table5.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch import Tensor\n",
    "from torch.nn.parameter import Parameter\n",
    "from torch.autograd import Variable\n",
    "import torch.nn.functional as F\n",
    "from lib.dataset_custom import KernDataset,DatasetSplit\n",
    "from lib.model import ScoreModel\n",
    "from lib.opt import optimize\n",
    "from lib.CrossValidation import CrossValidator\n",
    "from lib.config import corpora_for_classification_all_composers as default_corpora\n",
    "import lib.media as media"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.environ['CUDA_DEVICE_ORDER']='PCI_BUS_ID'   # see issue #152\n",
    "os.environ['CUDA_VISIBLE_DEVICES']='2'\n",
    "#os.environ['CUDA_LAUNCH_BLOCKING']='1'\n",
    "\n",
    "checkpoint_dir = '_hybrid_bbh_cv'\n",
    "context = 500\n",
    "corpora = tuple(['bach','beethoven','haydn'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Convnet(ScoreModel):\n",
    "    def __init__(self, *args, **kwargs):\n",
    "        super().__init__(*args, **kwargs)\n",
    "    \n",
    "    def define_graph(self, debug=False):\n",
    "        self.kernel_width = 1 # window with which we scan over time\n",
    "        self.k = k = 500\n",
    "        self.wnotes = Parameter(Tensor(64, 1, self.kernel_width,6,self.m//2))\n",
    "        self.wnotes2 = Parameter(Tensor(k, 64, self.kernel_width))\n",
    "        self.wdur = Parameter(Tensor(k, 6*self.maxdur, self.kernel_width))\n",
    "        self.wtop = Parameter(Tensor(k, self.composers))\n",
    "        \n",
    "        self.km = km = 300\n",
    "        \n",
    "        self.wnotesm = Parameter(Tensor(km, self.m, 1, 3))\n",
    "        self.wdurationm = Parameter(Tensor(km, self.maxdur, 1, 3))\n",
    "        self.w2m = Parameter(Tensor(km, km, 1, 3))\n",
    "        self.wtopm = Parameter(Tensor(km, self.composers))\n",
    "        \n",
    "        self.bias = Parameter(Tensor(self.composers))\n",
    "    \n",
    "    def forward(self, x):\n",
    "        e,t,_,_ = x\n",
    "        batch_size = e.shape[0]\n",
    "        zn1 = F.relu(F.conv3d(e.view(batch_size*3,1,context,6,self.m),self.wnotes)).sum(4)\n",
    "        z1 = F.relu(F.conv1d(zn1.transpose(2,3).contiguous().view(batch_size*3,64,-1),self.wnotes2) \\\n",
    "           + F.conv1d(t.transpose(2,4).contiguous().view(batch_size*3,self.maxdur*6,-1),self.wdur))\n",
    "        z1 = z1.view(batch_size,3,self.k,context).mean(1).mean(2)\n",
    "        \n",
    "        z1m = F.relu(F.conv2d(e.view(batch_size*3,context,6,self.m).transpose(1,3),self.wnotesm) \\\n",
    "            + F.conv2d(t.view(batch_size*3,context,6,self.maxdur).transpose(1,3),self.wdurationm))\n",
    "        z2m = F.relu(F.conv2d(z1m,self.w2m))\n",
    "        z2m = z2m.view(batch_size,3,self.km,-1).mean(1).mean(2)\n",
    "        \n",
    "        return torch.mm(z1, self.wtop) \\\n",
    "             + torch.mm(z2m, self.wtopm) \\\n",
    "             + self.bias[None,:].expand(e.shape[0],-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "---------------------------------------------\n",
      "---------------------------------------------\n",
      "Fold 0\n",
      "len validation_ids 246\n",
      "len test_ids 246\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "wnotes torch.Size([64, 1, 1, 6, 39]) (14976)\n",
      "wnotes2 torch.Size([512, 64, 1]) (32768)\n",
      "wdur torch.Size([512, 330, 1]) (168960)\n",
      "wtop torch.Size([512, 3]) (1536)\n",
      "wnotesm torch.Size([256, 78, 1, 3]) (59904)\n",
      "wdurationm torch.Size([256, 55, 1, 3]) (42240)\n",
      "w2m torch.Size([256, 256, 1, 3]) (196608)\n",
      "wtopm torch.Size([256, 3]) (768)\n",
      "bias torch.Size([3]) (3)\n",
      "Initialized graph with 517763 parameters\n",
      "Initiating optimizer, 22 iterations/epoch.\n",
      "acc_tr\tacc_ts\titer\tloss_tr\tloss_ts\ttime\tutime\n",
      "23.00   18.29   0       2.87    2.54    5.45    4.31    \n",
      "74.00   68.29   22      1.04    0.95    7.83    2.89    \n",
      "75.00   76.83   44      0.82    0.84    7.91    2.98    \n",
      "76.00   76.83   66      0.95    0.97    7.69    3.06    \n",
      "73.00   68.29   88      0.85    1.00    8.07    3.15    \n",
      "73.50   70.73   110     0.92    0.99    7.75    3.10    \n",
      "76.50   74.39   132     0.70    0.92    7.71    2.81    \n",
      "81.00   79.27   154     0.59    0.83    7.78    3.16    \n",
      "89.00   85.37   176     0.39    0.73    7.70    2.95    \n",
      "92.00   91.46   198     0.27    0.69    8.08    3.19    \n",
      "95.00   93.90   220     0.19    0.66    7.70    2.69    \n",
      "97.00   93.90   242     0.15    0.67    7.99    3.10    \n",
      "97.50   95.12   264     0.12    0.69    7.95    3.20    \n",
      "97.50   95.12   286     0.11    0.71    7.95    3.03    \n",
      "98.50   95.12   308     0.10    0.75    7.35    2.68    \n",
      "99.00   95.12   330     0.09    0.80    7.49    2.78    \n",
      "99.00   96.34   352     0.07    0.86    7.57    2.66    \n",
      "99.00   96.34   374     0.06    0.93    8.29    3.32    \n",
      "99.00   97.56   396     0.06    1.01    7.98    3.13    \n",
      "99.00   97.56   418     0.05    1.08    8.19    3.09    \n",
      "99.50   96.34   440     0.04    1.15    7.90    3.02    \n",
      "99.50   97.56   462     0.11    1.18    8.37    3.30    \n",
      "99.50   97.56   484     0.04    1.21    7.93    3.24    \n",
      "99.50   97.56   506     0.04    1.22    8.09    3.02    \n",
      "99.50   98.78   528     0.03    1.24    8.27    3.19    \n",
      "99.50   98.78   550     0.02    1.28    8.16    3.22    \n",
