{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Genre recognition: experiment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Goal: Test the influence of $\\lambda_e$.\n", "\n", "Conclusion: Decrease accuracy once greater than $\\lambda_d$ (by an order of magnitude).\n", "\n", "Observations:" ] }, { "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 = 'le'\n", "Pvalues = [None, 1, 10, 100, 1e3]\n", "\n", "# Regenerate the graph or the features at each iteration.\n", "regen_graph = False\n", "regen_features = True\n", "regen_baseline = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Model parameters" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "p = {}\n", "\n", "# Preprocessing.\n", "\n", "# Graph.\n", "p['data_scaling_graph'] = 'features'\n", "p['K'] = 10 + 1 # 5 to 10 + 1 for self-reference\n", "p['dm'] = 'euclidean'\n", "p['Csigma'] = 1\n", "p['diag'] = True\n", "p['laplacian'] = 'normalized'\n", "\n", "# Feature extraction.\n", "p['m'] = 128 # 64, 128, 512\n", "p['ls'] = 1\n", "p['ld'] = 10\n", "p['le'] = None\n", "p['lg'] = 100\n", "\n", "# Classification.\n", "p['scale'] = None\n", "p['Nvectors'] = 6\n", "p['svm_type'] = 'C'\n", "p['kernel'] = 'linear'\n", "p['C'] = 1\n", "p['nu'] = 0.5\n", "p['majority_voting'] = False" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data parameters" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# HDF5 data stores.\n", "p['folder'] = 'data'\n", "p['filename_gtzan'] = 'gtzan.hdf5'\n", "p['filename_audio'] = 'audio.hdf5'\n", "p['filename_graph'] = 'graph.hdf5'\n", "p['filename_features'] = 'features.hdf5'\n", "\n", "# Dataset (10,100,644 | 5,100,149 | 2,10,644).\n", "p['Ngenres'] = 5\n", "p['Nclips'] = 100\n", "p['Nframes'] = 149\n", "\n", "# Added white noise.\n", "p['noise_std'] = 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Numerical parameters" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Graph.\n", "p['tol'] = 1e-5\n", "\n", "# Feature extraction.\n", "p['rtol'] = 1e-5 # 1e-3, 1e-5, 1e-7\n", "p['N_inner'] = 500\n", "p['N_outer'] = 50\n", "\n", "# Classification.\n", "p['test_size'] = 0.1\n", "p['Ncv'] = 20\n", "p['dataset_classification'] = 'Z'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Processing" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import time\n", "\n", "texperiment = time.time()\n", "\n", "# Result dictionary.\n", "res = ['accuracy', 'accuracy_std']\n", "res += ['sparsity', 'atoms_D']\n", "res += ['objective_g', 'objective_h', 'objective_i', 'objective_j']\n", "res += ['time_features', 'iterations_inner', 'iterations_outer']\n", "res = dict.fromkeys(res)\n", "for key in res.keys():\n", " res[key] = []\n", "\n", "def separator(name, parameter=False):\n", " if parameter:\n", " name += ', {} = {}'.format(Pname, p[Pname])\n", " dashes = 20 * '-'\n", " print('\\n {} {} {} \\n'.format(dashes, name, dashes))\n", " # Fair comparison when tuning parameters.\n", " # Randomnesses: dictionary initialization, training and testing sets.\n", " np.random.seed(1)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " -------------------- Graph -------------------- \n", "\n", "Data: (149000, 96), float32\n", "Elapsed time: 172.79 seconds\n", "All self-referenced in the first column: True\n", "dist in [0.0, 1.5347918272]\n", "w in [0.00525977369398, 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 : (2406018,), float32\n", " L_indices : (2406018,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2406018,), float32\n", " W_indices : (2406018,), int32\n", " W_indptr : (149001,) , int32\n", " W_shape : (2,) , int64\n", "Attributes:\n", " K = 11\n", " dm = euclidean\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Overall time: 182.22 seconds\n", "\n", " -------------------- Features, le = None -------------------- \n", "\n", "Attributes:\n", " sr = 22050\n", " labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n", " 'reggae' 'rock']\n", "Datasets:\n", " Xa: (10, 100, 644, 2, 1024) , float32\n", " Xs: (10, 100, 644, 2, 96) , float32\n", "Full dataset:\n", " size: N=1,288,000 x n=96 -> 123,648,000 floats\n", " dim: 123,648 features per clip\n", " shape: (10, 100, 644, 2, 96)\n", "\n", "Reduced dataset:\n", " size: N=149,000 x n=96 -> 14,304,000 floats\n", " dim: 28,608 features per clip\n", " shape: (5, 100, 149, 2, 96)\n", "\n", "Data: (149000, 96), float32\n", "Attributes:\n", " K = 11\n", " dm = euclidean\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Datasets:\n", " L_data : (2406018,), float32\n", " L_indices : (2406018,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2406018,), float32\n", " W_indices : (2406018,), 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: 2992 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfsAAAFRCAYAAABzDARaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm4HFWd//H3zQIJCYGwbyGXRXY0iGwKeBRFGBaHAXdU\n", 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"name": "stdout", "output_type": "stream", "text": [ "Outer loop: 8 iterations\n", "\n", "Z in [-0.153496861458, 1.12698090076]\n", "Sparsity of Z: 3,703,625 non-zero entries out of 19,072,000 entries, i.e. 19.4%.\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFCCAYAAADhbOSmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJztnXuwbUdd57+X3AR5JgQsAknwIogCRaKgPHzlwABGRGAe\n", "AhZgBK1yBt+KAlpjbspyBgKMj3GQUSFGBSQiMqSKkUQmNyggIJAECDEEjBIwFwFBfPHKnj/WWrl9\n", "f/f36l5r7b3Xvt9P1amzd69+/LpX9+r+PdY5ACGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBC\n", "CCGEELL1nAvgOgAfAvDcDctSw5kArgDwAQDvB/BjffqpAC4HcD2AywCcUpR5Prp+XgfgsUX6QwC8\n", "r7/2q0X6bQG8pk//CwBfNXUnGjgBwHsBXNp/3+X+ngLgtQA+COBaAA/Dbvf3+ejm8/sAvAqdfLvU\n", "31cAONzLNrCu/p3Xt3E9gO8b35UUWn9fhG4+Xw3gdQBOLq7tYn8HfhrALeju98DS+7sVnADgBgAH\n", "AJwI4CoA99+kQBWcBuDr+893BPBX6GS/EMDP9unPBfCC/vMD0PXvRHT9vQHAvv7aOwE8tP/8RnQH\n", "GwB4NoCX9p+fAuAPJu5DCz8F4JUA3tB/3+X+XgzgWf3n/egeeLva3wMAPoLuQQV0D6vzsFv9/TYA\n", 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"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: 2999 seconds\n", "\n", " -------------------- Classification, le = None -------------------- \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+/AAAIABJREFUeJzsnXeYJFXV/z89eWZnZmdmdzbvshHYJS1BJAcRFgRBQcXw\n", "KggIKr4K5oCvmFBBMaD+DOj7mkAQUUFFUWQRUHJSCbKERTLswhI2s+f3x7l3u6anK3R3dXd1z/k8\n", "Tz/V01NVfbvq1vne77m3boFhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGIZhGAF+\n", 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"Feature vectors accuracy: 65.2 %\n", "Clips accuracy: 73.5 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (6000, 128), float64\n", "Labels: (6000,), uint8\n", "Ratio: 5400.0 training, 600.0 testing\n", " 76 (+/- 2.2) <- [76 73 77 76 71 77 74 79 78 76]\n", " 77 (+/- 1.6) <- [77 76 76 74 79 77 78 77 75 79]\n", " 78 (+/- 1.3) <- [78 77 78 78 79 80 79 76 78 75]\n", " 78 (+/- 1.5) <- [79 74 76 78 79 77 77 78 78 77]\n", " 77 (+/- 1.5) <- [77 78 78 78 79 77 78 76 77 73]\n", " 79 (+/- 1.0) <- [79 78 77 80 79 79 77 78 78 78]\n", " 77 (+/- 1.3) <- [78 76 79 77 76 75 78 75 77 78]\n", " 77 (+/- 1.3) <- [74 76 77 77 77 79 75 77 75 78]\n", " 78 (+/- 1.6) <- [76 78 75 79 77 76 78 81 79 78]\n", " 78 (+/- 1.8) <- [79 77 76 76 78 75 76 76 79 82]\n", " 78 (+/- 1.6) <- [80 79 77 75 77 77 79 75 78 76]\n", " 78 (+/- 0.9) <- [78 77 78 77 76 77 76 78 79 78]\n", " 77 (+/- 1.6) <- [79 77 77 78 77 79 77 74 77 75]\n", " 76 (+/- 1.6) <- [78 76 79 75 75 75 75 75 76 77]\n", " 78 (+/- 1.4) <- [76 78 77 77 78 81 80 78 78 76]\n", " 78 (+/- 2.0) <- [79 77 79 79 76 75 76 77 82 76]\n", " 77 (+/- 1.7) <- [75 78 78 75 78 75 76 79 79 75]\n", " 77 (+/- 1.3) <- [77 79 76 78 77 78 75 76 79 77]\n", " 78 (+/- 1.4) <- [77 79 77 77 77 78 80 76 76 75]\n", " 77 (+/- 2.1) <- [78 78 77 73 74 76 80 74 76 76]\n", "Accuracy: 77.5 (+/- 1.70)\n", "Mean time (20 cv): 21.41 seconds\n", "Overall time: 432.10 seconds\n", "\n", " -------------------- Features, le = 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 = euclidean\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Datasets:\n", " L_data : (2406018,), float32\n", " L_indices : (2406018,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2406018,), float32\n", " W_indices : (2406018,), 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: 2597 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm4I1Wd//H37aahm252ULaGiyICgrKIyshyAoioKKOg\n", "giKCiuggOupPBVyI4oyMOCrg6IiyKrK6gRsgVhCQEWRXQPatgWaHboQGuvP743ti6qaT3NybnHxT\n", "uZ/X89STVCWp+lRud06dU1XngIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhMUgX4oNO2R4El\n", 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||Z-EX||_2^2 = 8.008671e+02\n", "rdiff: 0.0\n", "i(Z) = ||Z||_1 = 5.809159e+04\n", "j(Z) = tr(Z^TLZ) = 