{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Genre recognition: experiment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Goal: observe the effect of convergence on a small dataset (500 songs, 149 frames, $m=128$) with $\\lambda_g=100$.\n", "\n", "Conclusion: Relative stopping criterion works well on the outer loop. The stopping criterion `rtol=1e-3` is too restrictive and reduces performance over several metrics.\n", "\n", "Observations:\n", "* Relative stopping criterion works well on the outer loop. Remove the need to set `N_outer`.\n", "* Objective and sparsity diminishes linearly with rtol.\n", "* The gap between the objective functions reduces to one order of magnitude.\n", "* Some iterations are needed to let some $Z$ coefficients grow while others vanish.\n", "* Running time is exponential to `1/rtol`.\n", "* `rtol=1e-5` is sufficient for `lg=100`.\n", "* The minimum `rtol` may depend on `lg`. Larger `lg` needs smaller `rtol`.\n", "* Ran for 2h." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfgAAAFNCAYAAADsL325AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XdcU2cfNvArLFGGAYWAgEZBpagMsW4rVfHRtiJuRWmg\n", "jg5nta4+HXY8gqOto9PWIg6sWBVH1UerYtU6qjJEq1QkiAhxABUQWTnvH755H8qLgpBwknB9P5/z\n", "qSdkXMG7/nLfv3NOJIIggIiIiIyLidgBiIiISPtY4ImIiIwQCzwREZERYoEnIiIyQizwRERERogF\n", "noiIyAixwBM1AjY2NgVKpVIudg5tWrJkyZLQ0NBNYucg0lcs8ESNQEFBgY1cLlcCQFhY2Ib333//\n", "E5Ej/X+etWBLJBJexIPoKVjgiYxARUWFqdgZ6qO8vNzsWR8jCIJEF1mIjAULPJGOLVu2bKGrq+st\n", "W1vbB56enlePHj06AHg8Yx09evTP48eP/8nW1vaBv7//heTkZG/N4yIjIxd5eHhct7W1fdCpU6fL\n", "cXFxwZqfbdiwIaxPnz6n5s6d+3nLli3vffTRRx9ev37do3///selUmm+g4PD3fHjx/+kub+JiYk6\n", "LS3Nfd26ddNiYmJCli9fvsDGxqYgKChoz8qVK98ZPXr0z5Uzz5o1a82cOXNWVfdexowZs73ybbNn\n", "z149e/bs1Zpc7u7uaba2tg/atWt3IyYmJqS634nmvYeGhm5q3rz53999993rERERi7dt2zbOxsam\n", 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= [8.181773e+02, 7.041881e+03, 1.102598e+04, 1.162210e+04]\n", "accuracy = [55, 74, 74, 75]\n", "\n", "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", " for var in args:\n", " pltfunc(x, globals()[var], '.-', label=var)\n", " plt.xlim(0, len(Pvalues)-1)\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", "plot('sparsity')\n", "plot('objective')\n", "plot('objective_g', 'objective_i', 'objective_j', log=True)\n", "plot('accuracy')\n", "plot('time_features')\n", "plot('inner_iterations')\n", "plot('outer_iterations')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Hyper-parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Parameter under test" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "Pname = 'rtol'\n", "Pvalues = [1e-3, 1e-4, 1e-5, 1e-6]\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['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": [ "### Numerical parameters" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# 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-3 # 1e-3, 1e-5, 1e-7\n", "p['N_outer'] = 40 # 10, 15, 20\n", "\n", "# Classification.