      "99.50   98.78   572     0.02    1.33    8.22    3.33    \n",
      "99.50   98.78   594     0.02    1.38    7.97    2.99    \n",
      "99.50   98.78   616     0.01    1.45    7.91    3.03    \n",
      "99.50   98.78   638     0.01    1.54    8.08    3.24    \n",
      "100.00  98.78   660     0.01    1.62    8.02    3.24    \n",
      "100.00  98.78   682     0.01    1.72    8.30    3.24    \n",
      "100.00  98.78   704     0.01    1.79    7.92    2.91    \n",
      "100.00  98.78   726     0.00    1.89    8.20    3.38    \n",
      "100.00  98.78   748     0.00    1.96    7.96    3.08    \n",
      "100.00  98.78   770     0.00    2.05    7.78    2.57    \n",
      "100.00  98.78   792     0.00    2.12    7.61    2.87    \n",
      "100.00  98.78   814     0.00    2.20    7.63    2.84    \n",
      "100.00  98.78   836     0.00    2.28    7.26    2.43    \n",
      "100.00  98.78   858     0.00    2.35    7.02    2.33    \n",
      "100.00  98.78   880     0.00    2.43    7.56    2.77    \n",
      "100.00  98.78   902     0.00    2.50    7.72    2.75    \n",
      "100.00  98.78   924     0.00    2.56    7.77    2.78    \n",
      "100.00  98.78   946     0.00    2.63    7.66    2.70    \n",
      "100.00  98.78   968     0.00    2.69    7.50    2.68    \n",
      "100.00  98.78   990     0.00    2.75    7.75    3.01    \n",
      "100.00  98.78   1012    0.00    2.80    7.73    2.78    \n",
      "100.00  98.78   1034    0.00    2.86    7.69    2.67    \n",
      "100.00  98.78   1056    0.00    2.92    7.54    2.71    \n",
      "100.00  98.78   1078    0.00    2.97    7.62    2.89    \n",
      "100.00  98.78   1100    0.00    3.01    7.78    2.96    \n",
      "100.00  98.78   1122    0.00    3.06    7.76    2.83    \n",
      "100.00  98.78   1144    0.00    3.10    7.84    2.92    \n",
      "100.00  98.78   1166    0.00    3.15    7.55    2.72    \n",
      "Finished\n",
      "**************\n",
      "Test accuracy :  0.9390243902439024\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bach 46 / 46 = 1.0\n",
      "beethoven 13 / 16 = 0.8125\n",
      "haydn 18 / 20 = 0.9\n",
      "77 82 0.9390243902439024\n",
      "---------------------------------------------\n",
      "---------------------------------------------\n",
      "Fold 1\n",
      "len validation_ids 246\n",
      "len test_ids 246\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "wnotes torch.Size([64, 1, 1, 6, 39]) (14976)\n",
      "wnotes2 torch.Size([512, 64, 1]) (32768)\n",
      "wdur torch.Size([512, 330, 1]) (168960)\n",
      "wtop torch.Size([512, 3]) (1536)\n",
      "wnotesm torch.Size([256, 78, 1, 3]) (59904)\n",
      "wdurationm torch.Size([256, 55, 1, 3]) (42240)\n",
      "w2m torch.Size([256, 256, 1, 3]) (196608)\n",
      "wtopm torch.Size([256, 3]) (768)\n",
      "bias torch.Size([3]) (3)\n",
      "Initialized graph with 517763 parameters\n",
      "Initiating optimizer, 22 iterations/epoch.\n",
      "acc_tr\tacc_ts\titer\tloss_tr\tloss_ts\ttime\tutime\n",
      "25.00   24.39   0       4.17    3.27    4.31    3.22    \n",
      "75.50   67.07   22      0.95    1.14    7.91    2.96    \n",
      "67.50   62.20   44      0.89    1.00    7.75    2.92    \n",
      "73.00   70.73   66      0.92    1.03    7.73    2.78    \n",
      "59.00   62.20   88      0.93    1.16    8.03    3.15    \n",
      "61.50   60.98   110     0.96    1.18    8.08    3.14    \n",
      "68.00   68.29   132     0.95    1.08    8.04    2.99    \n",
      "76.00   75.61   154     0.66    0.88    7.92    3.16    \n",
      "83.50   79.27   176     0.55    0.67    7.97    3.15    \n",
      "88.50   85.37   198     0.37    0.50    8.02    3.09    \n",
      "94.00   89.02   220     0.30    0.38    8.14    3.23    \n",
      "96.00   90.24   242     0.19    0.31    8.09    3.29    \n",
      "97.00   92.68   264     0.14    0.25    7.86    2.82    \n",
      "97.50   93.90   286     0.12    0.21    7.79    2.87    \n",
      "98.00   93.90   308     0.10    0.18    7.89    2.93    \n",
      "98.00   95.12   330     0.09    0.17    7.92    3.07    \n",
      "99.00   95.12   352     0.08    0.17    8.10    3.11    \n",
      "99.00   95.12   374     0.07    0.16    7.80    2.85    \n",
      "99.00   95.12   396     0.06    0.15    7.95    3.08    \n",
      "99.00   95.12   418     0.05    0.15    7.94    3.17    \n",
      "99.50   95.12   440     0.04    0.15    8.13    3.27    \n",
      "99.50   95.12   462     0.04    0.14    7.90    2.92    \n",
      "99.50   95.12   484     0.03    0.13    7.73    2.86    \n",
      "99.50   97.56   506     0.02    0.13    7.88    2.94    \n",
      "99.50   97.56   528     0.02    0.12    8.06    3.02    \n",
      "100.00  97.56   550     0.02    0.12    8.01    3.12    \n",
      "100.00  97.56   572     0.01    0.11    8.02    3.21    \n",
      "100.00  97.56   594     0.01    0.11    7.86    2.98    \n",
      "100.00  97.56   616     0.01    0.10    7.91    3.05    \n",
      "100.00  97.56   638     0.01    0.10    7.98    2.88    \n",
      "100.00  97.56   660     0.01    0.10    7.90    2.83    \n",
      "100.00  97.56   682     0.00    0.10    7.89    2.87    \n",
      "100.00  97.56   704     0.00    0.10    7.99    3.03    \n",
      "100.00  97.56   726     0.00    0.10    8.21    3.23    \n",
      "100.00  97.56   748     0.00    0.09    8.12    3.02    \n",
      "100.00  97.56   770     0.00    0.10    8.00    3.03    \n",
      "100.00  97.56   792     0.00    0.10    8.00    3.07    \n",
      "100.00  97.56   814     0.00    0.10    7.98    3.05    \n",
      "100.00  97.56   836     0.00    0.10    8.02    3.08    \n",
