57 57 66 72 76 68 68 52 76]\n", " 70 (+/- 7.1) <- [62 60 74 76 66 76 64 84 72 68]\n", " 67 (+/- 7.4) <- [54 62 68 76 57 68 62 68 74 78]\n", " 68 (+/- 6.2) <- [57 66 66 76 64 70 62 78 76 68]\n", " 67 (+/- 7.4) <- [66 72 64 66 57 54 70 70 72 82]\n", " 67 (+/- 4.8) <- [68 68 66 68 62 76 68 66 56 68]\n", " 68 (+/- 6.4) <- [70 70 68 82 68 60 64 72 57 70]\n", " 68 (+/- 5.6) <- [72 62 76 60 68 74 64 60 68 72]\n", " 69 (+/- 7.0) <- [78 72 76 54 64 68 64 78 70 70]\n", " 69 (+/- 8.5) <- [88 72 68 62 74 56 72 64 70 60]\n", " 69 (+/- 4.7) <- [66 68 66 66 76 78 72 64 72 64]\n", " 66 (+/- 5.3) <- [70 56 70 70 74 57 68 66 66 64]\n", " 69 (+/- 5.0) <- [68 74 72 74 64 66 78 62 64 70]\n", " 69 (+/- 8.0) <- [70 70 70 84 78 62 64 54 64 70]\n", " 69 (+/- 5.7) <- [72 62 66 72 64 72 78 70 72 57]\n", "Accuracy: 67.9 (+/- 6.39)\n", "Mean time (40 cv): 94.49 seconds\n", "Overall time: 3793.02 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+/AAAIABJREFUeJzsnXe4nEX1xz9vctNz00NIIzeUhFBD772IhSJIE5SigF1R\n", "rCgi2LHxQ7EgAjYUEBAEpEmQJi1UkRqSAGmkEJIQEgjn98eZuTv77vu+W+/u3bvn8zz3ubtvnd2d\n", "d77nnDkzA4ZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhBPwOWAg8Edt+HvA/\n", 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"rwAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "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: 68.8 %\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: 62.1 %\n", "Clips accuracy: 68.5 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (500, 1152), float64\n", "Labels: (500,), uint8\n", " 67 (+/- 8.0) <- [72 74 60 48 62 74 72 66 66 74]\n", " 66 (+/- 6.5) <- [70 60 62 52 64 70 72 68 66 76]\n", " 68 (+/- 6.7) <- [74 68 84 62 68 70 62 62 70 62]\n", " 68 (+/- 5.5) <- [60 72 62 66 74 74 72 64 76 64]\n", " 67 (+/- 5.1) <- [57 74 66 70 68 64 72 62 74 64]\n", " 68 (+/- 6.1) <- [68 78 74 64 72 70 68 57 57 66]\n", " 66 (+/- 3.7) <- [62 70 60 68 68 66 60 68 70 68]\n", " 67 (+/- 5.9) <- [68 60 57 68 80 64 64 68 64 72]\n", " 65 (+/- 6.0) <- [68 54 68 66 76 62 68 70 62 57]\n", " 66 (+/- 6.3) <- [72 62 78 64 74 64 62 57 60 70]\n", " 65 (+/- 6.6) <- [72 64 54 66 74 64 72 56 57 66]\n", " 67 (+/- 6.1) <- [66 56 60 76 66 70 66 70 76 62]\n", " 68 (+/- 7.3) <- [78 66 57 76 70 68 57 76 57 70]\n", " 68 (+/- 5.1) <- [68 64 74 66 74 72 66 70 56 68]\n", " 68 (+/- 5.1) <- [76 57 76 68 66 68 64 66 66 70]\n", " 68 (+/- 7.4) <- [66 82 72 76 60 56 66 62 72 70]\n", " 68 (+/- 7.5) <- [70 62 60 64 60 82 80 68 64 72]\n", " 67 (+/- 4.6) <- [74 66 76 66 66 62 70 64 62 64]\n", " 68 (+/- 7.2) <- [56 70 76 70 72 60 72 70 76 56]\n", " 67 (+/- 5.7) <- [70 78 62 74 64 70 68 57 68 62]\n", " 66 (+/- 7.4) <- [62 62 60 78 72 68 56 74 72 56]\n", " 67 (+/- 4.7) <- [66 68 66 57 64 68 72 66 76 62]\n", " 65 (+/- 5.5) <- [68 60 60 68 72 56 72 68 70 60]\n", " 67 (+/- 8.2) <- [62 64 57 74 72 56 82 66 60 76]\n", " 66 (+/- 4.0) <- [66 66 68 62 62 60 68 64 70 74]\n", " 68 (+/- 8.0) <- [66 56 66 76 66 76 74 68 52 76]\n", " 69 (+/- 5.3) <- [76 70 60 70 62 74 66 76 66 66]\n", " 67 (+/- 7.5) <- [68 64 78 68 57 60 57 66 80 74]\n", " 67 (+/- 4.7) <- [62 62 64 74 66 66 64 76 70 70]\n", " 66 (+/- 6.2) <- [52 66 62 70 70 66 72 66 64 76]\n", " 65 (+/- 4.6) <- [70 56 68 62 64 70 66 64 57 68]\n", " 68 (+/- 5.5) <- [62 72 64 78 64 64 68 66 62 76]\n", " 66 (+/- 6.9) <- [66 68 74 57 76 66 76 57 62 57]\n", " 68 (+/- 9.7) <- [90 70 72 56 56 62 62 70 64 76]\n", " 68 (+/- 6.5) <- [84 66 74 64 64 66 64 70 66 60]\n", " 68 (+/- 7.0) <- [74 68 52 76 66 57 72 70 72 68]\n", " 67 (+/- 5.6) <- [66 70 57 74 74 66 72 60 62 72]\n", " 69 (+/- 6.6) <- [60 78 72 74 70 68 78 62 60 64]\n", " 67 (+/- 6.1) <- [74 68 62 74 66 80 62 62 64 62]\n", " 67 (+/- 6.7) <- [64 72 56 76 68 66 64 80 62 64]\n", "Accuracy: 67.1 (+/- 6.43)\n", "Mean time (40 cv): 15.01 seconds\n", "Overall time: 604.81 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'] = len(Pvalues) * [accuracy_std]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ld: [1, 10, 100, 