CycleGAN.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>CycleGAN for Style Transfer</h1>\n",
    "<h3> Imports </h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reloading net\n"
     ]
    }
   ],
   "source": [
    "#Python imports\n",
    "import torch\n",
    "import torch.nn as tnn\n",
    "from torch.autograd import Variable\n",
    "import sys\n",
    "import itertools\n",
    "from torch.utils.data import DataLoader\n",
    "from Dataset import ImageSet\n",
    "import datetime\n",
    "import torchvision.utils as tv\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from torchvision import transforms\n",
    "from PIL import Image\n",
    "\n",
    "#Import network elements\n",
    "import network_elements as net\n",
    "\n",
    "#stdout code blocks reload's print statement\n",
    "#prevstd = sys.stdout\n",
    "#sys.stdout = None\n",
    "reload(net)\n",
    "print(\"Reloading net\")\n",
    "#sys.stdout = prevstd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Set parameters</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#The number of channels in the input image\n",
    "im_in_channels = 3\n",
    "\n",
    "#The number of channels in the output image\n",
    "im_out_channels = 3\n",
    "\n",
    "#The size of the largest size of the input image\n",
    "im_size = 128\n",
    "\n",
    "LEARNING_RATE = 0.0002\n",
    "\n",
    "LR_DECAY_START = 100\n",
    "LR_DECAY_END = 200\n",
    "NUM_EPOCHS = 200\n",
    "\n",
    "load_partial_net = False\n",
    "CURR_EPOCH = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Import dataset</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "./datasets/monet2photo\n",
      "Finished loading data\n"
     ]
    }
   ],
   "source": [
    "# apple2orange, summer2winter_yosemite, horse2zebra, monet2photo, cezanne2photo, ukiyoe2photo, vangogh2photo, maps, cityscapes, facades, iphone2dslr_flower, ae_photos\"\n",
    "imageSet = ImageSet();\n",
    "dataset = \"monet2photo\"\n",
    "imageSet.downloadData(dataset)\n",
    "training_transforms = [transforms.Resize(int(im_size*1.12), Image.BICUBIC),\n",
    "                  transforms.RandomCrop(im_size),\n",
    "                  transforms.RandomHorizontalFlip(),\n",
    "                  transforms.ToTensor(),\n",
    "                  transforms.Normalize((0.5,0.5,0.5),(0.5,0.5,0.5))];\n",
    "imageSet.loadData(dataset, 'train', im_size, training_transforms)\n",
    "imgLoader = DataLoader(imageSet,shuffle=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Define the CycleGAN network</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "#G : X->Y\n",
    "G = net.Mapping(im_in_channels, im_out_channels, im_size)\n",
    "\n",
    "#F : Y->X\n",
    "F = net.Mapping(im_out_channels, im_out_channels, im_size)\n",
    "\n",
    "#G mapping discriminator\n",
    "Dx = net.Discriminator(im_in_channels)\n",
    "\n",
    "#F mapping discriminator\n",
    "Dy = net.Discriminator(im_out_channels)\n",
    "\n",
    "#Initialize CUDA implementations\n",
    "G.cuda();\n",
    "F.cuda();\n",
    "Dx.cuda();\n",
    "Dy.cuda();\n",
    "\n",
    "#Define losses\n",
    "cycle_loss = tnn.L1Loss(); #Cycle-consistency loss\n",
    "gan_loss = tnn.MSELoss(); #Adversarial loss\n",
    "identity_loss = tnn.L1Loss(); #Prevents image tinting"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Initialize weights for each network</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# norm_weights function applies Gaussian norm weights with mean 0 and stddev 0.02\n",
    "G.apply(net.conv_norm_weights);\n",
    "F.apply(net.conv_norm_weights);\n",
    "Dx.apply(net.conv_norm_weights);\n",
    "Dy.apply(net.conv_norm_weights);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>Set optimizer parameters</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "#simplified version has no pooling, paper does not, paper code does...\n",
    "# REMOVE\n",
    "\n",
    "gan_opt = torch.optim.Adam(itertools.chain(G.parameters(), F.parameters()),\n",
    "                           lr = LEARNING_RATE)\n",
    "dx_opt = torch.optim.Adam(Dx.parameters(), lr = LEARNING_RATE)\n",
    "dy_opt = torch.optim.Adam(Dy.parameters(), lr = LEARNING_RATE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The paper uses Adam optimizer with a learning rate of 0.0002 for the first 100 epochs that linearly decays to 0 over the next 100 epochs."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3> Initialize training variables </h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = torch.cuda.FloatTensor(1, im_in_channels, im_size, im_size)\n",
    "y = torch.cuda.FloatTensor(1, im_out_channels, im_size, im_size)\n",
    "\n",
    "# Variable wrapper is depricated in >0.4\n",
    "dReal = Variable(torch.cuda.FloatTensor(1).fill_(1.0), requires_grad = False)\n",
    "dFake = Variable(torch.cuda.FloatTensor(1).fill_(0.0), requires_grad = False)\n",
    "\n",
    "buffX_Y = net.MapBuffer()\n",
    "buffY_X = net.MapBuffer()\n",
    "\n",
    "if not os.path.isdir(\"./img/\"):\n",
    "    os.mkdir(\"./img/\")\n",
    "\n",
    "if not os.path.isdir(\"./img/\" + dataset + \"/\"):\n",
    "    os.mkdir(\"./img/\" + dataset + '/')\n",
    "    \n",
    "if not os.path.isdir(\"./log/\"):\n",
    "    os.mkdir(\"./log\")\n",
    "    \n",
    "if not os.path.isdir(\"./log/\" + dataset + \"/\"):\n",
    "    os.mkdir(\"./log/\" + dataset + \"/\")\n",
    "    \n",
    "if os.path.isfile(\"./log/\" + dataset + \"/loss.log\") and not load_partial_net:    \n",
    "    os.remove(\"./log/\" + dataset + \"/loss.log\")\n",
    "    \n",
    "logfile = open(\"./log/\" + dataset + \"/loss.log\",\"a\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3> Load Partial Net </h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "if (load_partial_net):\n",
    "    if os.path.isfile(\"./model/\" + dataset + \"/model_info.txt\"):\n",
    "        model_file = open(\"./model/\" + dataset + \"/model_info.txt\", \"r\")\n",
    "        CURR_EPOCH = int(model_file.read())\n",
    "        model_file.close()\n",
    "    G.load_state_dict(torch.load('./model/' + dataset + '/G.data'))\n",
    "    F.load_state_dict(torch.load('./model/' + dataset + '/F.data'))\n",
    "    Dx.load_state_dict(torch.load('./model/' + dataset + '/Dx.data'))\n",
    "    Dy.load_state_dict(torch.load('./model/' + dataset + '/Dy.data'))\n",
    "    gan_opt.load_state_dict(torch.load('./model/' + dataset + '/gan_opt.data'))\n",
    "    dx_opt.load_state_dict(torch.load('./model/' + dataset + '/dx_opt.data'))\n",
    "    dy_opt.load_state_dict(torch.load('./model/' + dataset + '/dy_opt.data'))\n",
    "    \n",
    "last_epoch = -1\n",
    "if (load_partial_net):\n",
    "    last_epoch = CURR_EPOCH-1\n",
    "\n",
    "gan_lr = torch.optim.lr_scheduler.LambdaLR(gan_opt, net.LRDecay(LR_DECAY_START, LR_DECAY_END).step, last_epoch)\n",
    "dx_lr = torch.optim.lr_scheduler.LambdaLR(dx_opt, net.LRDecay(LR_DECAY_START, LR_DECAY_END).step, last_epoch)\n",
    "dy_lr = torch.optim.lr_scheduler.LambdaLR(dy_opt, net.LRDecay(LR_DECAY_START, LR_DECAY_END).step, last_epoch)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3> Training </h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0/200, 0/6287, 0:00:00.010941\n",
      "0,0,22.244240,7.150340,0.932339,14.641977,0.650065\n",
      "\n",
      "Epoch 0/200, 1/6287, 0:00:00.183461\n",
      "0,1,20.154627,6.379827,0.443626,12.994964,0.675985\n",
      "\n",
      "Epoch 0/200, 2/6287, 0:00:00.379804\n",
      "0,2,17.737217,5.483084,0.139422,11.048169,0.553349\n",
      "\n",
      "Epoch 0/200, 3/6287, 0:00:00.542682\n",
      "0,3,15.726242,5.035377,0.554314,10.196634,0.407055\n",
      "\n",
      "Epoch 0/200, 4/6287, 0:00:00.703805\n",
      "0,4,14.072522,4.498518,1.035155,9.303916,0.701004\n",
      "\n",
      "Epoch 0/200, 5/6287, 0:00:00.863404\n",
      "0,5,16.381510,5.401195,1.648003,10.938687,0.997079\n",
      "\n",
      "Epoch 0/200, 6/6287, 0:00:01.035803\n",
      "0,6,13.635860,4.308844,0.417084,8.591006,0.579216\n",
      "\n",
      "Epoch 0/200, 7/6287, 0:00:01.195947\n",
      "0,7,13.327601,3.895491,0.043757,7.964617,1.152504\n",
      "\n",
      "Epoch 0/200, 8/6287, 0:00:01.361947\n",
      "0,8,14.118649,3.274919,0.474695,6.731483,1.601900\n",
      "\n",
      "Epoch 0/200, 9/6287, 0:00:01.526512\n",
      "0,9,13.253946,3.830964,0.060971,7.980385,0.734272\n",
      "\n",
      "Epoch 0/200, 10/6287, 0:00:01.690002\n",
      "0,10,14.569380,4.740540,1.359468,9.763831,0.873391\n",
      "\n",
      "Epoch 0/200, 11/6287, 0:00:01.850332\n",
      "0,11,11.942169,3.896676,1.857805,7.855466,1.399758\n",
      "\n",
      "Epoch 0/200, 12/6287, 0:00:02.014957\n",
      "0,12,10.303921,2.890720,3.737474,6.600712,2.056468\n",
      "\n",
      "Epoch 0/200, 13/6287, 0:00:02.179240\n",
      "0,13,11.419942,3.543828,0.854614,7.255168,1.029737\n",
      "\n",
      "Epoch 0/200, 14/6287, 0:00:02.343088\n",
      "0,14,9.688226,3.187615,1.752671,6.467259,1.008377\n",
      "\n",
      "Epoch 0/200, 15/6287, 0:00:02.506514\n",
      "0,15,10.764832,2.946274,0.440944,6.170281,1.146856\n",
      "\n",
      "Epoch 0/200, 16/6287, 0:00:02.670522\n",
      "0,16,11.442986,3.301172,0.154076,6.930045,0.513138\n",
      "\n",
      "Epoch 0/200, 17/6287, 0:00:02.831343\n",
      "0,17,13.414360,3.806882,1.044693,7.934824,0.763415\n",
      "\n",
      "Epoch 0/200, 18/6287, 0:00:02.993300\n",
      "0,18,11.239536,3.253570,0.074534,6.682179,0.637078\n",
      "\n",
      "Epoch 0/200, 19/6287, 0:00:03.149734\n",
      "0,19,12.347082,3.882502,1.099610,8.192648,1.407678\n",
      "\n",
      "Epoch 0/200, 20/6287, 0:00:03.306216\n",
      "0,20,12.470261,3.948599,0.821970,8.248055,0.864796\n",
      "\n",
      "Epoch 0/200, 21/6287, 0:00:03.463002\n",
      "0,21,9.916548,3.167497,1.456487,6.696900,1.021985\n",
      "\n",
      "Epoch 0/200, 22/6287, 0:00:03.618741\n",
      "0,22,10.253708,3.191444,0.928460,6.468574,1.198645\n",
      "\n",
      "Epoch 0/200, 23/6287, 0:00:03.777811\n",
      "0,23,11.313812,2.590806,0.338727,5.305694,0.258730\n",
      "\n",
      "Epoch 0/200, 24/6287, 0:00:03.930260\n",
      "0,24,14.167761,4.571866,0.694644,9.223791,0.534559\n",
      "\n",
      "Epoch 0/200, 25/6287, 0:00:04.082001\n",
      "0,25,12.503671,3.764777,0.378430,7.708946,0.311403\n",
      "\n",
      "Epoch 0/200, 26/6287, 0:00:04.239994\n",
      "0,26,10.809196,3.357326,0.975729,7.068593,0.755372\n",
      "\n",
      "Epoch 0/200, 27/6287, 0:00:04.400349\n",
      "0,27,12.737228,4.055247,1.269064,8.530888,0.715770\n",
      "\n",
      "Epoch 0/200, 28/6287, 0:00:04.557682\n",