      "100.00  97.56   858     0.00    0.09    8.07    3.21    \n",
      "100.00  97.56   880     0.00    0.09    8.05    3.15    \n",
      "100.00  97.56   902     0.00    0.09    8.04    3.04    \n",
      "100.00  97.56   924     0.00    0.09    8.18    3.08    \n",
      "100.00  97.56   946     0.00    0.09    8.16    3.06    \n",
      "100.00  97.56   968     0.00    0.09    8.05    3.22    \n",
      "100.00  97.56   990     0.00    0.09    7.78    3.01    \n",
      "100.00  97.56   1012    0.00    0.08    7.97    2.99    \n",
      "100.00  97.56   1034    0.00    0.08    8.05    2.82    \n",
      "100.00  96.34   1056    0.00    0.08    8.06    3.19    \n",
      "100.00  96.34   1078    0.00    0.08    8.05    3.24    \n",
      "100.00  96.34   1100    0.00    0.08    7.88    3.01    \n",
      "100.00  96.34   1122    0.00    0.08    7.90    2.96    \n",
      "100.00  96.34   1144    0.00    0.09    7.93    2.94    \n",
      "Finished\n",
      "**************\n",
      "Test accuracy :  1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bach 46 / 46 = 1.0\n",
      "beethoven 16 / 16 = 1.0\n",
      "haydn 20 / 20 = 1.0\n",
      "82 82 1.0\n",
      "---------------------------------------------\n",
      "---------------------------------------------\n",
      "Fold 2\n",
      "len validation_ids 246\n",
      "len test_ids 246\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "wnotes torch.Size([64, 1, 1, 6, 39]) (14976)\n",
      "wnotes2 torch.Size([512, 64, 1]) (32768)\n",
      "wdur torch.Size([512, 330, 1]) (168960)\n",
      "wtop torch.Size([512, 3]) (1536)\n",
      "wnotesm torch.Size([256, 78, 1, 3]) (59904)\n",
      "wdurationm torch.Size([256, 55, 1, 3]) (42240)\n",
      "w2m torch.Size([256, 256, 1, 3]) (196608)\n",
      "wtopm torch.Size([256, 3]) (768)\n",
      "bias torch.Size([3]) (3)\n",
      "Initialized graph with 517763 parameters\n",
      "Initiating optimizer, 22 iterations/epoch.\n",
      "acc_tr\tacc_ts\titer\tloss_tr\tloss_ts\ttime\tutime\n",
      "55.00   56.10   0       3.61    4.52    4.20    3.22    \n",
      "74.00   76.83   22      0.86    0.91    7.83    3.16    \n",
      "75.00   80.49   44      0.79    0.84    7.82    2.99    \n",
      "76.00   76.83   66      0.74    0.81    7.80    2.95    \n",
      "79.00   80.49   88      0.73    0.81    8.13    3.05    \n",
      "78.50   79.27   110     0.65    0.80    8.01    3.09    \n",
      "78.50   81.71   132     0.62    0.74    7.89    2.99    \n",
      "83.00   85.37   154     0.48    0.62    7.97    3.11    \n",
      "88.50   87.80   176     0.36    0.49    8.03    2.99    \n",
      "92.50   87.80   198     0.29    0.40    8.10    3.13    \n",
      "96.50   91.46   220     0.18    0.34    8.12    2.79    \n",
      "97.00   91.46   242     0.14    0.30    7.85    2.93    \n",
      "98.00   92.68   264     0.11    0.28    8.24    3.30    \n",
      "98.00   93.90   286     0.08    0.28    8.20    3.21    \n",
      "99.00   93.90   308     0.07    0.28    8.23    3.23    \n",
      "99.00   96.34   330     0.06    0.29    8.20    3.21    \n",
      "99.00   96.34   352     0.05    0.30    8.31    3.35    \n",
      "99.00   96.34   374     0.05    0.30    8.09    3.20    \n",
      "99.00   96.34   396     0.04    0.30    7.99    3.06    \n",
      "99.00   96.34   418     0.03    0.31    8.33    3.39    \n",
      "99.50   96.34   440     0.03    0.30    8.03    3.09    \n",
      "99.50   95.12   462     0.02    0.31    8.18    3.25    \n",
      "99.50   95.12   484     0.02    0.32    8.11    3.15    \n",
      "99.50   96.34   506     0.01    0.32    8.10    3.28    \n",
      "100.00  96.34   528     0.02    0.32    8.23    3.18    \n",
      "100.00  95.12   550     0.01    0.33    8.30    3.18    \n",
      "100.00  95.12   572     0.01    0.33    8.11    3.28    \n",
      "100.00  96.34   594     0.00    0.32    7.99    3.00    \n",
      "100.00  96.34   616     0.00    0.34    8.25    3.24    \n",
      "100.00  96.34   638     0.00    0.35    7.83    2.85    \n",
      "100.00  96.34   660     0.00    0.37    7.90    2.87    \n",
      "100.00  96.34   682     0.00    0.38    8.10    3.10    \n",
      "100.00  95.12   704     0.00    0.39    8.21    3.29    \n",
      "100.00  95.12   726     0.00    0.40    8.23    3.24    \n",
      "100.00  96.34   748     0.00    0.40    8.27    3.28    \n",
      "100.00  96.34   770     0.00    0.41    8.12    3.17    \n",
      "100.00  96.34   792     0.00    0.41    8.29    3.13    \n",
      "100.00  96.34   814     0.00    0.42    8.02    3.15    \n",
      "100.00  96.34   836     0.00    0.42    8.17    3.19    \n",
      "100.00  96.34   858     0.00    0.43    8.31    3.24    \n",
      "100.00  96.34   880     0.00    0.43    8.19    3.17    \n",
      "100.00  96.34   902     0.00    0.44    8.03    3.20    \n",
      "100.00  96.34   924     0.00    0.44    8.28    3.10    \n",
      "100.00  96.34   946     0.00    0.44    8.16    3.18    \n",
      "100.00  96.34   968     0.00    0.45    8.20    3.13    \n",
      "Finished\n",
      "**************\n",
      "Test accuracy :  0.9390243902439024\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bach 46 / 46 = 1.0\n",
      "beethoven 14 / 16 = 0.875\n",
      "haydn 17 / 20 = 0.85\n",
      "77 82 0.9390243902439024\n",
      "---------------------------------------------\n",
      "---------------------------------------------\n",
      "Fold 3\n",
      "len validation_ids 246\n",
      "len test_ids 246\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "wnotes torch.Size([64, 1, 1, 6, 39]) (14976)\n",