1000.0, 10000.0]\n", "accuracy_std: [3.5320107587605074, 5.9623632059779874, 6.0765923838941225, 5.9583219114109633, 6.3905379272796727]\n", "objective_j: [8.0171190202236176, 10749.341583251953, 90460.6201171875, 180343.73779296875, 456038.427734375]\n", "objective_i: [415.35968017578125, 58292.4140625, 166819.109375, 382056.78125, 669909.3125]\n", "objective_h: [0, 0, 0, 0, 0]\n", "objective_g: [26194.47265625, 72384.501953125, 78647.03369140625, 18604.650497436523, 3124.8548626899719]\n", "baseline: [67.059999999999974, 67.059999999999974, 67.059999999999974, 67.059999999999974, 67.059999999999974]\n", "time_features: [132.26830220222473, 2308.8033258914948, 8803.946810007095, 11850.685628890991, 25789.971470832825]\n", "baseline_std: [6.4277834437697035, 6.4277834437697035, 6.4277834437697035, 6.4277834437697035, 6.4277834437697035]\n", "sparsity: [2.1629981124161075, 18.90088087248322, 41.601431417785236, 86.5261692533557, 94.19835360738254]\n", "iterations_inner: [63, 1079, 4632, 7359, 15951]\n", "iterations_outer: [3, 6, 35, 50, 50]\n", "accuracy: [16.569999999999972, 71.265000000000029, 72.494999999999933, 68.279999999999987, 67.894999999999925]\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAgQAAAFRCAYAAAALqbVPAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmYXEW5x/FvJ4EAAQMBJAECw2IIogIi25WlRERAEZRN\n", 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}, { "name": "stdout", "output_type": "stream", "text": [ "Dictionary atoms for ld = 1\n", "Dictionary atoms for ld = 10\n", "Dictionary atoms for ld = 100\n", "Dictionary atoms for ld = 1000.0\n", "Dictionary atoms for ld = 10000.0\n", "Experiment time: 59322 seconds\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/pymodules/python2.7/matplotlib/figure.py:371: UserWarning: matplotlib is currently using a non-GUI 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':\n", " print('{}: {}'.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 / (len(Pvalues)-1)\n", " params['markersize'] = 10\n", " plt.xlim(-margin, len(Pvalues)-1+margin)\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", "# Classification results.\n", "plot('accuracy', 'baseline', err=['accuracy_std', 'baseline_std'])\n", "\n", "# Features extraction results.\n", "if regen_features:\n", " plot('objective_g', 'objective_i', 'objective_j', log=True)\n", " plot('sparsity')\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": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAikAAAFNCAYAAADFHv/PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXdYU8nXx09C7wSCUgKEKh2UomAhFhTsKzasqKyiaxe7\n", "Lri6isrquu6Krg3FggXFjiAQ7CJKE1RACF3pHQlJ5v2Dvb/N5gVEBUJgPs/zfZ7cue3cOYR7MnNm\n", "hoQQAgwGg8FgMJjuBlnYBmAwGAwGg8G0BA5SMBgMBoPBdEtwkILBYDAYDKZbgoMUDAaDwWAw3RIc\n", "pGAwGAwGg+mW4CAFg8FgMBhMtwQHKRih4OnpGbR9+/adre1XUFCoYbFY9I6+b2ddt7PpifWVm5ur\n", "o6CgUIMQIn3vteh0OisqKmpkS/sePXo01MTE5N333qOrrktw/vz52WPGjLnfWdcHAGAwGMyTJ08u\n", 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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 / (len(Pvalues)-1)\n", " params['markersize'] = 10\n", " plt.xlim(-margin, len(Pvalues)-1+margin)\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", "Pname = 'ld'\n", "Pvalues = np.array([1,10,100,1e3,1e4])\n", "res = {}\n", "res['objective_j'] = [8.0171190202236176, 10749.341583251953, 90460.6201171875, 180343.73779296875, 456038.427734375]\n", "res['objective_i'] = [415.35968017578125, 58292.4140625, 166819.109375, 382056.78125, 669909.3125]\n", "res['objective_g'] = [26194.47265625, 72384.501953125, 78647.03369140625, 18604.650497436523, 3124.8548626899719]\n", "res['objective_j'] /= np.array(100) # lg\n", "res['objective_i'] /= np.array(1) # ls\n", "res['objective_g'] /= Pvalues # ld\n", "plot('objective_g', 'objective_i', 'objective_j', log=True)\n", "print('g(Z) = ||X-DZ||_2^2, h(Z) = ||Z-EX||_2^2, i(Z) = ||Z||_1, j(Z) = tr(Z^TLZ)')" ] } ], "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 }