      "0,28,9.189712,2.932483,1.015543,6.052891,0.646505\n",
      "\n",
      "Epoch 0/200, 29/6287, 0:00:04.708756\n",
      "0,29,13.510769,4.211397,0.375196,8.553516,0.403791\n",
      "\n",
      "Epoch 0/200, 30/6287, 0:00:04.860664\n",
      "0,30,17.316128,5.344437,0.159518,10.859498,0.253541\n",
      "\n",
      "Epoch 0/200, 31/6287, 0:00:05.015860\n",
      "0,31,13.584826,3.423026,0.321811,6.808667,0.509501\n",
      "\n",
      "Epoch 0/200, 32/6287, 0:00:05.183875\n",
      "0,32,10.364673,2.602606,0.108694,5.378971,0.485802\n",
      "\n",
      "Epoch 0/200, 33/6287, 0:00:05.351820\n",
      "0,33,12.383271,3.208813,0.081826,6.607005,0.388844\n",
      "\n",
      "Epoch 0/200, 34/6287, 0:00:05.502705\n",
      "0,34,9.644737,3.000276,1.055011,6.475645,0.823191\n",
      "\n",
      "Epoch 0/200, 35/6287, 0:00:05.678978\n",
      "0,35,11.389809,3.600719,0.627076,7.382176,0.697374\n",
      "\n",
      "Epoch 0/200, 36/6287, 0:00:05.847566\n",
      "0,36,15.916815,4.979331,0.211300,10.026085,0.197299\n",
      "\n",
      "Epoch 0/200, 37/6287, 0:00:06.012812\n",
      "0,37,13.241158,4.127497,2.125134,8.261814,1.254534\n",
      "\n",
      "Epoch 0/200, 38/6287, 0:00:06.181000\n",
      "0,38,10.520527,3.419162,1.262784,7.012966,0.878315\n",
      "\n",
      "Epoch 0/200, 39/6287, 0:00:06.343502\n",
      "0,39,16.212803,5.167782,2.435153,10.748349,1.624255\n",
      "\n",
      "Epoch 0/200, 40/6287, 0:00:06.505612\n",
      "0,40,10.071833,3.287411,1.372958,6.449919,0.865236\n",
      "\n",
      "Epoch 0/200, 41/6287, 0:00:06.667555\n",
      "0,41,10.557814,3.239628,0.513801,6.692053,0.804529\n",
      "\n",
      "Epoch 0/200, 42/6287, 0:00:06.842607\n",
      "0,42,11.565667,3.040351,0.533776,6.215676,0.427278\n",
      "\n",
      "Epoch 0/200, 43/6287, 0:00:07.008777\n",
      "0,43,14.831067,3.251110,1.765566,6.650439,1.170393\n",
      "\n",
      "Epoch 0/200, 44/6287, 0:00:07.174657\n",
      "0,44,15.361034,4.338418,0.697239,8.980778,0.578547\n",
      "\n",
      "Epoch 0/200, 45/6287, 0:00:07.342084\n",
      "0,45,11.711037,3.185298,0.443455,6.687627,0.508296\n",
      "\n",
      "Epoch 0/200, 46/6287, 0:00:07.516697\n",
      "0,46,8.553406,2.525661,0.264324,5.138837,0.183579\n",
      "\n",
      "Epoch 0/200, 47/6287, 0:00:07.679563\n",
      "0,47,14.666718,4.591846,0.480988,9.499234,0.469258\n",
      "\n",
      "Epoch 0/200, 48/6287, 0:00:07.841120\n",
      "0,48,8.546790,2.610747,1.297740,5.511662,0.817793\n",
      "\n",
      "Epoch 0/200, 49/6287, 0:00:08.005259\n",
      "0,49,10.343782,2.999266,0.455314,6.753515,0.317468\n",
      "\n",
      "Epoch 0/200, 50/6287, 0:00:08.170724\n",
      "0,50,9.126060,2.933764,1.511239,5.798840,1.104722\n",
      "\n",
      "Epoch 0/200, 51/6287, 0:00:08.335165\n",
      "0,51,11.240961,3.491740,0.407736,6.963298,0.728649\n",
      "\n",
      "Epoch 0/200, 52/6287, 0:00:08.497776\n",
      "0,52,9.709408,3.017146,0.346335,6.117756,0.420893\n",
      "\n",
      "Epoch 0/200, 53/6287, 0:00:08.661059\n",
      "0,53,10.108112,2.677036,0.362495,5.504748,0.315885\n",
      "\n",
      "Epoch 0/200, 54/6287, 0:00:08.826532\n",
      "0,54,8.445865,2.444411,0.305648,4.930686,0.548276\n",
      "\n",
      "Epoch 0/200, 55/6287, 0:00:08.993990\n",
      "0,55,11.478710,2.936845,0.331719,6.108159,0.349221\n",
      "\n",
      "Epoch 0/200, 56/6287, 0:00:09.170617\n",
      "0,56,8.099959,2.565058,0.509650,5.324655,0.375490\n",
      "\n",
      "Epoch 0/200, 57/6287, 0:00:09.336637\n",
      "0,57,12.937308,4.244635,1.376198,8.642123,0.695227\n",
      "\n",
      "Epoch 0/200, 58/6287, 0:00:09.506203\n",
      "0,58,12.038671,3.926887,2.050872,8.060233,1.304171\n",
      "\n",
      "Epoch 0/200, 59/6287, 0:00:09.683747\n",
      "0,59,13.073609,4.108706,0.831344,8.919374,0.573331\n",
      "\n",
      "Epoch 0/200, 60/6287, 0:00:09.852724\n",
      "0,60,7.420998,2.227203,0.406277,4.906625,0.308886\n",
      "\n",
      "Epoch 0/200, 61/6287, 0:00:10.018301\n",
      "0,61,10.713964,3.398596,0.630398,6.926373,0.387524\n",
      "\n",
      "Epoch 0/200, 62/6287, 0:00:10.183221\n",
      "0,62,10.159208,3.248666,0.871495,6.651364,0.511988\n",
      "\n",
      "Epoch 0/200, 63/6287, 0:00:10.342769\n",
      "0,63,12.022800,3.576595,0.121611,7.493797,0.180128\n",
      "\n",
      "Epoch 0/200, 64/6287, 0:00:10.501156\n",
      "0,64,9.344142,2.693628,0.053279,5.625105,0.166311\n",
      "\n",
      "Epoch 0/200, 65/6287, 0:00:10.664766\n",
      "0,65,12.677687,3.347935,0.170628,6.700229,0.645949\n",
      "\n",
      "Epoch 0/200, 66/6287, 0:00:10.832726\n",
      "0,66,11.855749,3.150582,0.004350,6.546317,0.118796\n",
      "\n",
      "Epoch 0/200, 67/6287, 0:00:11.001782\n",
      "0,67,16.311150,4.581115,0.746650,9.338278,0.484685\n",
      "\n",
      "Epoch 0/200, 68/6287, 0:00:11.169127\n",
      "0,68,13.209891,4.162223,0.503717,8.246015,0.547460\n",
      "\n",
      "Epoch 0/200, 69/6287, 0:00:11.335613\n",
      "0,69,9.140121,2.874199,0.138078,5.836379,0.164815\n",
      "\n",
      "Epoch 0/200, 70/6287, 0:00:11.504519\n",
      "0,70,9.122178,2.943230,0.944479,6.092491,0.554124\n",
      "\n",
      "Epoch 0/200, 71/6287, 0:00:11.668384\n",
      "0,71,12.425680,4.125113,1.733055,8.274406,0.887570\n",
      "\n",
      "Epoch 0/200, 72/6287, 0:00:11.831284\n",
      "0,72,8.049632,2.264430,0.189087,4.764930,0.205212\n",
      "\n",
      "Epoch 0/200, 73/6287, 0:00:11.994930\n",
      "0,73,8.596111,2.414276,0.155618,4.964372,0.435889\n",
      "\n",
      "Epoch 0/200, 74/6287, 0:00:12.159832\n",
      "0,74,9.047009,2.865644,0.581469,5.933697,0.439068\n",
      "\n",
      "Epoch 0/200, 75/6287, 0:00:12.323575\n",
      "0,75,7.422687,2.174565,0.717544,4.687558,0.548603\n",
      "\n",
      "Epoch 0/200, 76/6287, 0:00:12.489090\n",
      "0,76,8.353305,2.360371,0.222747,4.858359,0.457700\n",
      "\n",
      "Epoch 0/200, 77/6287, 0:00:12.655049\n",
      "0,77,10.675695,2.957615,0.370246,6.296686,0.740696\n",
      "\n",
      "Epoch 0/200, 78/6287, 0:00:12.819826\n",
      "0,78,17.003912,5.394984,0.380201,10.969011,0.285840\n",
      "\n",
      "Epoch 0/200, 79/6287, 0:00:12.983047\n",
      "0,79,6.158483,1.759965,0.351736,3.694014,0.191386\n",
      "\n",
      "Epoch 0/200, 80/6287, 0:00:13.147897\n",
      "0,80,8.263548,2.323243,0.388707,5.161463,0.462774\n",
      "\n",
      "Epoch 0/200, 81/6287, 0:00:13.314999\n",
      "0,81,9.961681,3.037826,0.218468,6.301110,0.307494\n",
      "\n",
      "Epoch 0/200, 82/6287, 0:00:13.484328\n",
      "0,82,15.260993,4.819738,0.517956,10.153967,0.313562\n",
      "\n",
      "Epoch 0/200, 83/6287, 0:00:13.646040\n",
      "0,83,13.845852,4.450902,0.238478,8.695145,0.215275\n",
      "\n",
      "Epoch 0/200, 84/6287, 0:00:13.813113\n",
      "0,84,11.453739,3.690650,0.565300,7.372086,0.312051\n",
      "\n",
      "Epoch 0/200, 85/6287, 0:00:13.978997\n",
      "0,85,14.515432,4.486246,0.339405,8.916831,0.248101\n",
      "\n",
      "Epoch 0/200, 86/6287, 0:00:14.152395\n",
      "0,86,11.773941,3.283188,0.056546,7.452815,0.348746\n",
      "\n",
      "Epoch 0/200, 87/6287, 0:00:14.317836\n",
      "0,87,9.080167,2.904766,0.573998,5.736673,0.580186\n",
      "\n",
      "Epoch 0/200, 88/6287, 0:00:14.481525\n",
      "0,88,10.256524,3.190817,0.591223,6.589693,0.369779\n",
      "\n",
      "Epoch 0/200, 89/6287, 0:00:14.653654\n",
      "0,89,8.623323,2.493959,0.470425,5.285881,0.406537\n",
      "\n",
      "Epoch 0/200, 90/6287, 0:00:14.829801\n",
      "0,90,15.830845,4.647396,0.483823,9.598722,0.262765\n",
      "\n",
      "Epoch 0/200, 91/6287, 0:00:14.994773\n",
      "0,91,10.846671,3.279233,0.260457,6.876782,0.214660\n",
      "\n",
      "Epoch 0/200, 92/6287, 0:00:15.163108\n",
      "0,92,13.686766,4.305400,0.248590,8.839785,0.173095\n",
      "\n",
      "Epoch 0/200, 93/6287, 0:00:15.338238\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,93,7.509989,2.332299,0.614822,4.586262,0.442487\n",
      "\n",
      "Epoch 0/200, 94/6287, 0:00:15.503205\n",
      "0,94,10.305077,3.313448,0.381758,6.636001,0.587269\n",
      "\n",
      "Epoch 0/200, 95/6287, 0:00:15.671740\n",
      "0,95,9.497735,2.816250,0.295853,5.777036,0.266596\n",
      "\n",
      "Epoch 0/200, 96/6287, 0:00:15.836786\n",
      "0,96,13.834138,4.036611,0.337726,7.927858,0.173431\n",
      "\n",
      "Epoch 0/200, 97/6287, 0:00:16.002895\n",
      "0,97,8.049125,2.228316,0.479022,4.838796,0.379522\n",
      "\n",
      "Epoch 0/200, 98/6287, 0:00:16.183871\n",
      "0,98,11.969406,3.520796,0.076366,7.194936,0.101979\n",
      "\n",
      "Epoch 0/200, 99/6287, 0:00:16.348894\n",
      "0,99,8.657780,2.652150,1.220949,5.444381,1.018160\n",
      "\n",
      "Epoch 0/200, 100/6287, 0:00:16.513776\n",
      "0,100,8.120255,2.358566,0.312230,4.881160,0.220015\n",
      "\n",
      "Epoch 0/200, 101/6287, 0:00:16.678643\n",
      "0,101,7.344672,2.368087,0.107877,4.300972,0.121351\n",
      "\n",
      "Epoch 0/200, 102/6287, 0:00:16.852194\n",
      "0,102,8.125840,2.518026,1.356052,5.522623,0.839108\n",
      "\n",
      "Epoch 0/200, 103/6287, 0:00:17.014221\n",
      "0,103,9.427806,3.111698,2.250743,6.254789,1.166889\n",
      "\n",
      "Epoch 0/200, 104/6287, 0:00:17.180752\n",
      "0,104,7.179770,2.074851,0.941248,4.663740,0.563551\n",
      "\n",
      "Epoch 0/200, 105/6287, 0:00:17.346819\n",
      "0,105,10.222367,3.314963,0.326179,6.519591,0.272777\n",
      "\n",
      "Epoch 0/200, 106/6287, 0:00:17.514463\n",
      "0,106,9.219037,2.813511,0.351078,5.649365,0.488578\n",
      "\n",
      "Epoch 0/200, 107/6287, 0:00:17.682236\n",
      "0,107,9.763422,3.126395,0.361550,6.033690,0.398352\n",
      "\n",
      "Epoch 0/200, 108/6287, 0:00:17.851028\n",
      "0,108,9.335576,2.627287,0.456377,5.793074,0.352100\n",
      "\n",
      "Epoch 0/200, 109/6287, 0:00:18.015668\n",
      "0,109,10.462718,3.192667,0.258134,6.471038,0.297017\n",
      "\n",
      "Epoch 0/200, 110/6287, 0:00:18.183724\n",
      "0,110,12.907701,3.766622,0.240909,7.435568,0.964046\n",
      "\n",
      "Epoch 0/200, 111/6287, 0:00:18.350003\n",
      "0,111,11.714062,3.602209,0.188520,7.609203,0.409952\n",
      "\n",
      "Epoch 0/200, 112/6287, 0:00:18.514360\n",
      "0,112,10.361959,3.026913,0.548784,6.185317,0.773718\n",
      "\n",
      "Epoch 0/200, 113/6287, 0:00:18.679183\n",
      "0,113,11.815678,3.837432,1.113652,7.827470,0.606232\n",
      "\n",
      "Epoch 0/200, 114/6287, 0:00:18.846952\n",
      "0,114,7.702782,2.487560,0.838218,4.945332,0.427839\n",
      "\n",
      "Epoch 0/200, 115/6287, 0:00:19.019774\n",
      "0,115,8.537548,2.736821,1.455807,5.396876,0.934987\n",
      "\n",