      "wnotes2 torch.Size([512, 64, 1]) (32768)\n",
      "wdur torch.Size([512, 330, 1]) (168960)\n",
      "wtop torch.Size([512, 3]) (1536)\n",
      "wnotesm torch.Size([256, 78, 1, 3]) (59904)\n",
      "wdurationm torch.Size([256, 55, 1, 3]) (42240)\n",
      "w2m torch.Size([256, 256, 1, 3]) (196608)\n",
      "wtopm torch.Size([256, 3]) (768)\n",
      "bias torch.Size([3]) (3)\n",
      "Initialized graph with 517763 parameters\n",
      "Initiating optimizer, 22 iterations/epoch.\n",
      "acc_tr\tacc_ts\titer\tloss_tr\tloss_ts\ttime\tutime\n",
      "39.00   40.24   0       1.79    1.76    4.20    3.28    \n",
      "76.50   79.27   22      0.86    0.82    7.90    3.07    \n",
      "75.50   76.83   44      0.86    0.71    7.85    3.07    \n",
      "77.00   74.39   66      0.80    0.78    8.05    3.18    \n",
      "73.00   69.51   88      0.92    0.87    7.99    3.10    \n",
      "72.00   68.29   110     0.89    0.93    8.51    3.49    \n",
      "73.00   68.29   132     0.83    0.92    8.21    3.22    \n",
      "77.00   74.39   154     0.67    0.75    8.12    3.13    \n",
      "82.50   84.15   176     0.51    0.55    8.01    3.10    \n",
      "88.00   91.46   198     0.44    0.41    8.09    3.15    \n",
      "91.50   93.90   220     0.28    0.33    8.16    3.12    \n",
      "96.50   93.90   242     0.21    0.28    7.76    2.84    \n",
      "97.00   95.12   264     0.13    0.25    8.02    3.08    \n",
      "98.00   96.34   286     0.13    0.22    8.08    3.12    \n",
      "99.00   96.34   308     0.09    0.20    8.21    3.14    \n",
      "99.50   96.34   330     0.08    0.19    8.24    3.14    \n",
      "99.50   97.56   352     0.07    0.18    8.12    3.26    \n",
      "99.50   97.56   374     0.07    0.19    8.07    3.14    \n",
      "99.50   97.56   396     0.06    0.18    8.18    3.26    \n",
      "99.50   97.56   418     0.05    0.15    8.09    3.22    \n",
      "99.50   97.56   440     0.06    0.14    8.08    3.14    \n",
      "99.50   97.56   462     0.05    0.14    8.06    3.04    \n",
      "99.50   97.56   484     0.05    0.13    8.33    3.27    \n",
      "99.50   97.56   506     0.04    0.14    8.12    3.29    \n",
      "99.50   97.56   528     0.04    0.14    7.99    3.07    \n",
      "99.50   97.56   550     0.03    0.15    8.06    3.14    \n",
      "99.50   97.56   572     0.03    0.16    8.16    3.27    \n",
      "99.50   97.56   594     0.02    0.17    8.31    3.31    \n",
      "99.50   97.56   616     0.02    0.19    8.11    3.17    \n",
      "99.50   97.56   638     0.01    0.20    8.03    3.06    \n",
      "99.50   97.56   660     0.01    0.21    8.17    3.21    \n",
      "100.00  97.56   682     0.01    0.22    8.31    3.38    \n",
      "100.00  97.56   704     0.01    0.22    8.21    3.21    \n",
      "100.00  97.56   726     0.01    0.23    8.00    3.07    \n",
      "100.00  97.56   748     0.01    0.24    8.28    3.28    \n",
      "100.00  97.56   770     0.00    0.24    8.25    3.27    \n",
      "100.00  97.56   792     0.00    0.25    7.91    3.02    \n",
      "100.00  97.56   814     0.00    0.26    7.05    2.40    \n",
      "100.00  97.56   836     0.00    0.27    7.09    2.35    \n",
      "100.00  97.56   858     0.00    0.27    6.97    2.35    \n",
      "100.00  97.56   880     0.00    0.28    6.91    2.28    \n",
      "100.00  97.56   902     0.00    0.29    6.81    2.23    \n",
      "100.00  97.56   924     0.00    0.29    6.91    2.32    \n",
      "100.00  97.56   946     0.00    0.29    7.07    2.46    \n",
      "100.00  97.56   968     0.00    0.30    6.93    2.32    \n",
      "100.00  97.56   990     0.00    0.30    7.11    2.47    \n",
      "Finished\n",
      "**************\n",
      "Test accuracy :  0.926829268292683\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bach 46 / 46 = 1.0\n",
      "beethoven 11 / 16 = 0.6875\n",
      "haydn 19 / 20 = 0.95\n",
      "76 82 0.926829268292683\n",
      "---------------------------------------------\n",
      "---------------------------------------------\n",
      "Fold 4\n",
      "len validation_ids 246\n",
      "len test_ids 246\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "wnotes torch.Size([64, 1, 1, 6, 39]) (14976)\n",
      "wnotes2 torch.Size([512, 64, 1]) (32768)\n",
      "wdur torch.Size([512, 330, 1]) (168960)\n",
      "wtop torch.Size([512, 3]) (1536)\n",
      "wnotesm torch.Size([256, 78, 1, 3]) (59904)\n",
      "wdurationm torch.Size([256, 55, 1, 3]) (42240)\n",
      "w2m torch.Size([256, 256, 1, 3]) (196608)\n",
      "wtopm torch.Size([256, 3]) (768)\n",
      "bias torch.Size([3]) (3)\n",
      "Initialized graph with 517763 parameters\n",
      "Initiating optimizer, 22 iterations/epoch.\n",
      "acc_tr\tacc_ts\titer\tloss_tr\tloss_ts\ttime\tutime\n",
      "25.00   24.39   0       1.86    1.67    3.06    2.40    \n",
      "60.50   63.41   22      1.02    1.05    6.81    2.18    \n",
      "74.50   74.39   44      1.12    0.86    7.27    2.51    \n",
      "68.00   68.29   66      1.03    0.90    7.06    2.46    \n",
      "65.50   62.20   88      1.01    0.98    6.92    2.35    \n",
      "66.00   63.41   110     0.98    0.98    6.71    2.20    \n",
      "73.00   75.61   132     0.82    0.78    7.09    2.50    \n",
      "79.00   82.93   154     0.63    0.56    6.98    2.35    \n",
      "87.50   93.90   176     0.44    0.38    6.97    2.37    \n",
      "90.50   96.34   198     0.36    0.25    6.85    2.30    \n",
      "93.50   100.00  220     0.29    0.17    7.04    2.40    \n",
      "98.00   100.00  242     0.20    0.12    6.92    2.22    \n",
      "98.00   100.00  264     0.17    0.09    6.83    2.33    \n",