\n", "p['Ncv'] = 10" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Processing" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data: (149000, 96), float32\n", "Elapsed time: 168.88 seconds\n", "All self-referenced in the first column: True\n", "dist in [0.0, 0.4668174088]\n", "w in [0.0424621365964, 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 : (2382050,), float32\n", " L_indices : (2382050,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2382050,), float32\n", " W_indices : (2382050,), 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: 177.82 seconds\n", "\n", "--------------------------------------------------\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 : (2382050,), float32\n", " L_indices : (2382050,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2382050,), float32\n", " W_indices : (2382050,), 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: 63 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xe8HFX9//HXTSE9hCAghJCLIE1AqohSDqAIP4rSRBRp\n", 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"output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Outer loop: 2 iterations\n", "\n", "Z in [-0.000339607271599, 0.0188992358744]\n", "Sparsity of Z: 15,056,401 non-zero entries out of 19,072,000 entries, i.e. 78.9%.\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFCCAYAAADhbOSmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xv0JkV95/H3DwYICIKjLgPM6CCKAgdUNIgmuyBBQtCA\n", "m90Ae0RH4OxxVxPvRtCzIZycZFkvG81m0TUiGW8oUcLCOaxAWFiNKKBchtvILUTAMBgRYzQRkN/+\n", "Uf3462n6Ut1d1V2Xz+uc3/k9Tz/9dFf15flWVVdXg4iIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI\n", "SPCOBjYDdwLvnTktfawDrgRuBW4B3lpMXw1cDtwBXAbsVvrO6Zh8bgaOKk1/CXBz8dlHS9N3AL5Y\n", "TP8m8GzXmRhgW+AG4OLifcr53Q34EnA7cBvwMtLO7+mY4/lm4POY9KWU308BW4q0LUyVvw3FOu4A\n", "3jA+K1bq8vtBzPF8E3ABsGvpsxTzu/Au4AnM/l6IPb9B2Ba4C1gPbAfcCOw3Z4J6WAO8qHi9M/Ad\n", "TNo/APxeMf29wFnF6/0x+dsOk9+7gKXis2uBQ4rXl2AKNgBvBs4uXp8AfMFxHoZ4J/A54KLifcr5\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+/AAAIABJREFUeJzsnXe4HEeV9n+tfK/u1Q1KVrTkbGMbG2yDSbbJJmdYTPCS\n", 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uint8\n", "Testing labels: (200,), uint8\n", "Feature vectors accuracy: 51.5 %\n", "Clips accuracy: 55.5 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (500, 1536), float64\n", "Labels: (500,), uint8\n", " 53 (+/- 7.4) <- [ 0.68 0.54 0.5 0.42 0.52 0.64 0.5 0.56 0.46 0.52]\n", " 54 (+/- 4.2) <- [ 0.5 0.54 0.6 0.52 0.62 0.48 0.58 0.54 0.52 0.54]\n", " 55 (+/- 6.4) <- [ 0.56 0.52 0.66 0.56 0.44 0.62 0.52 0.48 0.62 0.54]\n", " 54 (+/- 4.5) <- [ 0.46 0.5 0.6 0.54 0.58 0.54 0.58 0.48 0.54 0.58]\n", " 54 (+/- 6.8) <- [ 0.42 0.58 0.5 0.54 0.48 0.56 0.6 0.52 0.68 0.5 ]\n", " 53 (+/- 9.7) <- [ 0.44 0.58 0.6 0.54 0.52 0.38 0.46 0.74 0.46 0.58]\n", " 54 (+/- 6.0) <- [ 0.52 0.64 0.46 0.52 0.52 0.56 0.56 0.5 0.46 0.64]\n", " 54 (+/- 5.8) <- [ 0.56 0.48 0.52 0.6 0.6 0.42 0.62 0.52 0.56 0.52]\n", " 53 (+/- 8.2) <- [ 0.64 0.38 0.56 