      "Epoch 0/200, 116/6287, 0:00:19.184052\n",
      "0,116,11.780657,3.677932,0.830004,7.702479,0.469786\n",
      "\n",
      "Epoch 0/200, 117/6287, 0:00:19.348169\n",
      "0,117,10.157852,3.342852,0.714153,6.427035,0.507534\n",
      "\n",
      "Epoch 0/200, 118/6287, 0:00:19.517498\n",
      "0,118,8.044800,2.375275,0.224833,4.691464,0.344909\n",
      "\n",
      "Epoch 0/200, 119/6287, 0:00:19.678339\n",
      "0,119,11.346519,3.435218,0.060284,7.261241,0.273503\n",
      "\n",
      "Epoch 0/200, 120/6287, 0:00:19.836151\n",
      "0,120,10.884904,3.221210,0.511825,6.885708,0.411688\n",
      "\n",
      "Epoch 0/200, 121/6287, 0:00:20.004099\n",
      "0,121,9.217573,2.719829,0.072866,5.685467,0.173907\n",
      "\n",
      "Epoch 0/200, 122/6287, 0:00:20.165396\n",
      "0,122,10.308718,2.842173,0.129889,6.450950,0.266724\n",
      "\n",
      "Epoch 0/200, 123/6287, 0:00:20.322948\n",
      "0,123,14.393744,4.465225,0.889037,9.459049,0.736179\n",
      "\n",
      "Epoch 0/200, 124/6287, 0:00:20.496382\n",
      "0,124,14.517506,5.011396,0.204181,9.230513,0.294203\n",
      "\n",
      "Epoch 0/200, 125/6287, 0:00:20.661298\n",
      "0,125,10.199714,3.074206,0.164736,6.428123,0.217908\n",
      "\n",
      "Epoch 0/200, 126/6287, 0:00:20.824176\n",
      "0,126,10.011934,3.577090,0.524550,6.307980,0.579034\n",
      "\n",
      "Epoch 0/200, 127/6287, 0:00:20.986432\n",
      "0,127,11.791700,3.414750,0.316742,7.648171,0.255162\n",
      "\n",
      "Epoch 0/200, 128/6287, 0:00:21.148190\n",
      "0,128,11.546904,3.942885,1.144599,7.182800,0.615243\n",
      "\n",
      "Epoch 0/200, 129/6287, 0:00:21.311826\n",
      "0,129,10.111351,3.111317,0.155436,5.981258,0.268114\n",
      "\n",
      "Epoch 0/200, 130/6287, 0:00:21.480208\n",
      "0,130,11.635351,3.698383,0.202919,7.164117,0.172255\n",
      "\n",
      "Epoch 0/200, 131/6287, 0:00:21.655637\n",
      "0,131,14.396879,4.338556,0.049656,8.257641,0.427596\n",
      "\n",
      "Epoch 0/200, 132/6287, 0:00:21.818295\n",
      "0,132,11.078257,2.838343,0.202441,6.826174,0.303278\n",
      "\n",
      "Epoch 0/200, 133/6287, 0:00:21.982337\n",
      "0,133,9.249310,2.616664,0.045771,5.099209,0.563863\n",
      "\n",
      "Epoch 0/200, 134/6287, 0:00:22.146429\n",
      "0,134,8.065429,2.460297,0.220397,4.683348,0.191146\n",
      "\n",
      "Epoch 0/200, 135/6287, 0:00:22.305199\n",
      "0,135,10.716259,3.126007,0.052774,6.525830,0.275479\n",
      "\n",
      "Epoch 0/200, 136/6287, 0:00:22.470939\n",
      "0,136,8.286492,2.364697,0.358637,5.228656,0.217968\n",
      "\n",
      "Epoch 0/200, 137/6287, 0:00:22.647613\n",
      "0,137,7.642601,2.275681,1.390564,5.281487,0.739208\n",
      "\n",
      "Epoch 0/200, 138/6287, 0:00:22.811821\n",
      "0,138,9.953504,2.678903,0.213145,6.102812,0.120238\n",
      "\n",
      "Epoch 0/200, 139/6287, 0:00:22.972755\n",
      "0,139,9.786661,3.143889,0.947299,6.361378,0.844086\n",
      "\n",
      "Epoch 0/200, 140/6287, 0:00:23.151596\n",
      "0,140,11.339312,3.465940,0.416032,7.338056,0.298807\n",
      "\n",
      "Epoch 0/200, 141/6287, 0:00:23.321811\n",
      "0,141,7.986779,2.719901,0.166074,4.562901,0.152593\n",
      "\n",
      "Epoch 0/200, 142/6287, 0:00:23.488140\n",
      "0,142,11.104476,3.302777,0.049888,6.367129,0.143513\n",
      "\n",
      "Epoch 0/200, 143/6287, 0:00:23.649608\n",
      "0,143,23.202404,7.201174,0.005870,14.224222,0.199675\n",
      "\n",
      "Epoch 0/200, 144/6287, 0:00:23.812879\n",
      "0,144,9.190413,2.801402,0.181426,5.313263,0.702464\n",
      "\n",
      "Epoch 0/200, 145/6287, 0:00:23.989537\n",
      "0,145,12.559992,2.762631,0.169964,7.417480,0.793695\n",
      "\n",
      "Epoch 0/200, 146/6287, 0:00:24.163685\n",
      "0,146,9.090234,2.746109,0.405681,6.095292,0.524562\n",
      "\n",
      "Epoch 0/200, 147/6287, 0:00:24.338745\n",
      "0,147,10.247744,3.231453,0.657570,6.600471,0.382357\n",
      "\n",
      "Epoch 0/200, 148/6287, 0:00:24.503014\n",
      "0,148,9.420467,2.650340,0.167805,5.799150,0.220171\n",
      "\n",
      "Epoch 0/200, 149/6287, 0:00:24.664167\n",
      "0,149,9.490715,2.810080,0.760320,6.133532,0.649800\n",
      "\n",
      "Epoch 0/200, 150/6287, 0:00:24.831324\n",
      "0,150,10.265455,3.358309,0.995150,6.721153,0.632288\n",
      "\n",
      "Epoch 0/200, 151/6287, 0:00:24.993460\n",
      "0,151,8.470637,2.588939,0.721482,5.383591,0.598627\n",
      "\n",
      "Epoch 0/200, 152/6287, 0:00:25.155548\n",
      "0,152,11.892767,3.455584,0.634216,6.882548,0.340121\n",
      "\n",
      "Epoch 0/200, 153/6287, 0:00:25.317932\n",
      "0,153,10.275163,3.479771,0.587100,6.582324,0.604932\n",
      "\n",
      "Epoch 0/200, 154/6287, 0:00:25.484091\n",
      "0,154,9.829704,2.977279,0.263543,5.736268,0.190663\n",
      "\n",
      "Epoch 0/200, 155/6287, 0:00:25.648409\n",
      "0,155,13.217258,3.933788,0.294053,8.212713,0.183327\n",
      "\n",
      "Epoch 0/200, 156/6287, 0:00:25.814554\n",
      "0,156,12.601464,3.806862,0.226067,8.131186,0.377765\n",
      "\n",
      "Epoch 0/200, 157/6287, 0:00:25.979352\n",
      "0,157,7.170731,2.020388,0.127437,4.188443,0.355742\n",
      "\n",
      "Epoch 0/200, 158/6287, 0:00:26.147556\n",
      "0,158,9.755844,2.844703,0.644545,5.875101,0.793770\n",
      "\n",
      "Epoch 0/200, 159/6287, 0:00:26.311283\n",
      "0,159,9.270378,2.910355,0.077328,5.518357,0.058135\n",
      "\n",
      "Epoch 0/200, 160/6287, 0:00:26.481638\n",
      "0,160,11.433550,3.548468,0.402719,7.506608,0.250452\n",
      "\n",
      "Epoch 0/200, 161/6287, 0:00:26.653287\n",
      "0,161,11.607990,3.557562,0.499782,7.227698,0.421686\n",
      "\n",
      "Epoch 0/200, 162/6287, 0:00:26.826063\n",
      "0,162,7.851851,2.571051,0.825406,4.981080,0.422343\n",
      "\n",
      "Epoch 0/200, 163/6287, 0:00:27.009387\n",
      "0,163,11.303779,3.307356,0.568324,7.559042,0.315786\n",
      "\n",
      "Epoch 0/200, 164/6287, 0:00:27.179372\n",
      "0,164,11.695777,3.517925,0.512798,7.606508,0.385593\n",
      "\n",
      "Epoch 0/200, 165/6287, 0:00:27.346567\n",
      "0,165,10.516931,3.240714,0.351281,6.588038,0.399603\n",
      "\n",
      "Epoch 0/200, 166/6287, 0:00:27.521650\n",
      "0,166,8.030152,2.301050,0.065554,5.005649,0.074412\n",
      "\n",
      "Epoch 0/200, 167/6287, 0:00:27.682362\n",
      "0,167,11.610751,3.199006,0.098907,6.578101,0.734782\n",
      "\n",
      "Epoch 0/200, 168/6287, 0:00:27.839834\n",
      "0,168,8.992203,2.715557,0.542782,5.745240,0.300464\n",
      "\n",
      "Epoch 0/200, 169/6287, 0:00:28.005514\n",
      "0,169,13.298472,4.429114,0.574170,8.438087,0.326187\n",
      "\n",
      "Epoch 0/200, 170/6287, 0:00:28.167593\n",
      "0,170,10.774065,3.408679,0.001819,6.783638,0.303303\n",
      "\n",
      "Epoch 0/200, 171/6287, 0:00:28.327986\n",
      "0,171,10.615646,3.321463,0.432670,6.721984,0.353392\n",
      "\n",
      "Epoch 0/200, 172/6287, 0:00:28.492943\n",
      "0,172,8.541071,2.463270,0.273922,5.236856,0.366373\n",
      "\n",
      "Epoch 0/200, 173/6287, 0:00:28.654804\n",
      "0,173,11.617498,3.199364,0.157170,6.669870,0.350355\n",
      "\n",
      "Epoch 0/200, 174/6287, 0:00:28.815063\n",
      "0,174,6.476889,1.986348,0.836682,4.240008,0.499645\n",
      "\n",
      "Epoch 0/200, 175/6287, 0:00:28.971235\n",
      "0,175,10.647623,3.324390,0.071692,6.768533,0.637206\n",
      "\n",
      "Epoch 0/200, 176/6287, 0:00:29.138236\n",
      "0,176,11.805050,3.865947,0.558378,7.660649,0.349832\n",
      "\n",
      "Epoch 0/200, 177/6287, 0:00:29.303266\n",
      "0,177,11.901742,3.689817,0.229361,7.409412,0.269599\n",
      "\n",
      "Epoch 0/200, 178/6287, 0:00:29.486271\n",
      "0,178,8.987170,2.816292,0.951854,5.744474,0.498335\n",
      "\n",
      "Epoch 0/200, 179/6287, 0:00:29.655056\n",
      "0,179,7.315395,2.235842,0.086948,4.427638,0.072854\n",
      "\n",
      "Epoch 0/200, 180/6287, 0:00:29.821835\n",
      "0,180,10.222434,2.975273,0.256467,6.039506,0.144511\n",
      "\n",
      "Epoch 0/200, 181/6287, 0:00:29.988820\n",
      "0,181,12.325988,3.334538,0.855078,7.319791,0.448058\n",
      "\n",
      "Epoch 0/200, 182/6287, 0:00:30.152335\n",
      "0,182,22.299440,6.892553,0.200291,13.708508,0.131127\n",
      "\n",
      "Epoch 0/200, 183/6287, 0:00:30.328317\n",
      "0,183,11.895393,3.627909,0.309073,7.375671,0.305609\n",
      "\n",
      "Epoch 0/200, 184/6287, 0:00:30.497859\n",
      "0,184,9.559988,3.029479,0.561511,6.364830,0.873144\n",
      "\n",
      "Epoch 0/200, 185/6287, 0:00:30.674996\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,185,10.426163,3.087893,0.147751,6.520814,0.311501\n",
      "\n",
      "Epoch 0/200, 186/6287, 0:00:30.840853\n",
      "0,186,9.132163,2.489363,0.018019,5.583809,0.617489\n",
      "\n",
      "Epoch 0/200, 187/6287, 0:00:31.005388\n",
      "0,187,11.235228,3.924054,0.339356,6.980153,0.538792\n",
      "\n",
      "Epoch 0/200, 188/6287, 0:00:31.176620\n",
      "0,188,7.275659,2.429605,1.462863,4.543813,1.157192\n",
      "\n",
      "Epoch 0/200, 189/6287, 0:00:31.354837\n",
      "0,189,5.353257,1.787808,1.325986,3.467584,0.837262\n",
      "\n",
      "Epoch 0/200, 190/6287, 0:00:31.521527\n",
      "0,190,10.260607,3.360588,0.026072,6.090652,0.221612\n",
      "\n",
      "Epoch 0/200, 191/6287, 0:00:31.682545\n",
      "0,191,9.467627,2.533671,0.237633,5.413643,0.130284\n",
      "\n",
      "Epoch 0/200, 192/6287, 0:00:31.844751\n",
      "0,192,7.029444,1.683450,0.787732,3.642261,0.781776\n",
      "\n",
      "Epoch 0/200, 193/6287, 0:00:32.008647\n",
      "0,193,12.107812,3.583661,0.387323,8.195124,0.210174\n",
      "\n",
      "Epoch 0/200, 194/6287, 0:00:32.170548\n",
      "0,194,8.303360,2.166359,0.101411,5.099870,0.823114\n",
      "\n",
      "Epoch 0/200, 195/6287, 0:00:32.334871\n",
      "0,195,9.782505,3.017775,0.461850,6.199495,0.330459\n",
      "\n",
      "Epoch 0/200, 196/6287, 0:00:32.501905\n",
      "0,196,12.221873,3.896865,0.286117,7.616731,0.235024\n",
      "\n",
      "Epoch 0/200, 197/6287, 0:00:32.668155\n",
      "0,197,9.688618,3.069139,0.393936,6.091501,0.450129\n",
      "\n",
      "Epoch 0/200, 198/6287, 0:00:32.831241\n",
      "0,198,8.668718,2.457650,0.103939,4.899043,0.222376\n",
      "\n",
      "Epoch 0/200, 199/6287, 0:00:32.993910\n",
      "0,199,9.683464,2.775383,0.072271,6.143945,0.255595\n",
      "\n",
      "Epoch 0/200, 200/6287, 0:00:33.157729\n",
      "0,200,13.035048,4.006236,0.440095,8.266291,0.275115\n",
      "\n",
      "Epoch 0/200, 201/6287, 0:00:33.322504\n",
      "0,201,7.075712,1.994790,0.334222,4.316877,0.319671\n",
      "\n",
      "Epoch 0/200, 202/6287, 0:00:33.499574\n",