      "98.00   100.00  286     0.14    0.07    6.95    2.24    \n",
      "98.50   98.78   308     0.17    0.07    6.89    2.21    \n",
      "98.50   97.56   330     0.11    0.06    7.01    2.43    \n",
      "98.50   97.56   352     0.09    0.05    6.98    2.38    \n",
      "98.50   97.56   374     0.07    0.05    6.91    2.44    \n",
      "98.50   97.56   396     0.06    0.05    7.05    2.40    \n",
      "98.50   97.56   418     0.06    0.05    7.09    2.24    \n",
      "99.00   97.56   440     0.04    0.06    7.10    2.34    \n",
      "99.00   97.56   462     0.04    0.06    6.96    2.36    \n",
      "99.00   97.56   484     0.03    0.06    7.11    2.29    \n",
      "99.00   97.56   506     0.03    0.06    6.91    2.34    \n",
      "99.00   97.56   528     0.02    0.06    7.04    2.38    \n",
      "99.00   97.56   550     0.02    0.05    6.94    2.11    \n",
      "99.50   97.56   572     0.03    0.06    6.89    2.33    \n",
      "100.00  96.34   594     0.02    0.07    6.98    2.37    \n",
      "100.00  96.34   616     0.01    0.08    6.96    2.38    \n",
      "100.00  96.34   638     0.01    0.09    6.88    2.29    \n",
      "100.00  96.34   660     0.01    0.10    6.87    2.35    \n",
      "100.00  96.34   682     0.01    0.11    7.01    2.12    \n",
      "100.00  96.34   704     0.00    0.12    7.05    2.22    \n",
      "100.00  96.34   726     0.00    0.12    6.83    2.29    \n",
      "100.00  96.34   748     0.00    0.13    7.23    2.37    \n",
      "100.00  95.12   770     0.00    0.14    6.91    2.25    \n",
      "100.00  95.12   792     0.00    0.14    6.70    2.16    \n",
      "100.00  96.34   814     0.00    0.14    7.07    2.24    \n",
      "100.00  96.34   836     0.00    0.15    6.94    2.25    \n",
      "100.00  96.34   858     0.00    0.15    6.94    2.41    \n",
      "Finished\n",
      "**************\n",
      "Test accuracy :  0.9634146341463414\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bach 46 / 46 = 1.0\n",
      "beethoven 15 / 16 = 0.9375\n",
      "haydn 18 / 20 = 0.9\n",
      "79 82 0.9634146341463414\n",
      "---------------------------------------------\n",
      "---------------------------------------------\n",
      "Fold 5\n",
      "len validation_ids 246\n",
      "len test_ids 246\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "wnotes torch.Size([64, 1, 1, 6, 39]) (14976)\n",
      "wnotes2 torch.Size([512, 64, 1]) (32768)\n",
      "wdur torch.Size([512, 330, 1]) (168960)\n",
      "wtop torch.Size([512, 3]) (1536)\n",
      "wnotesm torch.Size([256, 78, 1, 3]) (59904)\n",
      "wdurationm torch.Size([256, 55, 1, 3]) (42240)\n",
      "w2m torch.Size([256, 256, 1, 3]) (196608)\n",
      "wtopm torch.Size([256, 3]) (768)\n",
      "bias torch.Size([3]) (3)\n",
      "Initialized graph with 517763 parameters\n",
      "Initiating optimizer, 22 iterations/epoch.\n",
      "acc_tr\tacc_ts\titer\tloss_tr\tloss_ts\ttime\tutime\n",
      "25.00   25.61   0       3.35    2.93    2.96    2.23    \n",
      "62.50   67.07   22      1.02    1.17    6.83    2.33    \n",
      "73.50   74.39   44      0.86    1.09    6.98    2.40    \n",
      "59.50   60.98   66      1.03    1.19    6.82    2.19    \n",
      "61.50   59.76   88      0.86    1.22    6.86    2.16    \n",
      "69.00   60.98   110     0.85    1.24    6.84    2.26    \n",
      "73.50   64.63   132     0.74    1.15    7.13    2.51    \n",
      "80.00   70.73   154     0.60    0.98    6.97    2.25    \n",
      "88.00   75.61   176     0.47    0.74    7.05    2.39    \n",
      "93.00   87.80   198     0.32    0.56    7.06    2.33    \n",
      "94.00   91.46   220     0.23    0.43    7.07    2.53    \n",
      "97.50   91.46   242     0.18    0.34    6.91    2.29    \n",
      "98.00   92.68   264     0.15    0.29    7.03    2.37    \n",
      "98.00   92.68   286     0.12    0.25    7.05    2.29    \n",
      "98.00   93.90   308     0.10    0.22    7.09    2.52    \n",
      "98.50   93.90   330     0.09    0.20    6.86    2.20    \n",
      "99.00   93.90   352     0.08    0.19    7.10    2.35    \n",
      "99.00   95.12   374     0.07    0.19    6.95    2.35    \n",
      "99.00   95.12   396     0.05    0.18    7.17    2.36    \n",
      "99.00   95.12   418     0.04    0.19    7.08    2.37    \n",
      "99.00   93.90   440     0.03    0.19    7.12    2.34    \n",
      "99.50   93.90   462     0.02    0.18    6.91    2.37    \n",
      "99.50   93.90   484     0.02    0.18    7.09    2.62    \n",
      "99.50   95.12   506     0.01    0.17    6.88    2.20    \n",
      "100.00  95.12   528     0.01    0.17    6.91    2.36    \n",
      "100.00  95.12   550     0.01    0.18    6.90    2.30    \n",
      "100.00  95.12   572     0.01    0.18    6.86    2.33    \n",
      "100.00  95.12   594     0.01    0.19    7.13    2.29    \n",
      "100.00  95.12   616     0.00    0.20    6.99    2.25    \n",
      "100.00  93.90   638     0.00    0.21    6.88    2.24    \n",
      "100.00  93.90   660     0.00    0.21    7.10    2.58    \n",
      "100.00  93.90   682     0.00    0.22    7.07    2.32    \n",
      "100.00  93.90   704     0.00    0.23    6.89    2.18    \n",
      "100.00  93.90   726     0.00    0.23    7.28    2.47    \n",
      "100.00  93.90   748     0.00    0.24    6.82    2.24    \n",
      "100.00  93.90   770     0.00    0.24    6.82    2.17    \n",
      "100.00  93.90   792     0.00    0.25    6.91    2.32    \n",
      "100.00  93.90   814     0.00    0.25    7.11    2.16    \n",
      "100.00  93.90   836     0.00    0.25    7.05    2.33    \n",
      "100.00  93.90   858     0.00    0.26    6.89    2.16    \n",