7.798520e+03\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfQAAAFRCAYAAACCB1/XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm8HFWZ//FPZyEJIZAEwh64IAZBZQdFtnMBWdwBFUGU\n", "uJEZddCB8Yc4Ki3qiMKMIzoguCCisi9uwWHri8goe8KOLAlLwk6AQICQpH5/PNV2dd3qvapPd9f3\n", "/Xr1q7uWrn66btJPnaXOARERERERERERERERERERERERERERERERERERERHxrAicU2f7ncCeGXxu\n", "VscVkT43xncAIj1qNnAH8DLwOHAasFZke9Dg/W8B/txhDL8AvpnBcUVkACmhi4x2LHBS+Lwm8HZg\n", "U+BKYHy4T8FPaBIxzncAIiLSu9YElgIfjK2fDDwFfCJcPgG4EDgPeBG4Bdgmsv9CYJ/wdQH4MvAA\n", "8AxwPjAtsu/uwP8BS4BHgCOBzwDLgdfCeH4bOe7ewIbAsthxtgeeBsaGy58E7gaeA/4EbBLZ9/vA\n", "k8ALwO3AmxPPBkwHzgIWhce5NLLtM8D9wLNhfBtEtq0C5gB/D7/Xj8L1E4DnY583I/wu64TL7wHm\n", "he+7HnhrZN+FwP8LY34l/K4fBx7Gzu1Xaf7cD4Vxlt//NPCVyGeNCZcfwP7GNwMbh9vehF3gPQvc\n", "C3wIERHpKQcAr5Nce/UL4Dfh6yKWcA/GksqxwENUkukCLPECfAFL2BtiJfwfR46zKZYsDg3fOx3Y\n", 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0.928376078606]\n", "d in [0.999999582767, 1.00000023842]\n", "Constraints on D: True\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAeUAAAFRCAYAAABKa7UBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xm8ZHV55/FP0w0o62VxQzSXOOIyiYA6RCWMDy5EHfcl\n", "ImhoTVxmMkFNNAajQ495uaG+YGJiIi6AxqVVREFbRca+4sqiNAIKkaVVINIgtAutoFDzx3Nq7rnV\n", "tdc553nuPd/363Vft06dqvP7nl9VnafO+Z2qAhEREREREREREREREREREREREREREREREREREVmm\n", "/gV4w5T3/SUwX10UERGRlWszsA34BXAr8A3g5cCqKZa1APx5VcESWWBlrpfIsrBDdACRBnWApwJ7\n", "APcH3ga8DvjAlMvKYE3Fy8uyXpOquh9ERKRm1wKP67nuvwB3Ag8tpk8D/qE0/xnAJuDnwFXAnwBv\n", "Bn4H/Bo/ZP2PxW3vAn6/uLwn8CFgC76H/vcs7pGvBb4OvAO4BbgGeFKpzRcD38f36K8GXlaaZ8B1\n", "wN8C/1G0cSn+ZqNrR+Bm4KA+fTAHfK7IdQtwNnDfYt6g9XoMcCGwFbgAeHRpeQt4f32juM9ZwL7A\n", "R/A+uwD4vT45wA/13wX8GfAj4Cbg9aX5OwMnA9cXfycBOw3phxOATwIfxvvue8ADgeOBG4s2nlha\n", "/lq8f3+BPwZHD8gp0hofxF8sl1awrCOAi0t/vwaePuZ99wLOBC4Bzgf+84DbPQ74Dp73NGD1GPd/\n", 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True\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfQAAAFRCAYAAACCB1/XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X28XVV95/HPJTdoCUiIoGi8eNWWGlsBUTNQpSxR08RX\n", "bSo4xldETXVoOlN17FgNaZ2Bl6MzPkwtFasSpAQRDakGEYvoKNwOxQeCJgGExCRySxJQAnJ9IFWD\n", "nPljrdOz78k5956Hvfdv7b2+79frvO5Z+/G3d27ub6+HvTeIiIiIiIiIiIiIiIiIiIiIiIiIiIiI\n", "iIiIiIiISIImgDcbx7AKuNk4BhHp4DDrAEQqYhI4APws8/lIyTE0wkdE5BCj1gGIVEQD+EPgRutA\n", "BjAKPGodRMR0fqQWVEMXGd4q4F+ADwE/Bn4ALM3MXwBcDuwL86/JzDsP2Ak8BFwLPCUz7+XAdmAK\n", "uBgYCZ+mNwF3hW3eAJyQmfcY8F/Ctnd0ifvFwDeAh4F7gTeG6UcDnwIewLdM/HXbfpvGw36yf0cm\n", "aHULrAJuAT4c9rEL+D3gT8L+fgS8IbPueuDvgS8BPwW+BTyzS+zNfb8B+FdgP/BXmfmPAy7Cn/N9\n", "wN8Ch4d5DtgLvAu4H/gH4ALgH4Erw75vB34LWBvi/Ff8v0fTKmB3WPYHwMoucYqISGTuAV7aZd4q\n", "4Ff4RDYC/Bk+iTT9E/BZfKIcBc4I08/CJ6JT8MnmI8A/h3nH4pPF2cAc4O3AQXwSB1iOT9a/jU+o\n", "f41Pnk2PAV8B5uOTW7unh+2vCNtfAJwc5n0Kf9ExLyy3I7PfVbT60Mc5NKHf1LbsQfyFwgjwP/GJ\n", 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"Bcg9rQAAAABJRU5ErkJggg==\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Datasets:\n", " D : (128, 96) , float32\n", " E : (96, 128) , 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: 2611 seconds\n", "\n", " -------------------- Classification, le = 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", " E : (96, 128) , 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", 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testing\n", " 77 (+/- 1.7) <- [76 77 78 76 72 78 78 78 76 76]\n", " 77 (+/- 1.0) <- [76 78 76 74 78 77 78 77 76 76]\n", " 78 (+/- 1.3) <- [79 78 79 77 78 79 79 75 78 77]\n", " 77 (+/- 1.1) <- [77 74 77 77 77 77 77 78 76 76]\n", " 77 (+/- 0.9) <- [78 77 76 76 76 78 78 77 76 76]\n", " 78 (+/- 1.0) <- [79 76 77 79 78 79 77 80 78 78]\n", " 77 (+/- 1.5) <- [78 75 78 79 76 74 78 76 78 77]\n", " 77 (+/- 1.1) <- [75 76 78 77 77 79 77 75 76 76]\n", " 78 (+/- 1.8) <- [77 78 76 81 78 74 78 79 76 80]\n", " 77 (+/- 1.5) <- [78 76 77 76 75 78 74 76 77 80]\n", " 78 (+/- 2.3) <- [80 80 77 76 79 76 80 73 77 78]\n", " 78 (+/- 1.7) <- [79 77 79 76 74 80 78 76 79 76]\n", " 77 (+/- 1.4) <- [75 77 77 74 79 79 77 76 78 77]\n", " 77 (+/- 1.9) <- [80 77 78 74 75 75 74 76 77 79]\n", " 78 (+/- 1.9) <- [77 75 78 78 76 75 82 78 79 76]\n", " 77 (+/- 2.2) <- [76 76 77 80 74 74 76 77 80 73]\n", " 77 (+/- 2.1) <- [75 77 76 76 77 75 76 81 78 72]\n", " 77 (+/- 1.4) <- [77 78 74 76 74 77 76 75 79 76]\n", " 76 (+/- 1.2) <- [78 77 77 75 78 76 75 75 74 76]\n", " 77 (+/- 1.4) <- [77 77 75 75 76 78 78 78 77 74]\n", "Accuracy: 77.3 (+/- 1.68)\n", "Mean time (20 cv): 20.64 seconds\n", "Overall time: 416.99 seconds\n", "\n", " -------------------- Features, le = 