      "0,202,13.908082,4.291469,0.188599,8.451644,0.167734\n",
      "\n",
      "Epoch 0/200, 203/6287, 0:00:33.665939\n",
      "0,203,9.773159,2.729735,0.261002,6.065473,0.199602\n",
      "\n",
      "Epoch 0/200, 204/6287, 0:00:33.833217\n",
      "0,204,11.819494,3.601301,0.609250,7.361165,0.496472\n",
      "\n",
      "Epoch 0/200, 205/6287, 0:00:34.006228\n",
      "0,205,10.083942,3.178232,0.464873,6.347304,0.489407\n",
      "\n",
      "Epoch 0/200, 206/6287, 0:00:34.167731\n",
      "0,206,8.136467,2.443785,0.443084,5.138662,0.808016\n",
      "\n",
      "Epoch 0/200, 207/6287, 0:00:34.332970\n",
      "0,207,10.241354,3.251800,0.803926,6.299957,0.636961\n",
      "\n",
      "Epoch 0/200, 208/6287, 0:00:34.525365\n",
      "0,208,7.282666,2.443400,0.667201,4.458805,0.475830\n",
      "\n",
      "Epoch 0/200, 209/6287, 0:00:34.706536\n",
      "0,209,11.517651,3.564541,0.382602,7.223638,0.351141\n",
      "\n",
      "Epoch 0/200, 210/6287, 0:00:34.867381\n",
      "0,210,11.350632,3.377032,0.350876,7.271309,0.326074\n",
      "\n",
      "Epoch 0/200, 211/6287, 0:00:35.026492\n",
      "0,211,12.628345,3.720714,0.340613,7.799782,0.220353\n",
      "\n",
      "Epoch 0/200, 212/6287, 0:00:35.193575\n",
      "0,212,6.956781,1.795308,0.210643,3.925180,0.441937\n",
      "\n",
      "Epoch 0/200, 213/6287, 0:00:35.360549\n",
      "0,213,8.079369,2.408463,0.469124,4.901544,0.517935\n",
      "\n",
      "Epoch 0/200, 214/6287, 0:00:35.529628\n",
      "0,214,7.690445,2.188156,0.280181,4.707062,0.173032\n",
      "\n",
      "Epoch 0/200, 215/6287, 0:00:35.698106\n",
      "0,215,9.749033,2.862104,0.291974,5.845425,0.341560\n",
      "\n",
      "Epoch 0/200, 216/6287, 0:00:35.874433\n",
      "0,216,8.271323,2.328051,0.262143,4.818487,0.524656\n",
      "\n",
      "Epoch 0/200, 217/6287, 0:00:36.039415\n",
      "0,217,9.366593,2.711917,0.084617,5.377043,0.141623\n",
      "\n",
      "Epoch 0/200, 218/6287, 0:00:36.206729\n",
      "0,218,7.940839,2.244419,0.136376,4.925521,0.198695\n",
      "\n",
      "Epoch 0/200, 219/6287, 0:00:36.380739\n",
      "0,219,7.163841,2.100265,0.589230,4.557101,0.337537\n",
      "\n",
      "Epoch 0/200, 220/6287, 0:00:36.545952\n",
      "0,220,9.912805,2.998735,0.484124,6.434816,0.247361\n",
      "\n",
      "Epoch 0/200, 221/6287, 0:00:36.712294\n",
      "0,221,10.317974,2.854552,0.226654,5.935081,0.127938\n",
      "\n",
      "Epoch 0/200, 222/6287, 0:00:36.889094\n",
      "0,222,9.755939,3.026866,0.710355,6.147254,0.574212\n",
      "\n",
      "Epoch 0/200, 223/6287, 0:00:37.054738\n",
      "0,223,7.778625,2.217731,0.333743,4.634134,0.384502\n",
      "\n",
      "Epoch 0/200, 224/6287, 0:00:37.222505\n",
      "0,224,6.573134,2.017849,0.705411,4.086013,0.730575\n",
      "\n",
      "Epoch 0/200, 225/6287, 0:00:37.398288\n",
      "0,225,7.452465,2.110766,0.262961,4.515734,0.444291\n",
      "\n",
      "Epoch 0/200, 226/6287, 0:00:37.566714\n",
      "0,226,8.287271,2.165735,0.034884,4.731434,0.240701\n",
      "\n",
      "Epoch 0/200, 227/6287, 0:00:37.728898\n",
      "0,227,11.790165,3.787594,0.189664,7.331132,0.307766\n",
      "\n",
      "Epoch 0/200, 228/6287, 0:00:37.896728\n",
      "0,228,9.634272,2.770201,0.197866,6.000147,0.179872\n",
      "\n",
      "Epoch 0/200, 229/6287, 0:00:38.078435\n",
      "0,229,9.332057,3.026993,1.071847,6.151018,0.708157\n",
      "\n",
      "Epoch 0/200, 230/6287, 0:00:38.257100\n",
      "0,230,8.449368,2.906459,0.795297,5.434170,0.598828\n",
      "\n",
      "Epoch 0/200, 231/6287, 0:00:38.419151\n",
      "0,231,6.531351,2.019204,0.445233,4.121490,0.250440\n",
      "\n",
      "Epoch 0/200, 232/6287, 0:00:38.584977\n",
      "0,232,8.130461,2.246038,0.779438,5.585887,0.460234\n",
      "\n",
      "Epoch 0/200, 233/6287, 0:00:38.746978\n",
      "0,233,6.591480,1.900736,0.233087,4.321916,0.167120\n",
      "\n",
      "Epoch 0/200, 234/6287, 0:00:38.911745\n",
      "0,234,8.705270,2.914014,0.336962,5.195108,0.658733\n",
      "\n",
      "Epoch 0/200, 235/6287, 0:00:39.077474\n",
      "0,235,13.585961,4.258115,0.041937,8.243154,0.449867\n",
      "\n",
      "Epoch 0/200, 236/6287, 0:00:39.243393\n",
      "0,236,9.522279,3.094115,0.280232,5.627104,0.203086\n",
      "\n",
      "Epoch 0/200, 237/6287, 0:00:39.409479\n",
      "0,237,9.805560,3.119084,0.566733,5.964825,0.469908\n",
      "\n",
      "Epoch 0/200, 238/6287, 0:00:39.586637\n",
      "0,238,13.050785,4.293705,0.334578,7.742818,0.413139\n",
      "\n",
      "Epoch 0/200, 239/6287, 0:00:39.749632\n",
      "0,239,8.893599,2.911960,0.205141,5.312882,0.176990\n",
      "\n",
      "Epoch 0/200, 240/6287, 0:00:39.914925\n",
      "0,240,14.430826,4.088569,0.273337,9.921225,0.157236\n",
      "\n",
      "Epoch 0/200, 241/6287, 0:00:40.082257\n",
      "0,241,9.237663,2.715801,0.710816,5.367021,0.434599\n",
      "\n",
      "Epoch 0/200, 242/6287, 0:00:40.260212\n",
      "0,242,6.993410,1.884129,1.353575,4.072805,0.801523\n",
      "\n",
      "Epoch 0/200, 243/6287, 0:00:40.424298\n",
      "0,243,10.928881,3.361524,0.146105,6.302930,0.415196\n",
      "\n",
      "Epoch 0/200, 244/6287, 0:00:40.589468\n",
      "0,244,8.728407,2.549344,0.119647,5.379012,0.794683\n",
      "\n",
      "Epoch 0/200, 245/6287, 0:00:40.755179\n",
      "0,245,8.861800,2.415072,0.308279,5.791063,0.788899\n",
      "\n",
      "Epoch 0/200, 246/6287, 0:00:40.922054\n",
      "0,246,13.738832,3.992114,0.703326,9.004677,0.742404\n",
      "\n",
      "Epoch 0/200, 247/6287, 0:00:41.088153\n",
      "0,247,10.311579,3.081074,0.463923,6.984358,0.349426\n",
      "\n",
      "Epoch 0/200, 248/6287, 0:00:41.251824\n",
      "0,248,8.949071,2.876349,0.710184,5.652439,0.541958\n",
      "\n",
      "Epoch 0/200, 249/6287, 0:00:41.414738\n",
      "0,249,15.503929,4.935528,0.437853,9.753302,0.489770\n",
      "\n",
      "Epoch 0/200, 250/6287, 0:00:41.579024\n",
      "0,250,7.527074,2.342023,0.336160,4.979635,0.414237\n",
      "\n",
      "Epoch 0/200, 251/6287, 0:00:41.742683\n",
      "0,251,8.493900,2.178386,0.845071,5.247540,0.446315\n",
      "\n",
      "Epoch 0/200, 252/6287, 0:00:41.914895\n",
      "0,252,7.897268,2.524487,0.735403,4.969439,0.782300\n",
      "\n",
      "Epoch 0/200, 253/6287, 0:00:42.089656\n",
      "0,253,7.855342,1.955669,0.078846,4.602477,0.309039\n",
      "\n",
      "Epoch 0/200, 254/6287, 0:00:42.254924\n",
      "0,254,8.167105,2.385629,0.513659,4.590769,0.635532\n",
      "\n",
      "Epoch 0/200, 255/6287, 0:00:42.418280\n",
      "0,255,7.374373,1.954865,0.029134,3.989738,0.386281\n",
      "\n",
      "Epoch 0/200, 256/6287, 0:00:42.583990\n",
      "0,256,6.469337,1.899543,0.046080,3.918377,0.735285\n",
      "\n",
      "Epoch 0/200, 257/6287, 0:00:42.745504\n",
      "0,257,9.889821,2.719761,0.246171,6.298771,0.642645\n",
      "\n",
      "Epoch 0/200, 258/6287, 0:00:42.912642\n",
      "0,258,8.960085,2.479485,0.378734,5.168035,0.243931\n",
      "\n",
      "Epoch 0/200, 259/6287, 0:00:43.079491\n",
      "0,259,8.021585,2.613765,1.602996,5.111028,1.066773\n",
      "\n",
      "Epoch 0/200, 260/6287, 0:00:43.245057\n",
      "0,260,8.485723,2.706257,1.185240,5.585058,0.804130\n",
      "\n",
      "Epoch 0/200, 261/6287, 0:00:43.409935\n",
      "0,261,7.264643,2.223897,0.556462,4.307286,0.378215\n",
      "\n",
      "Epoch 0/200, 262/6287, 0:00:43.578144\n",
      "0,262,7.862835,2.393305,1.192639,5.335519,0.709506\n",
      "\n",
      "Epoch 0/200, 263/6287, 0:00:43.745317\n",
      "0,263,6.326825,2.010371,1.052149,4.129195,0.842212\n",
      "\n",
      "Epoch 0/200, 264/6287, 0:00:43.922473\n",
      "0,264,11.384615,3.428498,0.196779,7.151332,0.273008\n",
      "\n",
      "Epoch 0/200, 265/6287, 0:00:44.085382\n",
      "0,265,8.852798,2.683423,0.635119,5.266894,0.483859\n",
      "\n",
      "Epoch 0/200, 266/6287, 0:00:44.251189\n",
      "0,266,10.262625,3.217289,0.430043,6.203371,0.336358\n",
      "\n",
      "Epoch 0/200, 267/6287, 0:00:44.418382\n",
      "0,267,9.453250,2.962521,0.837095,5.820681,0.718581\n",
      "\n",
      "Epoch 0/200, 268/6287, 0:00:44.609989\n",
      "0,268,13.558455,3.537658,0.183241,8.312251,0.158040\n",
      "\n",
      "Epoch 0/200, 269/6287, 0:00:44.785139\n",
      "0,269,7.210179,2.057911,0.234972,4.615108,0.507210\n",
      "\n",
      "Epoch 0/200, 270/6287, 0:00:44.959996\n",
      "0,270,9.112099,2.409697,0.222955,5.413066,0.350498\n",
      "\n",
      "Epoch 0/200, 271/6287, 0:00:45.135387\n",
      "0,271,8.564644,2.550066,0.965357,5.592860,0.789379\n",
      "\n",
      "Epoch 0/200, 272/6287, 0:00:45.309515\n",
      "0,272,7.581923,2.321957,1.146111,4.736911,0.719687\n",
      "\n",
      "Epoch 0/200, 273/6287, 0:00:45.484679\n",
      "0,273,13.017763,4.096352,0.561743,7.955681,0.333886\n",
      "\n",
      "Epoch 0/200, 274/6287, 0:00:45.646063\n",
      "0,274,8.690036,2.715933,0.543443,5.531366,0.475025\n",
      "\n",
      "Epoch 0/200, 275/6287, 0:00:45.806058\n",
      "0,275,6.352824,1.670730,0.096863,4.216063,0.168136\n",
      "\n",
      "Epoch 0/200, 276/6287, 0:00:45.971545\n",
      "0,276,12.227424,3.710527,0.398078,7.215057,0.311142\n",
      "\n",
      "Epoch 0/200, 277/6287, 0:00:46.149821\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,277,10.756348,3.205274,0.668868,6.415462,0.380547\n",
      "\n",
      "Epoch 0/200, 278/6287, 0:00:46.326953\n",
      "0,278,8.562854,2.521517,0.298755,5.276774,0.236910\n",
      "\n",
      "Epoch 0/200, 279/6287, 0:00:46.494973\n",
      "0,279,11.168360,3.537354,0.352496,6.931797,0.234090\n",
      "\n",
      "Epoch 0/200, 280/6287, 0:00:46.661864\n",
      "0,280,9.191629,2.860198,0.362279,5.851110,0.498904\n",
      "\n",
      "Epoch 0/200, 281/6287, 0:00:46.827262\n",
      "0,281,8.521547,2.464407,0.339160,5.326242,0.510415\n",
      "\n",
      "Epoch 0/200, 282/6287, 0:00:47.003030\n",
      "0,282,8.428885,2.503540,0.088939,5.087104,0.078846\n",
      "\n",
      "Epoch 0/200, 283/6287, 0:00:47.166109\n",
      "0,283,6.795431,1.898485,0.686533,4.171607,0.668809\n",
      "\n",
      "Epoch 0/200, 284/6287, 0:00:47.329750\n",
      "0,284,7.579320,2.201488,0.250625,4.941345,0.307987\n",
      "\n",
      "Epoch 0/200, 285/6287, 0:00:47.500075\n",
      "0,285,8.143050,2.466046,0.457978,5.280463,0.418190\n",
      "\n",
      "Epoch 0/200, 286/6287, 0:00:47.676715\n",
      "0,286,8.320696,2.487019,0.870511,5.455118,0.554845\n",
      "\n",
      "Epoch 0/200, 287/6287, 0:00:47.839383\n",
      "0,287,10.521648,3.374689,0.760588,6.607272,0.631794\n",
      "\n",
      "Epoch 0/200, 288/6287, 0:00:48.005461\n",
      "0,288,8.326627,2.405637,0.150713,5.077057,0.207882\n",
      "\n",