      "100.00  93.90   880     0.00    0.27    7.02    2.29    \n",
      "100.00  93.90   902     0.00    0.27    7.10    2.36    \n",
      "100.00  93.90   924     0.00    0.27    7.03    2.32    \n",
      "100.00  93.90   946     0.00    0.28    6.86    2.25    \n",
      "100.00  93.90   968     0.00    0.28    7.26    2.55    \n",
      "100.00  93.90   990     0.00    0.28    6.99    2.26    \n",
      "100.00  93.90   1012    0.00    0.28    7.20    2.43    \n",
      "Finished\n",
      "**************\n",
      "Test accuracy :  1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bach 46 / 46 = 1.0\n",
      "beethoven 16 / 16 = 1.0\n",
      "haydn 20 / 20 = 1.0\n",
      "82 82 1.0\n",
      "---------------------------------------------\n",
      "---------------------------------------------\n",
      "Fold 6\n",
      "len validation_ids 246\n",
      "len test_ids 246\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "wnotes torch.Size([64, 1, 1, 6, 39]) (14976)\n",
      "wnotes2 torch.Size([512, 64, 1]) (32768)\n",
      "wdur torch.Size([512, 330, 1]) (168960)\n",
      "wtop torch.Size([512, 3]) (1536)\n",
      "wnotesm torch.Size([256, 78, 1, 3]) (59904)\n",
      "wdurationm torch.Size([256, 55, 1, 3]) (42240)\n",
      "w2m torch.Size([256, 256, 1, 3]) (196608)\n",
      "wtopm torch.Size([256, 3]) (768)\n",
      "bias torch.Size([3]) (3)\n",
      "Initialized graph with 517763 parameters\n",
      "Initiating optimizer, 22 iterations/epoch.\n",
      "acc_tr\tacc_ts\titer\tloss_tr\tloss_ts\ttime\tutime\n",
      "25.00   24.39   0       4.52    3.95    2.89    2.28    \n",
      "63.50   63.41   22      1.26    1.51    6.80    2.31    \n",
      "74.00   75.61   44      0.88    0.91    6.71    2.12    \n",
      "77.50   78.05   66      0.78    0.86    7.18    2.46    \n",
      "76.00   73.17   88      0.76    0.90    6.78    2.17    \n",
      "69.00   70.73   110     0.83    0.95    7.06    2.48    \n",
      "71.00   73.17   132     0.71    0.89    6.82    2.22    \n",
      "78.00   79.27   154     0.62    0.73    7.09    2.60    \n",
      "85.00   82.93   176     0.43    0.56    6.77    2.24    \n",
      "94.00   91.46   198     0.34    0.40    7.03    2.51    \n",
      "96.00   93.90   220     0.25    0.32    6.89    2.29    \n",
      "96.50   95.12   242     0.15    0.27    7.08    2.52    \n",
      "98.00   95.12   264     0.11    0.23    6.86    2.21    \n",
      "98.00   97.56   286     0.08    0.21    6.98    2.37    \n",
      "98.50   97.56   308     0.06    0.20    6.79    2.32    \n",
      "99.00   97.56   330     0.05    0.19    6.80    2.15    \n",
      "99.50   97.56   352     0.04    0.19    6.90    2.14    \n",
      "100.00  97.56   374     0.03    0.19    6.99    2.19    \n",
      "100.00  97.56   396     0.02    0.19    7.06    2.18    \n",
      "100.00  97.56   418     0.01    0.19    7.12    2.52    \n",
      "100.00  97.56   440     0.01    0.19    6.77    2.30    \n",
      "100.00  97.56   462     0.01    0.20    7.04    2.32    \n",
      "100.00  97.56   484     0.01    0.20    7.07    2.45    \n",
      "100.00  97.56   506     0.01    0.21    6.85    2.36    \n",
      "100.00  97.56   528     0.00    0.21    7.07    2.37    \n",
      "100.00  97.56   550     0.00    0.22    6.83    2.21    \n",
      "100.00  97.56   572     0.00    0.22    6.99    2.40    \n",
      "100.00  97.56   594     0.00    0.23    7.09    2.36    \n",
      "100.00  97.56   616     0.00    0.23    6.97    2.45    \n",
      "100.00  97.56   638     0.00    0.24    6.92    2.32    \n",
      "100.00  97.56   660     0.00    0.24    6.93    2.20    \n",
      "100.00  97.56   682     0.00    0.24    7.18    2.34    \n",
      "100.00  97.56   704     0.00    0.25    6.86    2.35    \n",
      "100.00  98.78   726     0.00    0.25    6.90    2.25    \n",
      "100.00  98.78   748     0.00    0.25    6.93    2.30    \n",
      "100.00  98.78   770     0.00    0.26    6.96    2.27    \n",
      "100.00  98.78   792     0.00    0.26    7.10    2.42    \n",
      "100.00  98.78   814     0.00    0.26    6.91    2.35    \n",
      "100.00  98.78   836     0.00    0.26    6.63    2.17    \n",
      "100.00  98.78   858     0.00    0.27    6.92    2.35    \n",
      "100.00  98.78   880     0.00    0.27    7.13    2.32    \n",
      "100.00  98.78   902     0.00    0.27    7.00    2.25    \n",
      "100.00  98.78   924     0.00    0.27    6.79    2.25    \n",
      "100.00  98.78   946     0.00    0.27    6.98    2.33    \n",
      "100.00  98.78   968     0.00    0.27    7.07    2.28    \n",
      "100.00  98.78   990     0.00    0.28    7.11    2.42    \n",
      "100.00  98.78   1012    0.00    0.28    6.94    2.35    \n",
      "100.00  98.78   1034    0.00    0.28    6.84    2.22    \n",
      "100.00  98.78   1056    0.00    0.28    6.96    2.31    \n",
      "100.00  98.78   1078    0.00    0.28    6.99    2.35    \n",
      "100.00  98.78   1100    0.00    0.28    7.00    2.41    \n",
      "100.00  98.78   1122    0.00    0.28    6.97    2.28    \n",
      "100.00  98.78   1144    0.00    0.29    6.78    2.22    \n",
      "100.00  98.78   1166    0.00    0.29    7.16    2.44    \n",
      "100.00  98.78   1188    0.00    0.29    6.99    2.22    \n",
      "100.00  98.78   1210    0.00    0.29    6.90    2.30    \n",
      "100.00  98.78   1232    0.00    0.29    6.91    2.19    \n",
      "100.00  98.78   1254    0.00    0.29    6.93    2.30    \n",
      "100.00  98.78   1276    0.00    0.29    7.06    2.29    \n",
      "100.00  98.78   1298    0.00    0.30    6.81    2.22    \n",
      "100.00  98.78   1320    0.00    0.30    6.71    2.18    \n",