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 = euclidean\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Datasets:\n", " L_data : (2406018,), float32\n", " L_indices : (2406018,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2406018,), float32\n", " W_indices : (2406018,), 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: 1985 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xe8HFX9//HXppGQECCK1JBLEQVBASmilLOgFBXQL0hR\n", "lOIP9asg+tUvRSmrWFBEQVARFILSO4JU8QxdkB56KKEkECmhQyDJ/v74zH537t6td+fMZ3bv5/l4\n", "7OPuzO7OvGdvcs+cM2fOAWOMMcYYY4wxxhhjjDHGGGOMMcYYY4wxxhhjjDHGGGOMMcYYM0wR8FWl\n", "fQ8Ai4BRDV4vAX/NKowxJl8a/WEwph9tCtwMvAy8CNwIbNDmZ8vxI4/ymssYk4Ex2gGMychk4DLg\n", "68C5wGLAZsB8zVCxMcCCLj5fSCtIn+r2+zUm16xGbkaKNZCa6znxz7eBa4AZ8eslBjdPDzC0OXt1\n", 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-------------------- Classification, le = 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", " E : (96, 128) , 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+/AAAIABJREFUeJzsnXm4JUV5/z/n7vu9s8PMAMPMwLDLJgwoMCiyKLKoAXHD\n", "NYriHjWKJopRo0ZjNFGTGEN+xjUuUXBBoqIICi6ssiiIDDIwbLMwKwPU74+36nadvr1U9+mz3Dvv\n", "53nuc849p5c63dX1re9bb1eDoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoige\n", "nwfWAjfGPv8ocAtwPfBNYDxl/Y8CNwEfLrHvJwGnlFivlRwHHNXuQmTwUuBT7S5EjIXA/1S0rVXA\n", "BuBa+/fuirZbNUuYeg01wr8D+9j37yqxn5cCDxAdt5d7350L/N7+vcT7/IvI9f4B77N3A6eHF7sS\n", "llDtsVSUyjgGOISpFfQZQJd9//f2L4n1QK3kvl9K8ca+1sD+yvBe4K0F1+luQjnSOJfOEsyeire3\n", 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"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: 75.6 %\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: 63.2 %\n", "Clips accuracy: 70.5 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (6000, 128), float64\n", "Labels: (6000,), uint8\n", "Ratio: 5400.0 training, 600.0 testing\n", " 75 (+/- 1.9) <- [74 74 79 73 72 76 74 77 76 75]\n", " 77 (+/- 1.6) <- [77 76 78 74 78 78 78 77 73 76]\n", " 78 (+/- 1.2) <- [77 76 79 78 78 78 79 76 80 77]\n", " 77 (+/- 1.8) <- [76 73 76 77 75 77 78 78 78 74]\n", " 77 (+/- 1.1) <- [78 77 79 77 75 77 78 77 76 75]\n", " 78 (+/- 0.7) <- [76 77 77 79 77 78 77 78 77 79]\n", " 77 (+/- 2.1) <- [77 75 80 79 75 73 79 76 77 76]\n", " 77 (+/- 1.4) <- [75 76 77 78 76 80 76 76 77 78]\n", " 77 (+/- 1.3) <- [77 77 75 79 76 75 77 76 78 78]\n", " 77 (+/- 2.0) <- [80 74 77 74 77 74 75 76 77 80]\n", " 78 (+/- 1.8) <- [77 78 79 76 78 77 79 73 79 76]\n", " 77 (+/- 1.3) <- [77 79 76 77 75 77 77 76 79 76]\n", " 77 (+/- 1.1) <- [77 77 77 76 78 77 78 76 76 74]\n", " 77 (+/- 2.1) <- [78 76 79 74 74 76 73 76 76 79]\n", " 78 (+/- 1.0) <- [75 77 77 78 76 79 77 77 78 77]\n", " 77 (+/- 1.8) <- [79 77 77 79 75 74 76 76 77 73]\n", " 77 (+/- 1.4) <- [77 78 76 77 78 75 77 76 80 74]\n", " 77 (+/- 0.9) <- [76 76 76 76 77 79 78 76 78 76]\n", " 76 (+/- 1.6) <- [75 74 75 75 78 78 78 74 74 76]\n", " 77 (+/- 1.2) <- [78 77 76 75 77 76 78 75 77 74]\n", "Accuracy: 77.0 (+/- 1.63)\n", "Mean time (20 cv): 21.27 seconds\n", "Overall time: 430.02 seconds\n", "\n", " -------------------- Features, le = 100 -------------------- \n", "\n", "Attributes:\n", " sr = 22050\n", " labels = ['blues' 'classical' 'country' 'disco' 'hiphop' 'jazz' 'metal' 'pop'\n", " 'reggae' 'rock']\n", "Datasets:\n", " Xa: (10, 100, 644, 2, 1024) , float32\n", " Xs: (10, 100, 644, 2, 96) , float32\n", "Full dataset:\n", " size: N=1,288,000 x n=96 -> 123,648,000 floats\n", " dim: 123,648 features per clip\n", " shape: (10, 100, 644, 2, 96)\n", "\n", "Reduced dataset:\n", " size: N=149,000 x n=96 -> 14,304,000 floats\n", " dim: 28,608 features per clip\n", " shape: (5, 100, 149, 2, 96)\n", "\n", "Data: (149000, 96), float32\n", "Attributes:\n", " K = 11\n", " dm = euclidean\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Datasets:\n", " L_data : (2406018,), float32\n", " L_indices : (2406018,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2406018,), float32\n", " W_indices : (2406018,), 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: 2905 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXfYHFX1xz+bHpJQQi+BlyJKB6UIUu5QFBEEBSmCFBEV\n", "aT9EpFgYEUQFVIqCBQgoHQRBQSnOICWiNCmhQwgJGEoCCZCe+f1xZt15N1tmd2f2zt33fJ5nnt1p\n", "93533n333HPuufeCoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiKoiiK0iYh\n", "cLiluvuARcCgOud94PfdEqMoSrGo98OgKL3ItsADwDvA28B9wOYp743irYgUVZeiKF1giG0BitIl\n", "lgT+DHwNuA4YDmwHzLUpKmYIsKCD+0tZCelROn2+ilJo1CNXBgrrIp7rtfHrHOBO4In4vE//8HQf\n", "i4ez1wEeBN4FbgaWaVBfCJxV5/py2V8GXgHuQozxd4FJwDTgcqTxkeRwYCrwGnBCg7o/jkQeZgCP\n", "ATtU6fohcD8wC7gFWA64Mtb5L2CNxPU/j/W8CzwObFCnzrHAZbG+6cBNiXNHAM8jUZA/ASsnzi1C\n", "GlfPxXovjI8PRyInyfqWBz6I9QLsHn++GfHn2Shx7STg27HmWcBg4GDkeb9F5VnvFF9fAk4GXojP\n", "X8vif6/y/W8CpybqGhTvvwDMBB4CVovPfQT5nr0NPAN8AUVRFKUtxiA/0OOBXVncCJ9GY0MeAlOA\n", 