      "Epoch 0/200, 289/6287, 0:00:48.168676\n",
      "0,289,9.186211,2.895972,0.209934,5.570390,0.407313\n",
      "\n",
      "Epoch 0/200, 290/6287, 0:00:48.336240\n",
      "0,290,8.907485,2.705641,0.259813,5.308025,0.488943\n",
      "\n",
      "Epoch 0/200, 291/6287, 0:00:48.505549\n",
      "0,291,8.144796,2.291635,0.435113,5.148637,0.303393\n",
      "\n",
      "Epoch 0/200, 292/6287, 0:00:48.681230\n",
      "0,292,13.944746,4.501053,0.695074,9.069792,0.424377\n",
      "\n",
      "Epoch 0/200, 293/6287, 0:00:48.845203\n",
      "0,293,15.143937,4.616692,0.046808,9.713702,0.253192\n",
      "\n",
      "Epoch 0/200, 294/6287, 0:00:49.010569\n",
      "0,294,10.653349,3.332198,0.086338,6.817909,0.236896\n",
      "\n",
      "Epoch 0/200, 295/6287, 0:00:49.173333\n",
      "0,295,15.935379,5.331368,0.149588,9.783983,0.167747\n",
      "\n",
      "Epoch 0/200, 296/6287, 0:00:49.340896\n",
      "0,296,9.797844,2.727705,0.502786,5.492133,0.604349\n",
      "\n",
      "Epoch 0/200, 297/6287, 0:00:49.519276\n",
      "0,297,8.144074,2.238980,1.017858,5.174580,0.867722\n",
      "\n",
      "Epoch 0/200, 298/6287, 0:00:49.695596\n",
      "0,298,7.627131,2.218634,1.463387,5.063228,0.854908\n",
      "\n",
      "Epoch 0/200, 299/6287, 0:00:49.859860\n",
      "0,299,9.477562,2.686350,0.987395,5.488253,1.048170\n",
      "\n",
      "Epoch 0/200, 300/6287, 0:00:50.028362\n",
      "0,300,9.827982,2.747561,0.116082,5.921916,0.113192\n",
      "\n",
      "Epoch 0/200, 301/6287, 0:00:50.204574\n",
      "0,301,11.492067,3.487568,0.457304,7.299897,0.439803\n",
      "\n",
      "Epoch 0/200, 302/6287, 0:00:50.395724\n",
      "0,302,13.158384,3.938831,0.489338,8.562576,0.548890\n",
      "\n",
      "Epoch 0/200, 303/6287, 0:00:50.574178\n",
      "0,303,8.356848,2.158168,0.258535,4.642666,0.427737\n",
      "\n",
      "Epoch 0/200, 304/6287, 0:00:50.753261\n",
      "0,304,8.461450,2.378237,0.282461,5.062243,0.228946\n",
      "\n",
      "Epoch 0/200, 305/6287, 0:00:50.930136\n",
      "0,305,12.468451,3.723490,0.858559,7.968876,0.433384\n",
      "\n",
      "Epoch 0/200, 306/6287, 0:00:51.099824\n",
      "0,306,14.558893,4.490043,0.236655,9.612854,0.260305\n",
      "\n",
      "Epoch 0/200, 307/6287, 0:00:51.275482\n",
      "0,307,8.585485,2.640216,0.203379,5.265121,0.174770\n",
      "\n",
      "Epoch 0/200, 308/6287, 0:00:51.441201\n",
      "0,308,7.045851,1.853746,0.655858,4.375815,0.583091\n",
      "\n",
      "Epoch 0/200, 309/6287, 0:00:51.611444\n",
      "0,309,12.362716,3.699649,0.146952,8.227547,0.373208\n",
      "\n",
      "Epoch 0/200, 310/6287, 0:00:51.792256\n",
      "0,310,11.166252,3.302285,0.842489,6.515152,0.586014\n",
      "\n",
      "Epoch 0/200, 311/6287, 0:00:51.971814\n",
      "0,311,8.570850,2.614967,0.559019,5.482570,0.473313\n",
      "\n",
      "Epoch 0/200, 312/6287, 0:00:52.149264\n",
      "0,312,9.160727,3.126654,0.199675,5.722418,0.454095\n",
      "\n",
      "Epoch 0/200, 313/6287, 0:00:52.314481\n",
      "0,313,9.981567,2.521922,0.136697,6.288258,0.093383\n",
      "\n",
      "Epoch 0/200, 314/6287, 0:00:52.479658\n",
      "0,314,8.865216,2.461711,0.708520,5.442590,0.424081\n",
      "\n",
      "Epoch 0/200, 315/6287, 0:00:52.642634\n",
      "0,315,10.077711,3.039368,0.949452,6.061511,0.636164\n",
      "\n",
      "Epoch 0/200, 316/6287, 0:00:52.804410\n",
      "0,316,8.613621,2.436687,0.294041,4.960879,0.330807\n",
      "\n",
      "Epoch 0/200, 317/6287, 0:00:52.958729\n",
      "0,317,8.939533,2.678198,0.451779,5.803113,0.392913\n",
      "\n",
      "Epoch 0/200, 318/6287, 0:00:53.115963\n",
      "0,318,12.588254,3.872929,0.300794,7.765341,0.176749\n",
      "\n",
      "Epoch 0/200, 319/6287, 0:00:53.275636\n",
      "0,319,9.154249,2.679595,0.031731,5.626608,0.117058\n",
      "\n",
      "Epoch 0/200, 320/6287, 0:00:53.432190\n",
      "0,320,7.813074,2.227552,0.238908,4.729097,0.189392\n",
      "\n",
      "Epoch 0/200, 321/6287, 0:00:53.595571\n",
      "0,321,8.685625,2.233580,0.213014,5.554097,0.577444\n",
      "\n",
      "Epoch 0/200, 322/6287, 0:00:53.757303\n",
      "0,322,11.134881,3.348355,0.215031,7.106721,0.607981\n",
      "\n",
      "Epoch 0/200, 323/6287, 0:00:53.929446\n",
      "0,323,8.484048,2.414750,0.788732,5.647607,0.579102\n",
      "\n",
      "Epoch 0/200, 324/6287, 0:00:54.095202\n",
      "0,324,12.346321,3.725788,0.422242,7.928041,0.215465\n",
      "\n",
      "Epoch 0/200, 325/6287, 0:00:54.260387\n",
      "0,325,9.636935,3.074342,0.958025,6.320701,0.528864\n",
      "\n",
      "Epoch 0/200, 326/6287, 0:00:54.428617\n",
      "0,326,8.056856,2.362216,0.261890,4.875664,0.200676\n",
      "\n",
      "Epoch 0/200, 327/6287, 0:00:54.602689\n",
      "0,327,8.242897,2.310277,0.281851,5.108543,0.220335\n",
      "\n",
      "Epoch 0/200, 328/6287, 0:00:54.767466\n",
      "0,328,8.426873,2.153385,0.111585,4.531662,0.191531\n",
      "\n",
      "Epoch 0/200, 329/6287, 0:00:54.931603\n",
      "0,329,10.164015,2.954872,0.038580,5.710750,0.121922\n",
      "\n",
      "Epoch 0/200, 330/6287, 0:00:55.096480\n",
      "0,330,9.226973,2.565125,0.114260,5.276147,0.196813\n",
      "\n",
      "Epoch 0/200, 331/6287, 0:00:55.259776\n",
      "0,331,8.427819,2.272408,0.433378,4.949845,0.252818\n",
      "\n",
      "Epoch 0/200, 332/6287, 0:00:55.421021\n",
      "0,332,10.400994,3.329135,0.051575,5.883617,0.208969\n",
      "\n",
      "Epoch 0/200, 333/6287, 0:00:55.586940\n",
      "0,333,9.101099,2.596443,0.076717,5.731760,0.161627\n",
      "\n",
      "Epoch 0/200, 334/6287, 0:00:55.754147\n",
      "0,334,8.481859,2.675187,0.918728,5.483012,0.754770\n",
      "\n",
      "Epoch 0/200, 335/6287, 0:00:55.919572\n",
      "0,335,9.403322,2.916197,0.306976,5.901480,0.272571\n",
      "\n",
      "Epoch 0/200, 336/6287, 0:00:56.097916\n",
      "0,336,8.970566,2.621479,0.915642,6.114833,0.616918\n",
      "\n",
      "Epoch 0/200, 337/6287, 0:00:56.263857\n",
      "0,337,8.379641,2.572631,0.148909,5.573698,0.211671\n",
      "\n",
      "Epoch 0/200, 338/6287, 0:00:56.449751\n",
      "0,338,9.273224,2.932726,0.433263,5.979970,0.225613\n",
      "\n",
      "Epoch 0/200, 339/6287, 0:00:56.631939\n",
      "0,339,8.421329,2.720547,0.338037,5.427310,0.397088\n",
      "\n",
      "Epoch 0/200, 340/6287, 0:00:56.807436\n",
      "0,340,10.809327,3.679087,0.464257,6.576866,0.561224\n",
      "\n",
      "Epoch 0/200, 341/6287, 0:00:56.977335\n",
      "0,341,7.377670,2.149009,0.447582,4.552777,0.584418\n",
      "\n",
      "Epoch 0/200, 342/6287, 0:00:57.152842\n",
      "0,342,8.395906,2.235803,0.190163,4.702801,0.591709\n",
      "\n",
      "Epoch 0/200, 343/6287, 0:00:57.318755\n",
      "0,343,10.284366,2.784379,0.126729,6.204022,0.425224\n",
      "\n",
      "Epoch 0/200, 344/6287, 0:00:57.487017\n",
      "0,344,8.595088,2.610401,0.233281,5.329585,0.585174\n",
      "\n",
      "Epoch 0/200, 345/6287, 0:00:57.652366\n",
      "0,345,8.556660,2.514374,0.484891,5.384501,0.245088\n",
      "\n",
      "Epoch 0/200, 346/6287, 0:00:57.820911\n",
      "0,346,9.122345,2.761338,0.950562,6.166199,0.591362\n",
      "\n",
      "Epoch 0/200, 347/6287, 0:00:57.995512\n",
      "0,347,9.418578,2.945122,0.491140,5.950705,0.270683\n",
      "\n",
      "Epoch 0/200, 348/6287, 0:00:58.158550\n",
      "0,348,9.814518,2.710554,0.451991,5.748594,0.412959\n",
      "\n",
      "Epoch 0/200, 349/6287, 0:00:58.323197\n",
      "0,349,10.614304,2.890227,0.261578,5.994905,0.224320\n",
      "\n",
      "Epoch 0/200, 350/6287, 0:00:58.490570\n",
      "0,350,9.177893,2.641258,0.233076,5.667994,0.328915\n",
      "\n",
      "Epoch 0/200, 351/6287, 0:00:58.654830\n",
      "0,351,8.415011,2.424855,0.122986,4.990456,0.302163\n",
      "\n",
      "Epoch 0/200, 352/6287, 0:00:58.825184\n",
      "0,352,10.650570,2.839694,0.192957,6.495984,0.159831\n",
      "\n",
      "Epoch 0/200, 353/6287, 0:00:59.000964\n",
      "0,353,12.396986,4.131213,0.216933,7.728851,0.192122\n",
      "\n",
      "Epoch 0/200, 354/6287, 0:00:59.184901\n",
      "0,354,14.840413,4.455255,0.644996,9.288613,0.420230\n",
      "\n",
      "Epoch 0/200, 355/6287, 0:00:59.359373\n",
      "0,355,10.112740,2.916531,0.470087,6.448689,0.551810\n",
      "\n",
      "Epoch 0/200, 356/6287, 0:00:59.524828\n",
      "0,356,10.484689,2.962396,0.889937,6.788625,0.711940\n",
      "\n",
      "Epoch 0/200, 357/6287, 0:00:59.691278\n",
      "0,357,7.017473,2.038818,0.191343,4.033734,0.306812\n",
      "\n",
      "Epoch 0/200, 358/6287, 0:00:59.859930\n",
      "0,358,9.190333,2.918744,0.666996,5.898212,0.406683\n",
      "\n",
      "Epoch 0/200, 359/6287, 0:01:00.023299\n",
      "0,359,10.414146,3.086318,0.015531,6.324677,0.264383\n",
      "\n",
      "Epoch 0/200, 360/6287, 0:01:00.191932\n",
      "0,360,9.156569,2.553851,0.260154,5.368922,0.341522\n",
      "\n",
      "Epoch 0/200, 361/6287, 0:01:00.369349\n",
      "0,361,12.326090,3.770250,0.390175,7.846185,0.534257\n",
      "\n",
      "Epoch 0/200, 362/6287, 0:01:00.534003\n",
      "0,362,8.647542,2.864175,0.152169,5.396157,0.661191\n",
      "\n",
      "Epoch 0/200, 363/6287, 0:01:00.700333\n",
      "0,363,16.434734,5.686846,0.445893,10.106808,0.804050\n",
      "\n",
      "Epoch 0/200, 364/6287, 0:01:00.868686\n",
      "0,364,11.904053,3.444845,0.266168,7.963729,0.148050\n",
      "\n",
      "Epoch 0/200, 365/6287, 0:01:01.046890\n",
      "0,365,8.365103,2.769478,0.566352,5.090274,0.381578\n",
      "\n",
      "Epoch 0/200, 366/6287, 0:01:01.223111\n",
      "0,366,9.543322,2.729555,0.321847,6.355859,0.179925\n",
      "\n",
      "Epoch 0/200, 367/6287, 0:01:01.386286\n",
      "0,367,9.533209,3.207677,0.476321,5.774122,0.351524\n",
      "\n",
      "Epoch 0/200, 368/6287, 0:01:01.574682\n",
      "0,368,7.152454,1.815888,0.243371,4.130378,0.341308\n",
      "\n",
      "Epoch 0/200, 369/6287, 0:01:01.749416\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,369,12.106974,3.555627,1.018741,7.626310,0.647867\n",
      "\n",
      "Epoch 0/200, 370/6287, 0:01:01.926526\n",
      "0,370,12.688049,3.691383,0.240914,7.155460,0.432005\n",
      "\n",
      "Epoch 0/200, 371/6287, 0:01:02.101018\n",
      "0,371,6.121577,1.701490,0.362185,3.805117,0.293846\n",
      "\n",
      "Epoch 0/200, 372/6287, 0:01:02.276527\n",
      "0,372,10.275104,3.018952,0.237784,5.835248,0.583650\n",
      "\n",
      "Epoch 0/200, 373/6287, 0:01:02.450353\n",
      "0,373,14.241367,4.303297,0.047643,8.462687,0.240824\n",
      "\n",
      "Epoch 0/200, 374/6287, 0:01:02.628008\n",
      "0,374,8.038100,2.459695,0.473428,4.926450,0.392574\n",
      "\n",
      "Epoch 0/200, 375/6287, 0:01:02.801037\n",
      "0,375,6.606603,1.974374,0.369505,4.326834,0.317012\n",