      "100.00  98.78   1342    0.00    0.30    7.00    2.36    \n",
      "100.00  98.78   1364    0.00    0.30    6.88    2.27    \n",
      "Finished\n",
      "**************\n",
      "Test accuracy :  0.926829268292683\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bach 46 / 46 = 1.0\n",
      "beethoven 12 / 16 = 0.75\n",
      "haydn 18 / 20 = 0.9\n",
      "76 82 0.926829268292683\n",
      "---------------------------------------------\n",
      "---------------------------------------------\n",
      "Fold 7\n",
      "len validation_ids 246\n",
      "len test_ids 246\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "wnotes torch.Size([64, 1, 1, 6, 39]) (14976)\n",
      "wnotes2 torch.Size([512, 64, 1]) (32768)\n",
      "wdur torch.Size([512, 330, 1]) (168960)\n",
      "wtop torch.Size([512, 3]) (1536)\n",
      "wnotesm torch.Size([256, 78, 1, 3]) (59904)\n",
      "wdurationm torch.Size([256, 55, 1, 3]) (42240)\n",
      "w2m torch.Size([256, 256, 1, 3]) (196608)\n",
      "wtopm torch.Size([256, 3]) (768)\n",
      "bias torch.Size([3]) (3)\n",
      "Initialized graph with 517763 parameters\n",
      "Initiating optimizer, 22 iterations/epoch.\n",
      "acc_tr\tacc_ts\titer\tloss_tr\tloss_ts\ttime\tutime\n",
      "20.00   19.51   0       4.29    5.11    3.15    2.38    \n",
      "66.00   69.51   22      1.39    1.18    6.95    2.28    \n",
      "76.00   79.27   44      0.90    0.81    6.85    2.21    \n",
      "75.50   81.71   66      0.79    0.71    6.78    2.17    \n",
      "76.50   86.59   88      0.80    0.73    6.93    2.38    \n",
      "73.50   74.39   110     0.81    0.83    6.98    2.34    \n",
      "74.00   75.61   132     0.69    0.78    6.84    2.28    \n",
      "79.50   78.05   154     0.58    0.68    6.98    2.38    \n",
      "86.50   84.15   176     0.45    0.55    6.85    2.31    \n",
      "91.00   87.80   198     0.33    0.44    6.93    2.23    \n",
      "92.00   92.68   220     0.25    0.35    7.16    2.43    \n",
      "94.00   92.68   242     0.19    0.29    6.94    2.37    \n",
      "96.50   96.34   264     0.17    0.24    6.84    2.18    \n",
      "97.00   96.34   286     0.11    0.21    6.86    2.30    \n",
      "98.00   95.12   308     0.10    0.20    6.80    2.19    \n",
      "98.00   95.12   330     0.07    0.19    6.68    2.17    \n",
      "99.00   95.12   352     0.06    0.19    7.04    2.36    \n",
      "99.00   95.12   374     0.05    0.18    6.93    2.35    \n",
      "99.00   95.12   396     0.04    0.19    6.66    2.11    \n",
      "99.00   95.12   418     0.04    0.20    6.95    2.12    \n",
      "99.50   93.90   440     0.03    0.21    7.34    2.44    \n",
      "99.50   93.90   462     0.03    0.22    6.88    2.24    \n",
      "100.00  93.90   484     0.02    0.23    6.91    2.30    \n",
      "100.00  93.90   506     0.02    0.22    7.17    2.41    \n",
      "100.00  93.90   528     0.02    0.23    6.89    2.25    \n",
      "100.00  95.12   550     0.02    0.22    6.99    2.28    \n",
      "100.00  95.12   572     0.01    0.22    7.18    2.26    \n",
      "100.00  95.12   594     0.01    0.22    6.88    2.22    \n",
      "100.00  96.34   616     0.01    0.21    7.06    2.27    \n",
      "100.00  97.56   638     0.01    0.20    6.98    2.28    \n",
      "100.00  97.56   660     0.01    0.20    6.65    2.11    \n",
      "100.00  97.56   682     0.01    0.19    6.99    2.28    \n",
      "100.00  97.56   704     0.01    0.19    6.71    2.20    \n",
      "100.00  97.56   726     0.01    0.19    7.03    2.29    \n",
      "100.00  97.56   748     0.00    0.19    7.11    2.28    \n",
      "100.00  96.34   770     0.00    0.19    6.75    2.20    \n",
      "100.00  96.34   792     0.00    0.19    6.94    2.18    \n",
      "100.00  96.34   814     0.00    0.19    6.98    2.29    \n",
      "100.00  96.34   836     0.00    0.19    6.88    2.29    \n",
      "100.00  96.34   858     0.00    0.19    6.64    2.10    \n",
      "100.00  96.34   880     0.00    0.19    6.85    2.19    \n",
      "100.00  96.34   902     0.00    0.19    6.82    2.25    \n",
      "100.00  96.34   924     0.00    0.19    7.07    2.24    \n",
      "100.00  96.34   946     0.00    0.19    6.88    2.18    \n",
      "100.00  96.34   968     0.00    0.19    7.02    2.24    \n",
      "100.00  96.34   990     0.00    0.19    6.80    2.15    \n",
      "100.00  96.34   1012    0.00    0.19    7.07    2.32    \n",
      "100.00  96.34   1034    0.00    0.19    6.91    2.20    \n",
      "100.00  96.34   1056    0.00    0.19    6.78    2.05    \n",
      "100.00  96.34   1078    0.00    0.19    6.82    2.27    \n",
      "100.00  96.34   1100    0.00    0.19    6.91    2.30    \n",
      "100.00  96.34   1122    0.00    0.19    7.04    2.26    \n",
      "100.00  96.34   1144    0.00    0.19    6.84    2.27    \n",
      "100.00  96.34   1166    0.00    0.19    6.96    2.15    \n",
      "100.00  96.34   1188    0.00    0.19    7.00    2.23    \n",
      "100.00  96.34   1210    0.00    0.19    6.83    2.20    \n",
      "100.00  96.34   1232    0.00    0.19    6.92    2.31    \n",
      "100.00  96.34   1254    0.00    0.19    6.74    2.14    \n",
      "100.00  96.34   1276    0.00    0.19    6.76    2.08    \n",
      "Finished\n",
      "**************\n",
      "Test accuracy :  0.9634146341463414\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bach 46 / 46 = 1.0\n",
      "beethoven 15 / 16 = 0.9375\n",
      "haydn 18 / 20 = 0.9\n",
      "79 82 0.9634146341463414\n",
      "---------------------------------------------\n",
      "---------------------------------------------\n",
      "Fold 8\n",