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"display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Inner loop: 2976 iterations\n", "g(Z) = ||X-DZ||_2^2 = 8.288567e+04\n", "rdiff: 0.000472577709342\n", "h(Z) = ||Z-EX||_2^2 = 4.932835e+03\n", "rdiff: 0.0\n", "i(Z) = ||Z||_1 = 5.903889e+04\n", "j(Z) = tr(Z^TLZ) = 5.362371e+03\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfcAAAFRCAYAAABpMOTUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXeYW8XVh1+tve64YTDdC6GZEnpvc+kQIHSDA4FAEkJI\n", "AZx8hJDADYTQk9BbaAFCL6GYAIFreq926NgGg+nYuNtb5vvjXKG7sqSVtCONpD3v81xLt838Rivr\n", "3Jkzcw4oiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoiqIoDUgIXF/g/CRg\n", "2wrUW6lyFUVpIJp8C1CUGuVwYCIwF/gEuAQYkjhvu7h/HeDxbmq4FjitAuUqitLgqHFXlMUZB5wZ\n", "vw4GNgdGAQ8DzfE1KT/SlAS9fQtQFEVR6oPBwGxg/6zjA4HPgR/F+6cAtwE3A7OAl4DvJq6fCuwQ\n", "v08BvwPeA74EbgGGJa7dGngamAF8CBwG/ARYBCyM9fw7Ue72wHLAvKxyNgC+AHrF+0cAbwBfA/8B\n", "Vkpc+zfgM+Ab4HVg7ZyfBgwHrgE+jsu5K3HuJ8C7wFexvmUT5zqAo4B34nZdFB/vC8zMqm+puC0j\n", 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"text": [ "E in [-0.108812175691, 0.16275678575]\n", "e in [0.0255117379129, 0.256912648678]\n", "Constraints on E: True\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfQAAAFRCAYAAACCB1/XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xu0ZGdZ5/HvSXeC5mJuoNGQcECNxEsCDCsGUXlRZBKW\n", "ioBjmCjSwmDPzHIYZiKGVkcyijOCoyIwYBqRjogEvIFoBLnkOBG5JEp3QOiYhLS5gBCQ5taCITnz\n", "x7vPOnWqq86pU7Wrnr3f9/tZ66yuvat21W/v06eevd/33XuDJEmSJEmSJEmSJEmSJEmSJEmSJEmS\n", "KrQCPDM4wy7guuAMkkY4JjqA1BOHgCPA5wZ+XrLgDKvNjyQdZWd0AKknVoHvB94ZHWQKO4EvR4fo\n", "MLePiuARujS7XcBfA78K/DPwEeCigedPA14N3NU8/ycDzz0LuBn4FPAm4GsHnvs+4CBwGHgpsNT8\n", "rHkG8KHmPd8CnD3w3H3Af27e+6Yxub8T+Bvg08DtwNOb+ScDvwt8gtwy8XNDn7tmufmcwe+RFda7\n", "BXYB7wJ+vfmMW4DvAH6i+byPAz8+sOw+4P8CfwZ8FngP8JAx2dc++8eBfwTuBn524Pn7AS8mb/O7\n", "gN8AjmueS8CdwM8AHwN+B3g+8AfAa5rPvhH4RmBPk/Mfyb+PNbuAW5vXfgS4dExOSVLH3AZ875jn\n", "dgH/Si5kS8B/JBeRNX8OvI5cKHcC39XM/x5yIXoYudi8BPir5rn7k4vFk4EdwHOAe8hFHOCJ5GL9\n", 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"output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Datasets:\n", " D : (128, 96) , float32\n", " E : (96, 128) , 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: 2923 seconds\n", "\n", " -------------------- Classification, le = 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", " E : (96, 128) , 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+/AAAIABJREFUeJzsnXm4ZFV19n/Vd77d9/bcTc9NM88iMogDraJIFAUH1KAI\n", 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(+/- 2.0) <- [72 74 73 69 78 74 74 73 71 72]\n", " 75 (+/- 1.6) <- [76 73 77 76 74 74 75 72 75 72]\n", " 73 (+/- 1.9) <- [75 69 72 73 74 75 73 75 72 71]\n", " 73 (+/- 1.4) <- [74 71 74 72 74 75 75 72 71 71]\n", " 75 (+/- 0.6) <- [73 74 75 74 74 75 74 74 75 74]\n", " 74 (+/- 1.5) <- [72 74 75 75 74 71 74 73 76 76]\n", " 74 (+/- 1.1) <- [74 74 75 74 75 76 72 74 73 72]\n", " 74 (+/- 1.7) <- [73 75 71 76 73 71 74 74 74 76]\n", " 74 (+/- 2.2) <- [73 73 74 71 75 69 75 72 75 78]\n", " 74 (+/- 1.3) <- [75 76 74 73 74 74 74 71 74 74]\n", " 74 (+/- 1.5) <- [76 74 76 73 71 74 75 73 74 73]\n", " 73 (+/- 1.2) <- [73 72 73 72 75 73 72 73 72 70]\n", " 73 (+/- 1.5) <- [75 72 73 71 70 72 70 74 72 74]\n", " 74 (+/- 1.2) <- [72 73 75 75 72 74 75 74 75 73]\n", " 75 (+/- 1.7) <- [76 74 75 78 72 73 74 74 74 72]\n", " 74 (+/- 1.5) <- [72 73 74 72 73 72 75 76 76 72]\n", " 74 (+/- 1.1) <- [73 72 73 74 72 75 74 72 75 74]\n", " 74 (+/- 1.5) <- [74 74 73 74 75 74 74 75 71 71]\n", " 74 (+/- 1.2) <- [74 76 74 72 72 73 75 75 75 72]\n", "Accuracy: 73.9 (+/- 1.66)\n", "Mean time (20 cv): 21.69 seconds\n", "Overall time: 438.69 seconds\n", "\n", " -------------------- Features, le = 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 = euclidean\n", " Csigma = 1\n", " diag = True\n", " laplacian = normalized\n", "Datasets:\n", " L_data : (2406018,), float32\n", " L_indices : (2406018,), int32\n", " L_indptr : (149001,) , int32\n", " L_shape : (2,) , int64\n", " W_data : (2406018,), float32\n", " W_indices : (2406018,), 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: 3914 seconds\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe4JEXVh9/ZnGHJLGwgZyQJKiA1IElBFFBEkAwGQBQ/\n", "JUgYUYKgKEERJEsGJUfBbnLOQZKwLMvCwsKyLGFzf3+cGm5P3+mZnnSr697zPs88M13VXf2bmXvn\n", "VJ06dQoURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVEURVGUJgmBfR3dewKw\n", "AOiXUl8C/tFTYhRFyRdpPwyK0hvZBHgA+BB4H7gP2CDjtZF95JG86lIUpQcY4FqAovQQo4CbgB8C\n", "VwGDgU2B2S5FWQYA81q4vtAuIb2UVj9fRck1OiJX+gorIyPXK+3zLODfwLO2vkSle3oC3d3ZKwIP\n", "AzOA64DRNe4XAiemnF9uex/gDeBOxBgfBUwEpgIXIZ2POPsCbwFTgF/UuPeXEM/DdOApYLOErt8C\n", 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"Inner loop: 5909 iterations\n", "g(Z) = ||X-DZ||_2^2 = 3.051926e+04\n", "rdiff: 0.00206068625012\n", "h(Z) = ||Z-EX||_2^2 = 1.885736e+04\n", "rdiff: 0.0\n", "i(Z) = ||Z||_1 = 1.224685e+06\n", "j(Z) = tr(Z^TLZ) = 2.625585e+05\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfIAAAFRCAYAAACPGS+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzsnXe8HGXVx783HUI6AUIKF1SQJjUUaXPpEVQEBYlIFaKo\n", "4Av6ikpZERXFVwVEikgREOkIigrIXhBUSAi9BAIJaSSU9IT0ff84zzCze3f3bp/dmd/385nP7szO\n", "zJ597t79Pec85zkPCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEKIGpECbiry+ovA\n", "vnV433rdVwjRovSI2gAhmpQTgReAZcDbwG+BQaHXM91cvx3wWJU23AD8qA73FULECAm5EF05G7jY\n", "PQ4E9gA2Ax4Certz2qIxTYToFbUBQgghmo+BwBLg8znH+wPvACe5/QuAO4A/AYuBp4FPhM6fDhzg\n", "nrcB5wBTgfeA24AhoXP3Bv4NLABmACcApwKrgJXOnj+H7rs/sCmwPOc+OwHvAj3d/snAy8B84O/A\n", "mNC5vwLmAYuA54Ft87YGDAWuB2a7+9wTeu1U4HXgfWffiNBr64AJwGvuc/3GHe8LLMx5v+Hus2zo\n", "9g8HnnXXPQFsHzp3OvC/zuYP3Gc9HngLa9tzKb3t252d/vXvAt8PvVcPtz8V+xtPAka51z6Odeze\n", 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non-zero entries out of 19,072,000 entries, i.e. 96.9%.\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfEAAAFCCAYAAADhbOSmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmwbVV94PHvgwdGBUHUYnqYh0SjWIJTcOxGjRKCY6c7\n", "QJcDAf+w26TVOATQ6phUKl0ENdF0Gm0j0s8JJUpoqKIUYmNrO+HApEgADREwPJwwJiYCcvuPtY93\n", "v80e1h7PHr6fqlv3nH32sNa+Z9/fXsNeCyRJkiRJkiRJkiRJkiRJkiRJkiRJGr1jgeuAG4BT15yW\n", "Og4BLgO+DnwNeFWyfD/gUuB64BJg39Q2pxPyeR1wTGr5E4Brks/ekVp+H+AjyfIvAL/YdSYa2B24\n", "ArgoeT/n/O4LfBT4BnAt8CTmnd/TCd/na4APEdI3p/y+F9iZpG1lqPydlBzjeuBl7bMSJS+/byF8\n", "n68Czgf2SX02x/yuvA64h/D3Xpl6fkdhd+BGYDuwB3Al8Kh1JqiGA4DHJq/3Av6WkPYzgd9Llp8K\n", "nJG8PpyQvz0I+b0R2JJ8djlwVPL6YsKNDcArgbOS1ycAH+44D028FvggcGHyfs753QGckrzeSviH\n", "N9f8bge+RfhHBeGf1UnMK7//Bngcu/6THyJ/+wHfJNwg7Jt63be8/D4H2C15fQbzzy+EAtfHgb9j\n", "M4jPIb+j8BTCyV05LfmZoguAZxPu6vZPlh2QvIdw15euafg48GTgQMKd8cqJwLtS6zwpeb0V+G7n\n", "qa5nG/A3wDPZLInPNb/7EIJa1lzzux/hRvSBSVouIvzDn1t+t7PrP/kh8vcfgXemtnlXst0QtpNf\n", 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"MzfLAscAAAAASUVORK5CYII=\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "D in [-0.355851888657, 0.378549784422]\n", "d in [0.999999761581, 1.00000035763]\n", "Constraints on D: True\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAeUAAAFRCAYAAABKa7UBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3X+4dGVd7/H3Iw+oyI9HQFNE2+QJy5NCVmT+ON75g9Tj\n", "UUtLw0y0zM7pZFmaUZrPsStTy0tPdqwoBS1/oKIohYVePltMTVB5EFBMwMcUTFB41KDAZM4f95pr\n", "rz3MzJ6ZPTPf797r/bqufe1ZM2ut+7Pu+fGdte41MyBJkiRJkiRJkiRJkiRJkiRJkiRJkraoPwNe\n", "NOOy3wJW5hdFkqTtax9wE/BN4AbgI8BzgB0zrGsV+IV5BUtkle25XdKWcLvoANIS9YDHAYcB9wJe\n", "DrwQeP2M68pg55zXl2W7pjXvfpAkLdgXgIcPXPcjwHeA+zbTZwC/37r9CcBe4BvAFcBPAH8A/Cfw\n", "79RD1n/SzHsr8D3N5cOBNwHXUvfQf5e1PfJTgH8E/gi4HrgKeHSrzWcCn6Hu0V8J/FLrtgJ8Gfgt\n", "4CtNG5dQ32z0HQh8DTh+SB/sAv62yXU9cA5wj+a2Udv1IOBCYD9wAfBjrfWtUvvrI80y7wWOAt5M\n", 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'disco' 'hiphop' 'jazz' 'metal' 'pop'\n", " 'reggae' 'rock']\n", "Overall time: 3932 seconds\n", "\n", " -------------------- Classification, le = 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", " E : (96, 128) , 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+/AAAIABJREFUeJzsnXecplV5/r/PttmZnZ2d2d53WJYuRUBBEMWGEhWNUTH2\n", "lpgYf8ESTYyaqImJ6bHEbmIJ9m5UFEEUBRGVKrCwwMLC7sL23oDz++M695zzPO/z1n3LLJzr85nP\n", "vOUp5znlvs513/c5LyQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQkJCQk\n", "JCQkJCQkJET4b+A+4IbC5/8C3AxcB3wDmFHl/H8BbgT+qYV7nwic28J53cQTgcf1uhA18ErgQ70u\n", "RAELga+26VpnA9uAa/zfO9t03XZjlMoxdDD4JHC0f/3XLdznlcAGQr29OvruFcCt/u/l0ecXovH+\n", 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labels: (200,), uint8\n", "Feature vectors accuracy: 