      "\n",
      "Epoch 0/200, 376/6287, 0:01:02.980334\n",
      "0,376,9.594917,3.119297,0.067097,5.925956,0.116686\n",
      "\n",
      "Epoch 0/200, 377/6287, 0:01:03.156943\n",
      "0,377,10.085854,3.284325,0.595762,6.107644,0.320598\n",
      "\n",
      "Epoch 0/200, 378/6287, 0:01:03.335673\n",
      "0,378,10.855540,2.887792,0.427983,6.375628,0.217115\n",
      "\n",
      "Epoch 0/200, 379/6287, 0:01:03.502617\n",
      "0,379,10.655416,3.191865,0.146562,6.379290,0.273119\n",
      "\n",
      "Epoch 0/200, 380/6287, 0:01:03.671073\n",
      "0,380,8.295386,2.344608,0.234758,4.897499,0.461298\n",
      "\n",
      "Epoch 0/200, 381/6287, 0:01:03.835565\n",
      "0,381,7.766181,2.093786,0.080004,4.510804,0.101884\n",
      "\n",
      "Epoch 0/200, 382/6287, 0:01:04.009783\n",
      "0,382,17.355551,5.299770,0.073022,10.684221,0.170549\n",
      "\n",
      "Epoch 0/200, 383/6287, 0:01:04.177015\n",
      "0,383,11.290214,3.110143,0.219223,7.276616,0.286039\n",
      "\n",
      "Epoch 0/200, 384/6287, 0:01:04.343252\n",
      "0,384,8.942266,2.585291,0.224196,5.162381,0.122962\n",
      "\n",
      "Epoch 0/200, 385/6287, 0:01:04.517959\n",
      "0,385,11.162903,3.151376,0.445876,6.872525,0.333563\n",
      "\n",
      "Epoch 0/200, 386/6287, 0:01:04.685877\n",
      "0,386,8.979190,2.708955,0.563919,5.430052,0.363256\n",
      "\n",
      "Epoch 0/200, 387/6287, 0:01:04.851222\n",
      "0,387,16.149605,4.927500,0.118250,10.287950,0.139950\n",
      "\n",
      "Epoch 0/200, 388/6287, 0:01:05.014764\n",
      "0,388,10.054490,2.776940,0.248237,6.416788,0.149564\n",
      "\n",
      "Epoch 0/200, 389/6287, 0:01:05.181193\n",
      "0,389,8.061026,2.280853,0.302545,5.026998,0.362441\n",
      "\n",
      "Epoch 0/200, 390/6287, 0:01:05.358465\n",
      "0,390,8.737609,2.737272,0.729880,5.600736,0.376806\n",
      "\n",
      "Epoch 0/200, 391/6287, 0:01:05.521468\n",
      "0,391,9.449603,2.803576,0.107760,5.299477,0.274752\n",
      "\n",
      "Epoch 0/200, 392/6287, 0:01:05.689694\n",
      "0,392,8.727694,2.368691,0.086904,5.173392,0.303106\n",
      "\n",
      "Epoch 0/200, 393/6287, 0:01:05.863186\n",
      "0,393,10.619146,3.088763,0.098680,6.096261,0.808109\n",
      "\n",
      "Epoch 0/200, 394/6287, 0:01:06.032658\n",
      "0,394,14.671814,3.995289,0.009619,8.840815,0.200016\n",
      "\n",
      "Epoch 0/200, 395/6287, 0:01:06.207632\n",
      "0,395,7.933197,2.232436,0.248970,4.695513,0.347127\n",
      "\n",
      "Epoch 0/200, 396/6287, 0:01:06.372384\n",
      "0,396,6.882692,2.285777,0.582355,4.170161,0.594501\n",
      "\n",
      "Epoch 0/200, 397/6287, 0:01:06.536736\n",
      "0,397,8.737129,2.431645,0.056145,5.206467,0.061137\n",
      "\n",
      "Epoch 0/200, 398/6287, 0:01:06.705045\n",
      "0,398,8.314932,2.545549,0.964807,5.141654,0.654290\n",
      "\n",
      "Epoch 0/200, 399/6287, 0:01:06.879537\n",
      "0,399,12.592687,3.631090,0.620351,8.077289,0.462188\n",
      "\n",
      "Epoch 0/200, 400/6287, 0:01:07.057032\n",
      "0,400,13.345100,4.053107,0.949810,8.134993,0.554305\n",
      "\n",
      "Epoch 0/200, 401/6287, 0:01:07.220286\n",
      "0,401,14.236477,3.896056,0.300701,8.571277,0.164049\n",
      "\n",
      "Epoch 0/200, 402/6287, 0:01:07.386101\n",
      "0,402,11.020190,2.783885,0.308562,6.397283,0.345907\n",
      "\n",
      "Epoch 0/200, 403/6287, 0:01:07.555495\n",
      "0,403,11.680984,2.695602,0.409508,6.166203,0.795685\n",
      "\n",
      "Epoch 0/200, 404/6287, 0:01:07.745597\n",
      "0,404,8.128550,2.168388,0.263719,4.395059,0.511353\n",
      "\n",
      "Epoch 0/200, 405/6287, 0:01:07.918478\n",
      "0,405,9.354595,2.701693,0.610127,5.731126,0.528179\n",
      "\n",
      "Epoch 0/200, 406/6287, 0:01:08.098796\n",
      "0,406,12.397802,3.525960,0.185531,7.948751,0.350698\n",
      "\n",
      "Epoch 0/200, 407/6287, 0:01:08.276154\n",
      "0,407,8.683010,2.528503,0.556797,5.499838,0.432181\n",
      "\n",
      "Epoch 0/200, 408/6287, 0:01:08.453632\n",
      "0,408,7.924964,2.550237,0.725691,4.810840,0.784569\n",
      "\n",
      "Epoch 0/200, 409/6287, 0:01:08.628188\n",
      "0,409,7.210129,2.189879,0.684784,4.575345,0.466708\n",
      "\n",
      "Epoch 0/200, 410/6287, 0:01:08.794757\n",
      "0,410,9.894815,3.094138,0.390544,6.311059,0.223160\n",
      "\n",
      "Epoch 0/200, 411/6287, 0:01:08.959482\n",
      "0,411,7.982980,2.343170,0.757772,5.214671,0.675658\n",
      "\n",
      "Epoch 0/200, 412/6287, 0:01:09.125776\n",
      "0,412,11.982841,3.561158,1.028430,7.788579,1.049489\n",
      "\n",
      "Epoch 0/200, 413/6287, 0:01:09.299748\n",
      "0,413,16.412937,4.961688,0.618102,10.152680,0.321678\n",
      "\n",
      "Epoch 0/200, 414/6287, 0:01:09.463417\n",
      "0,414,8.835785,2.481737,0.106314,5.154677,0.183320\n",
      "\n",
      "Epoch 0/200, 415/6287, 0:01:09.632621\n",
      "0,415,9.342007,2.478743,0.279191,6.286290,0.343692\n",
      "\n",
      "Epoch 0/200, 416/6287, 0:01:09.810232\n",
      "0,416,7.983942,2.101414,0.179352,4.823423,0.314902\n",
      "\n",
      "Epoch 0/200, 417/6287, 0:01:09.973447\n",
      "0,417,13.413951,4.102529,0.463744,8.657006,0.472901\n",
      "\n",
      "Epoch 0/200, 418/6287, 0:01:10.147527\n",
      "0,418,10.138538,2.699134,0.053983,6.228817,0.383953\n",
      "\n",
      "Epoch 0/200, 419/6287, 0:01:10.301267\n",
      "0,419,8.961156,2.920128,0.169681,5.659156,0.361035\n",
      "\n",
      "Epoch 0/200, 420/6287, 0:01:10.465612\n",
      "0,420,9.746621,3.094163,0.686324,6.342240,0.502334\n",
      "\n",
      "Epoch 0/200, 421/6287, 0:01:10.630387\n",
      "0,421,10.278914,3.333109,0.920523,6.697930,0.476517\n",
      "\n",
      "Epoch 0/200, 422/6287, 0:01:10.803889\n",
      "0,422,9.981812,2.986892,0.839576,6.260885,0.435369\n",
      "\n",
      "Epoch 0/200, 423/6287, 0:01:10.966853\n",
      "0,423,9.739469,3.190955,0.684429,6.173820,0.457741\n",
      "\n",
      "Epoch 0/200, 424/6287, 0:01:11.144140\n",
      "0,424,10.232456,2.960665,0.168390,6.270857,0.128300\n",
      "\n",
      "Epoch 0/200, 425/6287, 0:01:11.311548\n",
      "0,425,9.698555,2.669752,0.150323,6.352753,0.411278\n",
      "\n",
      "Epoch 0/200, 426/6287, 0:01:11.476120\n",
      "0,426,8.269829,2.421464,0.110896,5.178936,0.398522\n",
      "\n",
      "Epoch 0/200, 427/6287, 0:01:11.641297\n",
      "0,427,9.674875,3.043372,0.055519,5.950130,0.173894\n",
      "\n",
      "Epoch 0/200, 428/6287, 0:01:11.804792\n",
      "0,428,10.501818,3.520506,0.840471,6.410830,0.488731\n",
      "\n",
      "Epoch 0/200, 429/6287, 0:01:11.971314\n",
      "0,429,10.534111,3.392415,0.718145,6.513415,0.559631\n",
      "\n",
      "Epoch 0/200, 430/6287, 0:01:12.139536\n",
      "0,430,7.441712,2.360626,0.286969,4.395250,0.403961\n",
      "\n",
      "Epoch 0/200, 431/6287, 0:01:12.304427\n",
      "0,431,10.149061,3.213765,0.482816,5.882182,0.303107\n",
      "\n",
      "Epoch 0/200, 432/6287, 0:01:12.494908\n",
      "0,432,12.683596,3.171878,0.393546,8.527245,0.517316\n",
      "\n",
      "Epoch 0/200, 433/6287, 0:01:12.659902\n",
      "0,433,12.442525,3.463836,0.102794,7.575528,0.227067\n",
      "\n",
      "Epoch 0/200, 434/6287, 0:01:12.816037\n",
      "0,434,8.294240,2.540167,0.296130,4.816196,0.280552\n",
      "\n",
      "Epoch 0/200, 435/6287, 0:01:12.977900\n",
      "0,435,11.019102,2.657742,0.797562,7.114824,0.537796\n",
      "\n",
      "Epoch 0/200, 436/6287, 0:01:13.143245\n",
      "0,436,7.127265,2.089392,0.279933,4.323853,0.182474\n",
      "\n",
      "Epoch 0/200, 437/6287, 0:01:13.312980\n",
      "0,437,7.775883,2.282114,0.766136,5.037578,0.493183\n",
      "\n",
      "Epoch 0/200, 438/6287, 0:01:13.492749\n",
      "0,438,10.574947,2.874346,0.113083,6.403112,0.146646\n",
      "\n",
      "Epoch 0/200, 439/6287, 0:01:13.667329\n",
      "0,439,8.915758,2.407754,0.287631,5.249713,0.182120\n",
      "\n",
      "Epoch 0/200, 440/6287, 0:01:13.833622\n",
      "0,440,8.839349,2.463167,0.083173,4.765039,0.253712\n",
      "\n",
      "Epoch 0/200, 441/6287, 0:01:14.009171\n",
      "0,441,7.667191,2.194839,0.448252,4.438412,0.382740\n",
      "\n",
      "Epoch 0/200, 442/6287, 0:01:14.173064\n",
      "0,442,10.273113,3.230215,0.020923,6.615291,0.223246\n",
      "\n",
      "Epoch 0/200, 443/6287, 0:01:14.339909\n",
      "0,443,9.693911,2.359674,0.083507,5.615453,0.178119\n",
      "\n",
      "Epoch 0/200, 444/6287, 0:01:14.508806\n",
      "0,444,9.131351,2.719832,0.726151,5.824668,0.467989\n",
      "\n",
      "Epoch 0/200, 445/6287, 0:01:14.685106\n",
      "0,445,13.375484,4.277508,0.398256,8.637703,0.364391\n",
      "\n",
      "Epoch 0/200, 446/6287, 0:01:14.860182\n",
      "0,446,17.906937,5.476372,0.445085,11.732911,0.253478\n",
      "\n",
      "Epoch 0/200, 447/6287, 0:01:15.023618\n",
      "0,447,9.120123,2.388302,0.319132,5.144578,0.319000\n",
      "\n",
      "Epoch 0/200, 448/6287, 0:01:15.187529\n",
      "0,448,10.872425,2.862347,0.512454,6.213872,0.395424\n",
      "\n",
      "Epoch 0/200, 449/6287, 0:01:15.354791\n",
      "0,449,7.844180,2.123949,0.108148,4.658422,0.150532\n",
      "\n",
      "Epoch 0/200, 450/6287, 0:01:15.534278\n",
      "0,450,10.004973,3.130264,0.282367,6.164366,0.227372\n",
      "\n",
      "Epoch 0/200, 451/6287, 0:01:15.712323\n",
      "0,451,7.756641,2.530505,0.065266,4.281157,0.128250\n",
      "\n",
      "Epoch 0/200, 452/6287, 0:01:15.889801\n",
      "0,452,13.485509,3.524751,0.513563,9.109493,0.637579\n",
      "\n",
      "Epoch 0/200, 453/6287, 0:01:16.057987\n",
      "0,453,16.440332,4.852553,0.180612,11.108232,0.142701\n",
      "\n",
      "Epoch 0/200, 454/6287, 0:01:16.247868\n",
      "0,454,11.798273,3.444622,0.284631,7.727775,0.377931\n",
      "\n",
      "Epoch 0/200, 455/6287, 0:01:16.421765\n",
      "0,455,11.895128,3.527936,0.013890,8.080433,0.144593\n",
      "\n",
      "Epoch 0/200, 456/6287, 0:01:16.602913\n",
      "0,456,8.100344,2.483660,0.775699,5.487894,0.400101\n",
      "\n",
      "Epoch 0/200, 457/6287, 0:01:16.778092\n",
      "0,457,9.308866,2.628009,0.346990,5.922214,0.238110\n",
      "\n",
      "Epoch 0/200, 458/6287, 0:01:16.940669\n",
      "0,458,8.446633,2.431151,0.805122,5.114422,0.621735\n",
      "\n",
      "Epoch 0/200, 459/6287, 0:01:17.098870\n",
      "0,459,7.322460,2.203357,0.027847,4.547428,0.301892\n",
      "\n",
      "Epoch 0/200, 460/6287, 0:01:17.274230\n",
      "0,460,9.055505,2.787021,0.896702,5.642312,0.505782\n",
      "\n",
      "Epoch 0/200, 461/6287, 0:01:17.439300\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,461,7.990187,2.411777,0.583164,5.102617,0.452038\n",
      "\n",