      "len validation_ids 400\n",
      "len test_ids 246\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "Found cached voices datafile at data/voices_data.npz\n",
      "wnotes torch.Size([64, 1, 1, 6, 39]) (14976)\n",
      "wnotes2 torch.Size([512, 64, 1]) (32768)\n",
      "wdur torch.Size([512, 330, 1]) (168960)\n",
      "wtop torch.Size([512, 3]) (1536)\n",
      "wnotesm torch.Size([256, 78, 1, 3]) (59904)\n",
      "wdurationm torch.Size([256, 55, 1, 3]) (42240)\n",
      "w2m torch.Size([256, 256, 1, 3]) (196608)\n",
      "wtopm torch.Size([256, 3]) (768)\n",
      "bias torch.Size([3]) (3)\n",
      "Initialized graph with 517763 parameters\n",
      "Initiating optimizer, 21 iterations/epoch.\n",
      "acc_tr\tacc_ts\titer\tloss_tr\tloss_ts\ttime\tutime\n",
      "57.00   49.06   0       2.67    3.31    3.13    2.50    \n",
      "67.00   61.32   21      1.91    2.03    6.69    2.29    \n",
      "78.50   67.92   42      1.15    1.41    6.64    2.30    \n",
      "80.50   68.87   63      0.89    1.08    6.87    2.36    \n",
      "80.50   68.87   84      0.72    0.92    6.60    2.22    \n",
      "81.00   68.87   105     0.62    0.85    6.95    2.38    \n",
      "83.00   72.64   126     0.59    0.82    6.82    2.32    \n",
      "83.50   78.30   147     0.52    0.79    6.76    2.26    \n",
      "83.00   77.36   168     0.53    0.70    6.68    2.15    \n",
      "87.00   81.13   189     0.42    0.58    6.86    2.41    \n",
      "90.00   85.85   210     0.34    0.46    6.71    2.34    \n",
      "94.50   88.68   231     0.22    0.37    6.79    2.28    \n",
      "96.00   90.57   252     0.19    0.30    6.85    2.45    \n",
      "98.00   92.45   273     0.14    0.26    6.83    2.21    \n",
      "98.50   94.34   294     0.12    0.22    6.76    2.38    \n",
      "98.50   94.34   315     0.08    0.20    6.81    2.30    \n",
      "98.50   95.28   336     0.07    0.18    6.67    2.24    \n",
      "98.50   95.28   357     0.05    0.17    6.90    2.40    \n",
      "98.50   95.28   378     0.04    0.17    6.71    2.19    \n",
      "99.50   96.23   399     0.03    0.17    6.70    2.16    \n",
      "99.50   96.23   420     0.02    0.17    6.74    2.34    \n",
      "99.50   96.23   441     0.02    0.17    6.88    2.32    \n",
      "100.00  96.23   462     0.02    0.18    6.75    2.33    \n",
      "100.00  95.28   483     0.01    0.18    7.25    2.65    \n",
      "100.00  95.28   504     0.01    0.19    6.71    2.33    \n",
      "100.00  95.28   525     0.01    0.20    6.78    2.32    \n",
      "100.00  95.28   546     0.01    0.22    6.66    2.24    \n",
      "100.00  95.28   567     0.01    0.23    6.79    2.18    \n",
      "100.00  95.28   588     0.01    0.24    6.79    2.23    \n",
      "100.00  95.28   609     0.01    0.25    6.69    2.25    \n",
      "100.00  95.28   630     0.01    0.26    6.98    2.46    \n",
      "100.00  95.28   651     0.01    0.28    6.88    2.31    \n",
      "100.00  95.28   672     0.00    0.29    6.68    2.23    \n",
      "100.00  96.23   693     0.00    0.30    6.79    2.30    \n",
      "100.00  96.23   714     0.00    0.31    6.89    2.20    \n",
      "100.00  96.23   735     0.00    0.32    6.79    2.42    \n",
      "100.00  96.23   756     0.00    0.33    6.86    2.33    \n",
      "100.00  95.28   777     0.00    0.33    6.65    2.24    \n",
      "100.00  95.28   798     0.00    0.34    6.67    2.17    \n",
      "100.00  95.28   819     0.00    0.35    6.85    2.24    \n",
      "100.00  95.28   840     0.00    0.36    6.79    2.27    \n",
      "100.00  95.28   861     0.00    0.36    6.47    2.15    \n",
      "91.50   89.02   189     0.30    0.38    6.68    2.07    \n",
      "93.00   90.24   210     0.28    0.29    6.78    2.34    \n",
      "100.00  96.34   504     0.01    0.09    6.81    2.39    \n",
      "100.00  96.34   525     0.01    0.08    6.73    2.27    \n",
      "100.00  96.34   546     0.01    0.08    6.63    2.22    \n",
      "100.00  96.34   567     0.01    0.08    6.95    2.39    \n",
      "100.00  96.34   588     0.00    0.08    6.82    2.28    \n",
      "100.00  95.12   609     0.01    0.09    6.84    2.29    \n",
      "100.00  95.12   630     0.01    0.09    6.52    2.08    \n",
      "100.00  95.12   651     0.00    0.09    6.61    2.18    \n",
      "100.00  95.12   672     0.00    0.10    6.59    2.18    \n",
      "100.00  95.12   693     0.00    0.10    6.68    2.24    \n",
      "100.00  95.12   714     0.00    0.10    6.75    2.14    \n",
      "100.00  95.12   735     0.00    0.11    6.77    2.15    \n",
      "100.00  95.12   756     0.00    0.11    6.95    2.27    \n",
      "100.00  95.12   777     0.00    0.11    6.78    2.18    \n",
      "100.00  95.12   798     0.00    0.12    6.80    2.21    \n",
      "100.00  95.12   819     0.00    0.12    6.74    2.10    \n",
      "100.00  95.12   840     0.00    0.13    6.72    2.38    \n",
      "100.00  95.12   861     0.00    0.13    6.83    2.21    \n",
      "100.00  95.12   882     0.00    0.14    6.57    2.15    \n",
      "Finished\n",
      "**************\n",
      "Test accuracy :  0.9150943396226415\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2880x2880 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bach 51 / 52 = 0.9807692307692307\n",
      "beethoven 19 / 25 = 0.76\n",
      "haydn 27 / 29 = 0.9310344827586207\n",
      "97 106 0.9150943396226415\n"
     ]
    }
   ],
   "source": [
    "validator = CrossValidator(Convnet, corpora, is_patches_model=True, patience=30, batch_size=32)\n",
    "validator.run(context, checkpoint_dir=checkpoint_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}