0.56 0.58 0.52 0.4 0.58 0.62 0.5 ]\n", " 53 (+/- 5.5) <- [ 0.6 0.54 0.58 0.42 0.52 0.58 0.52 0.56 0.48 0.46]\n", "Mean time (10 cv): 29.36 seconds\n", "Overall time: 299.49 seconds\n", "\n", "--------------------------------------------------\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 : (2382050,), float32\n", " L_indices : (2382050,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2382050,), float32\n", " W_indices : (2382050,), 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: 945 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xe8JFWZ//HPncTADEOQIOAwF0EEDIsiKi7hmBAUdFUM\n", "KKugP8PqqrvuqqggZXZF3VVZswQTmBOuLqhcRGVFJYoSBhiyQ5AwAwwMTP/+eE7TdXs63n66n+6+\n", "3/frVa/uqq6u/lb3zD11zqk6BSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIyQ1PAq4M+exJY\n", "B8xp8noBfHVQYURkuDT7wyAyjvYGfgvcDtwK/Bp4QofvreRpGA1rLhEZgHnRAUQGZAlwKvA64FvA\n", "BsA+wL2RobJ5wP09vH/CK8iY6vX7FRlqqpHLbLEzVnP9Zn5cA5wOXJRfL5jePD3J+s3ZOwG/A+4A\n", "fgBs1uLzpoAPN1m/uu1XAVcDP8cK46OAFcBK4CTs4KPs1cD1wA3Av7X47CdjLQ+3AecD+9Xlej/w\n", "G2AV8CNgC+DrOec5wLLS+v+Z89wBXAg8qslnbg6ckPP9Dfh+6bXXAJdjrSA/BLYpvbYOO7i6LOc9\n", "Li/fAGs5KX/elsDdOS/AQXn/bsv785jSuiuAt+fMq4C5wCuw7/sWat/10/P6E8CRwPL8+jdZ//eq\n", 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labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n", " 'reggae' 'rock']\n", "Overall time: 953 seconds\n", "\n", "--------------------------------------------------\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+/AAAIABJREFUeJzsnXe4JUWZ/z9nZm4Oc++dxOQZZhiSZCQoCCqwoCiogGkl\n", "GFDXHPdnYk3rGjYYWXNYXfMa14gBBVlBJSiCoOQcJjDD5GHq98dbdbtO3w7VffK57/d5ztMn1Omu\n", "rn77/db3rbeqQaFQKBQKhUKhUCgUCoVCoVAoFAqFQqFQKBQKhUKhUCgUCoVCoVAoFAqFQqFQePgs\n", "cB/wp9j3HwCuB64BvgXMTvn/B4BrgfeVOPZBwCkl/tdMHAcc3epKZOBc4COtrkQMi4Bv1GlfxwMP\n", "AVfZ11vrtN96YwVT76Fa8ClgH/v+zSWOcy7wAFG7Pd/77RzgRvs62/v+v5H7/Z+9794KnBZe7bpg\n", 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float64\n", "Testing data: (2400, 128), float64\n", "Training labels: (3600,), uint8\n", "Testing labels: (2400,), uint8\n", "Accuracy: 74.8 %\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: 64.2 %\n", "Clips accuracy: 72.0 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (500, 1536), float64\n", "Labels: (500,), uint8\n", " 72 (+/- 6.1) <- [ 0.7 0.82 0.74 0.7 0.7 0.82 0.62 0.66 0.76 0.72]\n", " 72 (+/- 3.1) <- [ 0.68 0.68 0.72 0.7 0.76 0.78 0.72 0.74 0.7 0.72]\n", " 72 (+/- 4.0) <- [ 0.74 0.76 0.8 0.66 0.68 0.72 0.68 0.72 0.74 0.74]\n", " 73 (+/- 3.9) <- [ 0.66 0.78 0.72 0.76 0.66 0.72 0.76 0.74 0.74 0.76]\n", " 74 (+/- 4.7) <- [ 0.72 0.82 0.72 0.82 0.7 0.74 0.72 0.66 0.76 0.74]\n", " 72 (+/- 4.0) <- [ 0.7 0.8 0.74 0.72 0.76 0.66 0.74 0.72 0.66 0.72]\n", " 73 (+/- 6.4) <- [ 0.72 0.72 0.56 0.74 0.72 0.74 0.74 0.82 0.78 0.76]\n", " 74 (+/- 6.6) <- [ 0.7 0.64 0.72 0.76 0.86 0.64 0.78 0.78 0.8 0.72]\n", " 74 (+/- 6.9) <- [ 0.88 0.66 0.64 0.78 0.74 0.78 0.66 0.78 0.72 0.74]\n", " 73 (+/- 7.1) <- [ 0.84 0.78 0.8 0.72 0.78 0.7 0.7 