      "Epoch 0/200, 462/6287, 0:01:17.616501\n",
      "0,462,9.831295,2.877862,0.146816,5.956146,0.099534\n",
      "\n",
      "Epoch 0/200, 463/6287, 0:01:17.796366\n",
      "0,463,17.052580,5.091963,0.431396,10.444370,0.410465\n",
      "\n",
      "Epoch 0/200, 464/6287, 0:01:17.977321\n",
      "0,464,7.484519,2.094345,0.373737,4.639913,0.469400\n",
      "\n",
      "Epoch 0/200, 465/6287, 0:01:18.143651\n",
      "0,465,10.249081,2.654686,0.383279,5.990935,0.209711\n",
      "\n",
      "Epoch 0/200, 466/6287, 0:01:18.315872\n",
      "0,466,9.509131,2.554710,0.007949,4.979617,0.825660\n",
      "\n",
      "Epoch 0/200, 467/6287, 0:01:18.491083\n",
      "0,467,9.781292,2.466123,0.119191,5.248621,0.898418\n",
      "\n",
      "Epoch 0/200, 468/6287, 0:01:18.661305\n",
      "0,468,7.879879,2.348807,0.800840,4.770263,0.462767\n",
      "\n",
      "Epoch 0/200, 469/6287, 0:01:18.829035\n",
      "0,469,10.542165,3.038568,0.891013,6.307226,0.630542\n",
      "\n",
      "Epoch 0/200, 470/6287, 0:01:19.007195\n",
      "0,470,9.251281,2.965260,1.134137,5.848025,0.701638\n",
      "\n",
      "Epoch 0/200, 471/6287, 0:01:19.173395\n",
      "0,471,6.905688,2.084953,0.816881,4.406449,0.441037\n",
      "\n",
      "Epoch 0/200, 472/6287, 0:01:19.353293\n",
      "0,472,9.487022,2.913768,0.410085,6.005197,0.416335\n",
      "\n",
      "Epoch 0/200, 473/6287, 0:01:19.517117\n",
      "0,473,14.679348,4.318885,0.139117,9.011112,0.362959\n",
      "\n",
      "Epoch 0/200, 474/6287, 0:01:19.683982\n",
      "0,474,12.102602,3.637984,0.294381,7.234756,0.368327\n",
      "\n",
      "Epoch 0/200, 475/6287, 0:01:19.860353\n",
      "0,475,9.929508,2.155088,0.204943,6.118615,0.613143\n",
      "\n",
      "Epoch 0/200, 476/6287, 0:01:20.047570\n",
      "0,476,8.461684,2.121420,0.061794,4.952890,0.220543\n",
      "\n",
      "Epoch 0/200, 477/6287, 0:01:20.222360\n",
      "0,477,8.104977,2.374250,0.216634,5.014002,0.186498\n",
      "\n",
      "Epoch 0/200, 478/6287, 0:01:20.394092\n",
      "0,478,13.811558,3.981769,0.090804,8.398457,0.207959\n",
      "\n",
      "Epoch 0/200, 479/6287, 0:01:20.554482\n",
      "0,479,9.187587,2.412030,0.743842,5.912250,0.459735\n",
      "\n",
      "Epoch 0/200, 480/6287, 0:01:20.719408\n",
      "0,480,10.948808,2.889268,0.413765,6.257977,0.222203\n",
      "\n",
      "Epoch 0/200, 481/6287, 0:01:20.890474\n",
      "0,481,8.164106,2.122433,0.518434,5.163105,0.398174\n",
      "\n",
      "Epoch 0/200, 482/6287, 0:01:21.046727\n",
      "0,482,8.245356,1.983295,0.153052,5.089170,0.198869\n",
      "\n",
      "Epoch 0/200, 483/6287, 0:01:21.201971\n",
      "0,483,9.788340,3.254597,0.949863,6.129633,0.491315\n",
      "\n",
      "Epoch 0/200, 484/6287, 0:01:21.374356\n",
      "0,484,11.591337,3.715393,0.331139,7.162224,0.172950\n",
      "\n",
      "Epoch 0/200, 485/6287, 0:01:21.534727\n",
      "0,485,10.147178,2.999709,0.170214,6.845225,0.364166\n",
      "\n",
      "Epoch 0/200, 486/6287, 0:01:21.696825\n",
      "0,486,9.567700,2.361592,0.572930,5.419237,0.465570\n",
      "\n",
      "Epoch 0/200, 487/6287, 0:01:21.857550\n",
      "0,487,7.733885,2.244146,0.006878,4.730688,0.474908\n",
      "\n",
      "Epoch 0/200, 488/6287, 0:01:22.021013\n",
      "0,488,14.210629,3.789262,0.143313,8.721136,0.413841\n",
      "\n",
      "Epoch 0/200, 489/6287, 0:01:22.183600\n",
      "0,489,15.909504,4.774154,0.104995,10.049330,0.402755\n",
      "\n",
      "Epoch 0/200, 490/6287, 0:01:22.346431\n",
      "0,490,12.241109,3.518154,0.028093,7.409701,0.411609\n",
      "\n",
      "Epoch 0/200, 491/6287, 0:01:22.507401\n",
      "0,491,10.964193,3.225681,0.588085,6.730277,0.412808\n",
      "\n",
      "Epoch 0/200, 492/6287, 0:01:22.669630\n",
      "0,492,9.359717,2.790374,0.703878,5.947033,0.375585\n",
      "\n",
      "Epoch 0/200, 493/6287, 0:01:22.830899\n",
      "0,493,7.420209,2.171297,1.142347,4.823675,0.673986\n",
      "\n",
      "Epoch 0/200, 494/6287, 0:01:22.989742\n",
      "0,494,7.231265,2.293140,0.795922,4.663612,0.488098\n",
      "\n",
      "Epoch 0/200, 495/6287, 0:01:23.147040\n",
      "0,495,10.249571,2.979444,0.482300,6.709997,0.326868\n",
      "\n",
      "Epoch 0/200, 496/6287, 0:01:23.308888\n",
      "0,496,9.884310,2.940288,0.317937,6.276634,0.255028\n",
      "\n",
      "Epoch 0/200, 497/6287, 0:01:23.483947\n",
      "0,497,8.590149,2.481495,0.825211,5.678728,0.524069\n",
      "\n",
      "Epoch 0/200, 498/6287, 0:01:23.661377\n",
      "0,498,9.213730,2.865351,0.470983,5.796956,0.538099\n",
      "\n",
      "Epoch 0/200, 499/6287, 0:01:23.831342\n",
      "0,499,9.305260,2.642494,0.780780,6.381207,0.570674\n",
      "\n",
      "Epoch 0/200, 500/6287, 0:01:23.986177\n",
      "0,500,11.708992,3.331170,0.096968,7.251086,0.142763\n",
      "\n",
      "Epoch 0/200, 501/6287, 0:01:24.136954\n",
      "0,501,9.793461,2.654819,0.080818,5.677783,0.400518\n",
      "\n",
      "Epoch 0/200, 502/6287, 0:01:24.289897\n",
      "0,502,8.425547,2.084673,0.026996,4.794854,0.347490\n",
      "\n",
      "Epoch 0/200, 503/6287, 0:01:24.448598\n",
      "0,503,8.913811,2.496372,0.157644,5.372101,0.378611\n",
      "\n",
      "Epoch 0/200, 504/6287, 0:01:24.630497\n",
      "0,504,9.438566,2.862577,0.367550,6.245804,0.234647\n",
      "\n",
      "Epoch 0/200, 505/6287, 0:01:24.797447\n",
      "0,505,13.778890,4.512223,0.502235,9.100334,0.287757\n",
      "\n",
      "Epoch 0/200, 506/6287, 0:01:24.968339\n",
      "0,506,7.421824,2.165071,0.270856,4.484105,0.210900\n",
      "\n",
      "Epoch 0/200, 507/6287, 0:01:25.137327\n",
      "0,507,7.360393,2.239125,0.569745,4.682805,0.405349\n",
      "\n",
      "Epoch 0/200, 508/6287, 0:01:25.306262\n",
      "0,508,8.093016,2.509776,0.670904,4.903668,0.355362\n",
      "\n",
      "Epoch 0/200, 509/6287, 0:01:25.481173\n",
      "0,509,10.672148,3.352722,0.812012,6.737104,0.517236\n",
      "\n",
      "Epoch 0/200, 510/6287, 0:01:25.644930\n",
      "0,510,7.437275,2.092021,0.869656,4.656172,0.493650\n",
      "\n",
      "Epoch 0/200, 511/6287, 0:01:25.802466\n",
      "0,511,6.677387,1.764541,0.183373,3.911713,0.182880\n",
      "\n",
      "Epoch 0/200, 512/6287, 0:01:25.963726\n",
      "0,512,8.023983,2.031892,0.220530,5.027316,0.250375\n",
      "\n",
      "Epoch 0/200, 513/6287, 0:01:26.135958\n",
      "0,513,10.012016,2.634397,0.016830,5.677098,0.251290\n",
      "\n",
      "Epoch 0/200, 514/6287, 0:01:26.295911\n",
      "0,514,8.003078,2.135698,0.102370,4.681229,0.195927\n",
      "\n",
      "Epoch 0/200, 515/6287, 0:01:26.454154\n",
      "0,515,14.963869,4.436372,0.293269,9.251644,0.265030\n",
      "\n",
      "Epoch 0/200, 516/6287, 0:01:26.614220\n",
      "0,516,9.977653,2.571598,0.123267,5.860703,0.215582\n",
      "\n",
      "Epoch 0/200, 517/6287, 0:01:26.769563\n",
      "0,517,8.911953,2.860803,0.099481,5.278245,0.361470\n",
      "\n",
      "Epoch 0/200, 518/6287, 0:01:26.921745\n",
      "0,518,9.632488,2.862404,0.267885,5.938028,0.296904\n",
      "\n",
      "Epoch 0/200, 519/6287, 0:01:27.076913\n",
      "0,519,10.480871,2.794804,0.055225,6.160522,0.260481\n",
      "\n",
      "Epoch 0/200, 520/6287, 0:01:27.241798\n",
      "0,520,12.200767,4.067958,0.097740,7.191308,0.238573\n",
      "\n",
      "Epoch 0/200, 521/6287, 0:01:27.422403\n",
      "0,521,11.076965,3.486378,0.271407,6.638864,0.213383\n",
      "\n",
      "Epoch 0/200, 522/6287, 0:01:27.599719\n",
      "0,522,8.166989,2.450758,0.384125,5.326986,0.380646\n",
      "\n",
      "Epoch 0/200, 523/6287, 0:01:27.775084\n",
      "0,523,9.768228,3.075061,0.173618,6.054059,0.111346\n",
      "\n",
      "Epoch 0/200, 524/6287, 0:01:27.937493\n",
      "0,524,10.783330,3.019790,0.590671,7.184061,0.463245\n",
      "\n",
      "Epoch 0/200, 525/6287, 0:01:28.102130\n",
      "0,525,10.346738,2.675292,0.747840,7.173863,0.587310\n",
      "\n",
      "Epoch 0/200, 526/6287, 0:01:28.266470\n",
      "0,526,10.407928,2.825345,0.029076,6.268718,0.205865\n",
      "\n",
      "Epoch 0/200, 527/6287, 0:01:28.434031\n",
      "0,527,8.501451,2.448704,0.225885,5.315236,0.366152\n",
      "\n",
      "Epoch 0/200, 528/6287, 0:01:28.615440\n",
      "0,528,9.947850,2.880115,0.098739,5.944393,0.161852\n",
      "\n",
      "Epoch 0/200, 529/6287, 0:01:28.783319\n",
      "0,529,11.831891,3.462895,0.135659,6.959709,0.502754\n",
      "\n",
      "Epoch 0/200, 530/6287, 0:01:28.960773\n",
      "0,530,10.653504,2.954711,0.296752,6.321012,0.291458\n",
      "\n",
      "Epoch 0/200, 531/6287, 0:01:29.126816\n",
      "0,531,10.527905,3.026140,0.305309,6.213183,0.407153\n",
      "\n",
      "Epoch 0/200, 532/6287, 0:01:29.295726\n",
      "0,532,7.394892,1.688675,0.012986,3.900966,0.179791\n",
      "\n",
      "Epoch 0/200, 533/6287, 0:01:29.465330\n",
      "0,533,7.560057,2.180290,0.285537,4.458260,0.281316\n",
      "\n",
      "Epoch 0/200, 534/6287, 0:01:29.640477\n",
      "0,534,9.606651,2.750967,0.188072,5.543677,0.130164\n",
      "\n",
      "Epoch 0/200, 535/6287, 0:01:29.805253\n",
      "0,535,8.204905,2.219785,0.745879,4.661149,0.387905\n",
      "\n",
      "Epoch 0/200, 536/6287, 0:01:29.966265\n",
      "0,536,11.133224,3.480822,0.248071,6.588551,0.284462\n",
      "\n",
      "Epoch 0/200, 537/6287, 0:01:30.132150\n",
      "0,537,6.360641,1.962535,1.258343,4.295908,0.788770\n",
      "\n",
      "Epoch 0/200, 538/6287, 0:01:30.295362\n",
      "0,538,8.074558,2.576251,0.695636,5.121848,0.482270\n",
      "\n",
      "Epoch 0/200, 539/6287, 0:01:30.460819\n",
      "0,539,9.547732,2.486373,0.146770,5.839292,0.164225\n",
      "\n",
      "Epoch 0/200, 540/6287, 0:01:30.628517\n",
      "0,540,12.937496,3.523248,0.088974,7.384459,0.196396\n",
      "\n",
      "Epoch 0/200, 541/6287, 0:01:30.805615\n",
      "0,541,9.287386,2.715014,0.255697,5.735913,0.320185\n",
      "\n",
      "Epoch 0/200, 542/6287, 0:01:30.973408\n",
      "0,542,10.153025,2.765529,0.021228,5.574826,0.087734\n",
      "\n",
      "Epoch 0/200, 543/6287, 0:01:31.139934\n",
      "0,543,12.064172,3.759531,0.117614,7.235318,0.153124\n",
      "\n",
      "Epoch 0/200, 544/6287, 0:01:31.305805\n",
      "0,544,12.546952,3.741063,0.764369,7.697327,0.423520\n",
      "\n",
      "Epoch 0/200, 545/6287, 0:01:31.476586\n",
      "0,545,11.667220,3.140576,0.182347,6.707114,0.159291\n",
      "\n",
      "Epoch 0/200, 546/6287, 0:01:31.651873\n",
      "0,546,7.670265,2.229397,0.291691,4.616728,0.186381\n",
      "\n",
      "Epoch 0/200, 547/6287, 0:01:31.813812\n",
      "0,547,7.866221,2.167187,0.237688,4.761952,0.156805\n",
      "\n",
      "Epoch 0/200, 548/6287, 0:01:31.979358\n",
      "0,548,6.692581,2.101921,0.897721,3.960731,0.699500\n",
      "\n",