63.2 %\n", "Clips accuracy: 69.5 %\n", "5 genres: blues, classical, country, disco, hiphop\n", "Data: (6000, 128), float64\n", "Labels: (6000,), uint8\n", "Ratio: 5400.0 training, 600.0 testing\n", " 73 (+/- 2.1) <- [74 71 75 71 68 71 72 73 76 72]\n", " 72 (+/- 1.0) <- [72 71 70 71 73 72 71 73 70 73]\n", " 73 (+/- 1.3) <- [74 71 75 72 73 73 72 71 73 71]\n", " 73 (+/- 1.7) <- [74 74 70 71 72 75 70 71 72 72]\n", " 74 (+/- 2.1) <- [72 72 75 72 73 76 76 72 72 69]\n", " 73 (+/- 0.9) <- [74 73 73 72 72 73 71 72 74 74]\n", " 73 (+/- 1.8) <- [76 71 74 73 71 70 74 71 75 71]\n", " 73 (+/- 0.8) <- [72 73 73 73 72 74 73 74 72 73]\n", " 72 (+/- 1.7) <- [71 71 70 72 71 70 73 75 72 75]\n", " 73 (+/- 1.4) <- [74 73 72 71 72 69 73 71 72 74]\n", " 73 (+/- 1.9) <- [74 75 71 70 73 70 76 70 72 73]\n", " 73 (+/- 1.7) <- [74 74 75 71 70 72 74 71 71 73]\n", " 72 (+/- 1.4) <- [71 72 70 73 73 73 70 70 72 69]\n", " 72 (+/- 1.7) <- [74 72 72 71 68 73 70 72 72 74]\n", " 74 (+/- 1.3) <- [72 75 74 71 74 75 72 73 73 72]\n", " 73 (+/- 2.4) <- [76 73 72 75 70 69 73 74 72 68]\n", " 73 (+/- 1.4) <- [71 70 74 74 72 73 73 73 74 74]\n", " 73 (+/- 1.2) <- [73 72 74 71 71 72 72 72 75 73]\n", " 74 (+/- 1.6) <- [76 74 72 73 72 72 76 73 71 74]\n", " 73 (+/- 1.3) <- [71 74 73 72 74 74 71 73 72 70]\n", "Accuracy: 72.8 (+/- 1.67)\n", "Mean time (20 cv): 93.91 seconds\n", "Overall time: 1890.99 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", " E : (96, 128) , 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", 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[70 68 71 67 64 67 70 68 72 66]\n", " 69 (+/- 1.4) <- [71 68 67 67 72 69 67 70 69 70]\n", " 70 (+/- 2.0) <- [71 69 73 68 68 71 71 68 71 66]\n", " 69 (+/- 1.4) <- [70 67 66 67 67 70 68 70 70 68]\n", " 70 (+/- 2.4) <- [71 69 72 68 70 75 71 68 68 66]\n", " 71 (+/- 0.7) <- [71 71 70 70 71 71 70 69 70 70]\n", " 70 (+/- 1.4) <- [70 68 72 69 69 67 71 69 70 69]\n", " 70 (+/- 1.5) <- [69 70 68 71 65 70 70 69 70 69]\n", " 69 (+/- 1.7) <- [68 69 68 69 68 65 70 70 69 72]\n", " 69 (+/- 1.8) <- [72 69 66 68 69 66 69 69 70 71]\n", " 70 (+/- 1.4) <- [71 70 69 69 69 69 73 70 71 68]\n", " 70 (+/- 1.6) <- [71 70 71 68 69 69 73 68 69 71]\n", " 69 (+/- 1.3) <- [69 70 66 68 69 70 68 71 68 68]\n", " 69 (+/- 2.0) <- [71 66 68 66 67 69 66 69 69 72]\n", " 70 (+/- 1.1) <- [69 70 72 68 69 70 69 71 71 69]\n", " 70 (+/- 2.0) <- [72 71 69 71 67 68 71 72 69 67]\n", " 70 (+/- 1.6) <- [67 71 69 69 68 70 71 71 72 69]\n", " 70 (+/- 0.9) <- [70 68 71 70 68 70 69 69 71 69]\n", " 70 (+/- 1.2) <- [72 71 69 69 71 69 72 70 68 69]\n", " 69 (+/- 1.7) <- [67 70 71 67 67 72 67 70 70 69]\n", "Accuracy: 69.7 (+/- 1.71)\n", "Mean time (20 cv): 17.41 seconds\n", "Overall time: 352.77 seconds\n" ] } ], "source": [ "#%run gtzan.ipynb\n", "#%run audio_preprocessing.ipynb\n", "if not regen_graph:\n", " separator('Graph')\n", " %run audio_graph.ipynb\n", "if not regen_features:\n", " separator('Features')\n", " %run audio_features.ipynb\n", "\n", "# Hyper-parameter under test.\n", "for p[Pname] in Pvalues:\n", "\n", " if regen_graph:\n", " separator('Graph', True)\n", " %run audio_graph.ipynb\n", " if regen_features:\n", " separator('Features', True)\n", " p['filename_features'] = 'features_{}_{}.hdf5'.format(Pname, p[Pname])\n", " %run audio_features.ipynb\n", " separator('Classification', True)\n", " %run audio_classification.ipynb\n", " \n", " # Collect results.\n", " for key in res:\n", " res[key].append(globals()[key])\n", "\n", "# Baseline, i.e. classification with spectrograms.\n", "p['dataset_classification'] = 'X'\n", "p['scale'] = 'minmax' # Todo: should be done in pre-processing.\n", "if regen_baseline:\n", " res['baseline'] = []\n", " res['baseline_std'] = []\n", " for p[Pname] in Pvalues:\n", " separator('Baseline', True)\n", " %run audio_classification.ipynb\n", " res['baseline'].append(accuracy)\n", " res['baseline_std'].append(accuracy_std)\n", "else:\n", " separator('Baseline')\n", " %run audio_classification.ipynb\n", " res['baseline'] = len(Pvalues) * [accuracy]\n", " res['baseline_std'] = accuracy_std" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Results" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "le = [None, 1, 10, 100, 1000.0]\n", "res['accuracy_std'] = [1.7008557894973533, 1.6808356056834735, 1.6259132049405336, 1.6566111241527577, 1.6674579371672975]\n", "res['objective_j'] = [7903.5362243652344, 7798.5198974609375, 