0.68 0.58 0.7 ]\n", "Mean time (10 cv): 17.72 seconds\n", "Overall time: 181.07 seconds\n", "\n", "--------------------------------------------------\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 : (2382050,), float32\n", " L_indices : (2382050,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2382050,), float32\n", " W_indices : (2382050,), 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: 2205 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xf8HFW9//HXppGQAgmgEIh8sSAoKiggKuUIUvyJooIK\n", "iAoiduXe65XipaztWrCBXBWVEIoUQRBBaSKLgAhSQpGOhJJA6CG0kOQ7vz8+Z9z57nd3v1tm9+ye\n", "fT8fj3nsTtmZz8432c+cc2bOARERERERERERERERERERERERERERERERERERERFpUQnYP9Cxh4Bh\n", "YFyN9UXg5G4FIyK9pdYPg0iMtgb+BjwNPAFcCWze4GcTP/WiXo1LRLpgQugARLpkBnA+8Bngt8Aq\n", "wDbAspBBeROAFW18vpBXIJFq9/yK9DSVyGVQbIiVXM/wry8ClwC3+PVFRlZPDzG6OvvVwDXAEuD3\n", "wMw6xysB36mxfbrvTwL3A3/GkvFhwAJgMXAidvGRtT+wEFgEfKXOsbfCah6eAuYD21XE9U3gKmAp\n", "8AdgTeA3Ps5rgfUz2//Yx7MEuBl4fY1jzgJO8PE9CZyTWXcAcDdWC3IusE5m3TB2cXWXj/dYv3wV\n", "rOYke7y1gOd9vAC7+u/3lP8+b8hsuwA4yMe8FBgPfBw7349TPtc7+O0LwCHAPX79GYz+e6Wffwz4\n", 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'metal' 'pop'\n", " 'reggae' 'rock']\n", "Overall time: 2213 seconds\n", "\n", "--------------------------------------------------\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+/AAAIABJREFUeJzsnXecJFW597+9OzM7YXdndmdznN1lgSUtOSNBQUARMKBe\n", "vYoZQUVEvNcLKuZ4X331Va+K4SoK6r0GDCimRRQDKjmD5MwSlg3sLnDeP55zpqprKpzqqa6u7nm+\n", "n898qqe7uurUqec8v/M859RpUBRFURRFURRFURRFURRFURRFURRFURRFURRFURRFURRFURRFURQl\n", "xNeAB4CrI+9/ErgeuBL4ATCY8P1PAtcAH2/g3KuBoxr4XpkcDOzX6kKkcCLwuVYXIsIC4PsFHesQ\n", "4HHgcvt3VkHHLZoRxrah8fAVYHv7+j8aOM+JwEME9fba0GevBm6yf68Kvf9tpL1/OPTeWcCx/sUu\n", "hBGKrUtFKYyDgN0Ya6CHA5Ps64/ZvzgeA2oNnvtE8jv72jjO1whnA6fn/M7kJpQjiVdTLcHsKvh4\n", 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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: 63.5 %\n", "Clips accuracy: 70.0 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (500, 1536), float64\n", "Labels: (500,), uint8\n", " 72 (+/- 7.8) <- [ 0.7 0.76 0.68 0.68 0.8 0.86 0.64 0.58 0.76 0.76]\n", " 73 (+/- 3.9) <- [ 0.74 0.7 0.76 0.64 0.78 0.74 0.74 0.78 0.72 0.72]\n", " 73 (+/- 6.8) <- [ 0.72 0.84 0.8 0.62 0.66 0.72 0.68 0.82 0.72 0.76]\n", " 70 (+/- 5.5) <- [ 0.68 0.74 0.68 0.66 0.64 0.74 0.78 0.64 0.8 0.66]\n", " 72 (+/- 4.1) <- [ 0.68 0.74 0.66 0.78 0.7 0.76 0.74 0.66 0.76 0.72]\n", " 74 (+/- 4.6) <- [ 0.72 0.78 0.8 0.78 0.78 0.68 0.72 0.76 0.66 0.7 ]\n", " 72 (+/- 4.1) <- [ 0.7 0.68 0.64 0.78 0.72 0.7 0.7 0.74 0.72 0.78]\n", " 72 (+/- 6.4) <- [ 0.66 0.64 0.72 0.74 0.84 0.64 0.76 0.8 0.74 0.68]\n", " 72 (+/- 6.3) <- [ 0.78 0.68 0.7 0.74 0.78 0.8 0.68 0.7 0.58 0.76]\n", " 72 (+/- 5.3) <- [ 0.74 0.64 0.8 0.7 0.74 0.68 0.72 0.72 0.64 0.8 ]\n", "Mean time (10 cv): 18.25 seconds\n", "Overall time: 186.32 seconds\n", "\n", "--------------------------------------------------\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 : (2382050,), float32\n", " L_indices : (2382050,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2382050,), float32\n", " W_indices : (2382050,), 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: 3187 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm4I1WdxvFvuhvojX1fmr4IIqAoLoDMAB5QERRxw51R\n", "xEHHfdSRTZC4oziujA4imyCLoqjgBiKXTUZkb0VkkWbphmaHZmloujN//E6ZSjrJTW6S80sq7+d5\n", "8qSqklTeurf7njrnVJ0DIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjJJ48B7nb57DFgOTGny\n", "ehk4JVUYERkszf4wiBTRzsAfgYeBB4BLgZe0+dlKfAyiQc0lIglM8w4gkshqwLnA+4EfA6sAuwBP\n", "eYaKpgHPdPH5Uq+CFFS3P1+RgaYauYyKLbGa65nxeQlwPjAvvl6mtnl6jBWbs7cA/gQ8AvwcWLPF\n", "940DX27y/mzfBwC3A7/HCuPDgfnAIuBk7OQj773AAmAh8MkW3/1SrOXhIeBa4GV1uT4PXAYsBn4J\n", "rAP8KOa8Apibe/83Yp5HgOuB5zb5zrWAE2O+B4Gzc68dCNyMtYL8Atgw99py7OTqppj3mLh9Fazl\n", "JP996wJPxLwAe8fjeygez7a5984HDoqZFwNTgXdhP+/7qf6sXx7fXwIOAW6Jr5/Jir+v7PP3AYfl\n", 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" 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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genres: blues, classical, country, disco, hiphop\n", "Data: (500, 1536), float64\n", "Labels: (500,), uint8\n", " 73 (+/- 6.5) <- [ 0.8 0.74 0.7 0.76 0.76 0.8 0.6 0.62 0.76 0.74]\n", " 73 (+/- 4.5) <- [ 0.7 0.72 0.8 0.68 0.78 0.8 0.7 0.74 0.68 0.7 ]\n", " 73 (+/- 5.2) <- [ 0.78 0.82 0.78 0.66 0.74 0.66 0.68 0.76 0.72 0.72]\n", " 72 (+/- 4.7) <- [ 0.64 0.8 0.74 0.72 0.7 0.72 0.72 0.68 0.8 0.7 ]\n", " 75 (+/- 4.8) <- [ 0.74 0.76 0.7 0.8 0.7 0.76 0.82 0.66 0.78 0.78]\n", " 73 (+/- 4.0) <- [ 0.7 0.82 0.74 0.76 0.76 0.72 0.72 0.72 0.66 0.72]\n", " 72 (+/- 6.3) <- [ 0.64 0.7 0.62 0.78 0.72 0.68 0.7 0.8 0.74 0.82]\n", " 73 (+/- 7.3) <- [ 0.66 0.66 0.66 0.7 0.88 0.66 0.8 0.76 0.8 0.72]\n", " 72 (+/- 6.4) <- [ 0.8 0.7 0.72 0.76 0.76 0.8 0.66 0.7 0.58 0.68]\n", " 73 (+/- 4.9) <- [ 0.78 0.74 0.78 0.66 0.76 0.68 0.72 0.7 0.66 0.8 ]\n", "Mean time (10 cv): 18.73 seconds\n", "Overall time: 191.26 seconds\n", "\n", "--------------------------------------------------\n", "\n", "Experiment time: 7471 seconds\n" ] } ], "source": [ "import numpy as np\n", "import time\n", "\n", "texperiment = time.time()\n", "\n", "def separator():\n", " print('\\n' + 50 * '-' + '\\n')\n", " # Fair comparison when tuning parameters.\n", " np.random.seed(1)\n", "\n", "#%run gtzan.ipynb\n", "#%run audio_preprocessing.ipynb\n", "if not regen_graph:\n", " %run audio_graph.ipynb\n", " separator()\n", "if not regen_features:\n", " %run audio_features.ipynb\n", " separator()\n", "\n", "# Hyper-parameter under test.\n", "for p[Pname] in Pvalues:\n", "\n", " if regen_graph:\n", " %run audio_graph.ipynb\n", " separator()\n", " if regen_features:\n", " %run audio_features.ipynb\n", " separator()\n", " %run audio_classification.ipynb\n", " separator()\n", "\n", "print('Experiment time: {:.0f} seconds'.format(time.time() - texperiment))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.3" } }, "nbformat": 4, "nbformat_minor": 0 }