6277.1751403808594, 5362.3710632324219, 262558.544921875]\n", "res['objective_i'] = [56963.1484375, 58091.58984375, 57885.99609375, 59038.890625, 1224685.25]\n", "res['objective_h'] = [0, 800.86712646484375, 3133.955078125, 4932.8346252441406, 18857.358932495117]\n", "res['objective_g'] = [70706.0107421875, 69039.0478515625, 74440.0927734375, 82885.673828125, 30519.2626953125]\n", "res['baseline'] = [69.729166666666742, 69.729166666666742, 69.729166666666742, 69.729166666666742, 69.729166666666742]\n", "res['time_features'] = [2991.643203020096, 2597.270812034607, 1984.734433889389, 2905.119754076004, 3913.920464992523]\n", "res['baseline_std'] = 1.71029866625\n", "res['sparsity'] = [19.419174706375838, 18.42127726510067, 21.970941694630874, 29.441521602348992, 96.93994337248323]\n", "res['iterations_inner'] = [1409, 1686, 1589, 2976, 5909]\n", "res['iterations_outer'] = [8, 6, 7, 19, 50]\n", "res['accuracy'] = [77.497500000000002, 77.275000000000006, 77.045833333333348, 73.907500000000027, 72.834166666666661]\n" ] }, { "data": { "image/png": [ "iVBORw0KGgoAAAANSUhEUgAAAfgAAAFRCAYAAACYO79ZAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n", "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmcHFW5//HPZAHClhCWhCUwbGFVwAVBgRwBEURlUURU\n", "JOByQQQVvCToFcYNvbjh8hNEZRMRFwR3NCiDXheUJUHAsMmYgBAS1oAiS+r3x3O6urqnqqemp6tP\n", "9dT3/Xr1a7qquus802emn6pzTp0CEREREREREREREREREREREREREREREREREREREZFCrAK26mJ5\n", "/b7MCX7558DRXSy/mQOWBiy/W+YCvwsdhIwvk0IHICKl9prQAYhIeyaM/BKRyuvzDxGRnqEEL71i\n", "PnA38ARwG3Bo0/Z3Abcntu/m188Cfgg8BKwAvuzXDwDfSry/n8am6UHgE8DvgaewZvJjE2XcA7y7\n", "KYZDgIXA4z7WVwNHADc0ve4U4KoRf+O6g315y4GzqR9sbA38xv9ey4FLgamJ980D7vPxLgb29ev7\n", "qH+eK4DvAutllD0IvMM/nwv8H/AZ4BHg78CBiddOBb4J/NOX+3Hyf8dMBy4E7vf7vrJp+ynAMr/v\n", "uYn1BwM3Y5/5EuDMxLZ+rE7fDvwD+4w+lNg+wS/X/q5uADbz27YHFgAPY5/dERlxHwn8pWndB4Af\n", "+eevwf4en8A+k1Mz9tMsb/kiIj3vjcBM//xNwJPADL98BPbl+WK/vDWwOTARWAR8DpgCrA683L/m\n", "TEZO8EPADn7dJOzLeku/fR8s8dcOJHYHHgP288ubANsBq2Ff0tsnyroZOCzn770K+DUwDTtYuYN6\n", 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" log = 'log' in kwargs and kwargs['log'] is True\n", " pltfunc = plt.semilogy if log else plt.plot\n", " params = {}\n", " params['linestyle'] = '-'\n", " params['marker'] = '.'\n", " params['markersize'] = 10\n", " for i, var in enumerate(args):\n", " if 'err' in kwargs:\n", " pltfunc = plt.errorbar\n", " params['yerr'] = res[kwargs['err'][i]]\n", " params['capsize'] = 5\n", " pltfunc(x, res[var], label=var, **params)\n", " for i,j in zip(x, res[var]):\n", " plt.annotate('{:.2f}'.format(j), xy=(i,j), xytext=(5,5), textcoords='offset points')\n", " margin = 0.25\n", " params['markersize'] = 10\n", " plt.xlim(-margin, len(Pvalues)-1+margin)\n", " if 'ylim' in kwargs:\n", " plt.ylim(kwargs['ylim'])\n", " plt.title('{} vs {}'.format(', '.join(args), Pname))\n", " plt.xlabel(Pname)\n", " plt.ylabel(' ,'.join(args))\n", " plt.xticks(x, Pvalues)\n", " plt.grid(True); plt.legend(loc='best'); plt.show()\n", "\n", "def div(l):\n", " div = Pvalues if Pname is l else [p[l]]\n", " return np.array([1 if v is None else v for v in div])\n", "\n", "# Classification results.\n", "res['chance'] = len(Pvalues) * [100./p['Ngenres']]\n", "res['chance_std'] = 0\n", "err=['accuracy_std', 'baseline_std', 'chance_std']\n", "plot('accuracy', 'baseline', 'chance', err=err, ylim=[0,100])\n", "\n", "# Features extraction results.\n", "if regen_features:\n", " plot('objective_g', 'objective_h', 'objective_i', 'objective_j', log=True)\n", " # Unweighted objectives.\n", " print('g(Z) = ||X-DZ||_2^2, h(Z) = ||Z-EX||_2^2, i(Z) = ||Z||_1, j(Z) = tr(Z^TLZ)')\n", " res['objective_g_un'] = res['objective_g'] / div('ld')\n", " res['objective_h_un'] = res['objective_h'] / div('le')\n", " res['objective_i_un'] = res['objective_i'] / div('ls')\n", " res['objective_j_un'] = res['objective_j'] / div('lg')\n", " plot('objective_g_un', 'objective_h_un', 'objective_i_un', 'objective_j_un', log=True)\n", " plot('sparsity', ylim=[0,100])\n", " plot('time_features')\n", " plot('iterations_inner')\n", " plot('iterations_outer')\n", "\n", " for i, fig in enumerate(res['atoms_D']):\n", " print('Dictionary atoms for {} = {}'.format(Pname, Pvalues[i]))\n", " fig.show()\n", "\n", "print('Experiment time: {:.0f} seconds'.format(time.time() - texperiment))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.3" } }, "nbformat": 4, "nbformat_minor": 0 }