      "Epoch 0/200, 549/6287, 0:01:32.150453\n",
      "0,549,7.112890,2.123493,0.832282,4.737474,0.533580\n",
      "\n",
      "Epoch 0/200, 550/6287, 0:01:32.311540\n",
      "0,550,7.299906,1.984244,0.250187,4.593617,0.229535\n",
      "\n",
      "Epoch 0/200, 551/6287, 0:01:32.487046\n",
      "0,551,9.145411,2.288857,0.534035,5.837215,0.446620\n",
      "\n",
      "Epoch 0/200, 552/6287, 0:01:32.654550\n",
      "0,552,11.902898,2.656975,0.073927,7.940116,0.069097\n",
      "\n",
      "Epoch 0/200, 553/6287, 0:01:32.816537\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,553,9.435933,2.437435,0.082782,5.467497,0.238901\n",
      "\n",
      "Epoch 0/200, 554/6287, 0:01:32.981905\n",
      "0,554,9.503839,2.768798,0.064305,5.550924,0.256032\n",
      "\n",
      "Epoch 0/200, 555/6287, 0:01:33.150089\n",
      "0,555,10.141425,2.791570,0.003280,5.191172,0.440212\n",
      "\n",
      "Epoch 0/200, 556/6287, 0:01:33.329307\n",
      "0,556,7.604511,2.318429,0.288004,4.482055,0.297503\n",
      "\n",
      "Epoch 0/200, 557/6287, 0:01:33.496065\n",
      "0,557,9.320123,2.842740,0.218517,5.617253,0.302139\n",
      "\n",
      "Epoch 0/200, 558/6287, 0:01:33.671028\n",
      "0,558,8.432426,3.015244,0.242696,5.086523,0.148079\n",
      "\n",
      "Epoch 0/200, 559/6287, 0:01:33.834567\n",
      "0,559,11.357521,3.579013,0.852632,7.342056,0.472120\n",
      "\n",
      "Epoch 0/200, 560/6287, 0:01:34.002701\n",
      "0,560,7.831720,2.570052,0.598273,4.599595,0.361353\n",
      "\n",
      "Epoch 0/200, 561/6287, 0:01:34.178363\n",
      "0,561,12.172991,3.787879,0.267020,7.060884,0.251544\n",
      "\n",
      "Epoch 0/200, 562/6287, 0:01:34.355774\n",
      "0,562,12.691896,3.644433,0.723446,7.866243,0.394654\n",
      "\n",
      "Epoch 0/200, 563/6287, 0:01:34.520862\n",
      "0,563,8.780491,2.744475,0.225960,5.073013,0.332258\n",
      "\n",
      "Epoch 0/200, 564/6287, 0:01:34.696070\n",
      "0,564,10.328856,2.822236,0.356940,5.739149,0.268677\n",
      "\n",
      "Epoch 0/200, 565/6287, 0:01:34.864168\n",
      "0,565,9.428652,2.580135,0.049487,5.396973,0.193702\n",
      "\n",
      "Epoch 0/200, 566/6287, 0:01:35.030875\n",
      "0,566,9.551443,2.313621,0.040938,5.768804,0.025968\n",
      "\n",
      "Epoch 0/200, 567/6287, 0:01:35.197236\n",
      "0,567,10.233915,2.455201,0.280378,5.065765,0.271915\n",
      "\n",
      "Epoch 0/200, 568/6287, 0:01:35.371846\n",
      "0,568,8.266415,2.177237,0.395639,5.054475,0.482516\n",
      "\n",
      "Epoch 0/200, 569/6287, 0:01:35.535430\n",
      "0,569,8.549237,2.346057,0.328586,5.547043,0.392625\n",
      "\n",
      "Epoch 0/200, 570/6287, 0:01:35.723326\n",
      "0,570,15.484796,4.598229,0.306089,10.132895,0.157337\n",
      "\n",
      "Epoch 0/200, 571/6287, 0:01:35.894622\n",
      "0,571,10.540558,3.060284,0.558347,6.795107,0.293684\n",
      "\n",
      "Epoch 0/200, 572/6287, 0:01:36.062885\n",
      "0,572,8.902370,2.705875,0.526859,5.592827,0.788083\n",
      "\n",
      "Epoch 0/200, 573/6287, 0:01:36.215396\n",
      "0,573,9.437887,2.648168,0.122259,5.102710,0.117146\n",
      "\n",
      "Epoch 0/200, 574/6287, 0:01:36.375575\n",
      "0,574,12.697070,4.120403,0.222063,7.970795,0.165236\n",
      "\n",
      "Epoch 0/200, 575/6287, 0:01:36.535116\n",
      "0,575,14.051624,3.991809,0.146133,8.618204,0.206342\n",
      "\n",
      "Epoch 0/200, 576/6287, 0:01:36.710743\n",
      "0,576,11.600363,3.584505,0.138318,7.078122,0.158808\n",
      "\n",
      "Epoch 0/200, 577/6287, 0:01:36.883992\n",
      "0,577,7.689919,2.155142,0.399859,4.677713,0.270489\n",
      "\n",
      "Epoch 0/200, 578/6287, 0:01:37.043613\n",
      "0,578,12.634866,4.416813,0.511474,7.611184,0.380361\n",
      "\n",
      "Epoch 0/200, 579/6287, 0:01:37.204665\n",
      "0,579,7.013872,2.043074,0.564597,4.500443,0.327118\n",
      "\n",
      "Epoch 0/200, 580/6287, 0:01:37.380807\n",
      "0,580,7.099662,2.073874,0.131266,4.661948,0.596504\n",
      "\n",
      "Epoch 0/200, 581/6287, 0:01:37.544341\n",
      "0,581,8.108653,2.180727,0.734408,5.598603,0.607202\n",
      "\n",
      "Epoch 0/200, 582/6287, 0:01:37.721418\n",
      "0,582,8.279205,2.617717,0.708060,5.106204,0.434795\n",
      "\n",
      "Epoch 0/200, 583/6287, 0:01:37.883272\n",
      "0,583,9.111655,2.583613,0.414282,5.821469,0.276056\n",
      "\n",
      "Epoch 0/200, 584/6287, 0:01:38.051813\n",
      "0,584,10.396938,2.942505,0.371159,6.475518,0.383121\n",
      "\n",
      "Epoch 0/200, 585/6287, 0:01:38.227613\n",
      "0,585,11.663430,3.516967,0.278430,6.960420,0.295633\n",
      "\n",
      "Epoch 0/200, 586/6287, 0:01:38.393141\n",
      "0,586,10.987674,3.333138,0.400713,6.849530,0.216079\n",
      "\n",
      "Epoch 0/200, 587/6287, 0:01:38.557126\n",
      "0,587,10.924139,3.517974,0.106215,6.775347,0.135311\n",
      "\n",
      "Epoch 0/200, 588/6287, 0:01:38.723958\n",
      "0,588,9.579188,2.554311,0.333060,6.569214,0.365026\n",
      "\n",
      "Epoch 0/200, 589/6287, 0:01:38.905552\n",
      "0,589,8.649793,2.385552,0.524944,5.734341,0.320126\n",
      "\n",
      "Epoch 0/200, 590/6287, 0:01:39.081480\n",
      "0,590,9.807370,2.852799,0.050704,5.806998,0.071333\n",
      "\n",
      "Epoch 0/200, 591/6287, 0:01:39.254179\n",
      "0,591,7.894490,2.437312,0.547192,5.157036,0.323416\n",
      "\n",
      "Epoch 0/200, 592/6287, 0:01:39.420250\n",
      "0,592,12.860293,4.078336,1.074869,8.530491,0.759723\n",
      "\n",
      "Epoch 0/200, 593/6287, 0:01:39.593618\n",
      "0,593,9.113839,2.788337,0.833711,5.923244,0.906558\n",
      "\n",
      "Epoch 0/200, 594/6287, 0:01:39.767638\n",
      "0,594,10.693403,3.140175,0.720641,6.916081,0.639298\n",
      "\n",
      "Epoch 0/200, 595/6287, 0:01:39.933017\n",
      "0,595,8.988997,2.583700,0.062998,5.356216,0.466778\n",
      "\n",
      "Epoch 0/200, 596/6287, 0:01:40.119680\n",
      "0,596,9.655293,2.799255,0.080391,5.931580,0.387126\n",
      "\n",
      "Epoch 0/200, 597/6287, 0:01:40.293729\n",
      "0,597,10.842873,3.181395,0.124295,6.385182,0.250502\n",
      "\n",
      "Epoch 0/200, 598/6287, 0:01:40.458334\n",
      "0,598,8.820025,2.333678,0.156254,4.704079,0.612853\n",
      "\n",
      "Epoch 0/200, 599/6287, 0:01:40.624953\n",
      "0,599,12.245722,3.719030,0.530701,7.781013,0.410806\n",
      "\n",
      "Epoch 0/200, 600/6287, 0:01:40.793251\n",
      "0,600,9.834184,2.976851,0.348776,6.071155,0.346701\n",
      "\n",
      "Epoch 0/200, 601/6287, 0:01:40.968057\n",
      "0,601,7.631924,2.121295,0.137180,4.356865,0.084029\n",
      "\n",
      "Epoch 0/200, 602/6287, 0:01:41.136320\n",
      "0,602,7.024789,2.019464,1.143620,4.648970,0.795169\n",
      "\n",
      "Epoch 0/200, 603/6287, 0:01:41.312180\n",
      "0,603,9.651886,2.974429,0.565804,6.039810,0.301410\n",
      "\n",
      "Epoch 0/200, 604/6287, 0:01:41.479857\n",
      "0,604,8.177204,2.108785,0.630033,5.365444,0.572424\n",
      "\n",
      "Epoch 0/200, 605/6287, 0:01:41.658313\n",
      "0,605,9.108571,2.797084,0.241169,5.387404,0.247194\n",
      "\n",
      "Epoch 0/200, 606/6287, 0:01:41.851948\n",
      "0,606,14.345633,3.986947,0.056804,9.200674,0.043528\n",
      "\n",
      "Epoch 0/200, 607/6287, 0:01:42.026059\n",
      "0,607,8.507591,2.197181,0.252738,5.476912,0.228277\n",
      "\n",
      "Epoch 0/200, 608/6287, 0:01:42.197075\n",
      "0,608,7.757332,2.183106,0.192314,4.370551,0.240833\n",
      "\n",
      "Epoch 0/200, 609/6287, 0:01:42.372007\n",
      "0,609,13.985029,4.084480,0.066217,8.381536,0.050697\n",
      "\n",
      "Epoch 0/200, 610/6287, 0:01:42.542932\n",
      "0,610,8.533392,2.401412,0.145009,4.731532,0.118896\n",
      "\n",
      "Epoch 0/200, 611/6287, 0:01:42.705800\n",
      "0,611,12.758974,3.530620,0.008857,7.035933,0.047903\n",
      "\n",
      "Epoch 0/200, 612/6287, 0:01:42.884432\n",
      "0,612,8.132852,2.045302,0.096923,4.349962,0.117504\n",
      "\n",
      "Epoch 0/200, 613/6287, 0:01:43.064191\n",
      "0,613,10.434724,2.861207,0.026073,5.487288,0.278231\n",
      "\n",
      "Epoch 0/200, 614/6287, 0:01:43.240823\n",
      "0,614,6.652569,1.708534,0.068036,3.360699,0.224968\n",
      "\n",
      "Epoch 0/200, 615/6287, 0:01:43.411640\n",
      "0,615,8.095119,2.572980,0.314414,5.161986,0.373153\n",
      "\n",
      "Epoch 0/200, 616/6287, 0:01:43.586796\n",
      "0,616,9.156272,2.864949,0.721003,5.940680,0.376405\n",
      "\n",
      "Epoch 0/200, 617/6287, 0:01:43.755025\n",
      "0,617,6.237053,1.880698,0.454342,3.843318,0.353494\n",
      "\n",
      "Epoch 0/200, 618/6287, 0:01:43.936496\n",
      "0,618,7.336783,2.104291,0.329833,4.808633,0.234359\n",
      "\n",
      "Epoch 0/200, 619/6287, 0:01:44.123788\n",
      "0,619,6.301226,1.605113,0.144270,3.697508,0.259530\n",
      "\n",
      "Epoch 0/200, 620/6287, 0:01:44.304849\n",
      "0,620,6.716362,1.877712,0.208805,4.146624,0.427467\n",
      "\n",
      "Epoch 0/200, 621/6287, 0:01:44.481546\n",
      "0,621,7.103454,2.198181,1.105240,4.596228,1.040961\n",
      "\n",
      "Epoch 0/200, 622/6287, 0:01:44.646125\n",
      "0,622,8.649650,2.418976,0.775743,5.507874,0.518377\n",
      "\n",
      "Epoch 0/200, 623/6287, 0:01:44.811565\n",
      "0,623,8.258652,2.084644,0.147758,4.729437,0.656037\n",
      "\n",
      "Epoch 0/200, 624/6287, 0:01:44.975810\n",
      "0,624,8.751310,2.821482,0.301125,5.187787,0.270065\n",
      "\n",
      "Epoch 0/200, 625/6287, 0:01:45.140670\n",
      "0,625,9.842473,2.774432,0.512701,5.470641,0.873948\n",
      "\n",
      "Epoch 0/200, 626/6287, 0:01:45.302073\n",
      "0,626,9.203952,3.074866,0.274632,5.644579,0.849733\n",
      "\n",
      "Epoch 0/200, 627/6287, 0:01:45.463280\n",
      "0,627,13.245599,4.121564,0.018296,8.291721,0.111305\n",
      "\n",
      "Epoch 0/200, 628/6287, 0:01:45.633652\n",
      "0,628,12.156320,3.524266,0.366371,7.966801,0.528495\n",
      "\n",
      "Epoch 0/200, 629/6287, 0:01:45.799001\n",
      "0,629,12.355632,3.909060,0.525548,7.848423,0.431965\n",
      "\n",
      "Epoch 0/200, 630/6287, 0:01:45.961249\n",
      "0,630,10.899513,3.180346,0.292743,6.683339,0.202266\n",
      "\n",
      "Epoch 0/200, 631/6287, 0:01:46.125749\n",
      "0,631,8.053242,2.075354,0.630452,4.792848,0.504948\n",
      "\n",
      "Epoch 0/200, 632/6287, 0:01:46.302842\n",
      "0,632,10.893366,3.294671,0.500457,7.177158,0.552207\n",
      "\n",
      "Epoch 0/200, 633/6287, 0:01:46.472610\n",
      "0,633,7.576655,2.254543,0.347786,4.748524,0.313398\n",
      "\n",
      "Epoch 0/200, 634/6287, 0:01:46.635544\n",
      "0,634,11.193709,3.461206,0.855660,7.463404,0.491539\n",
      "\n",
      "Epoch 0/200, 635/6287, 0:01:46.801865\n",
      "0,635,8.940981,2.744874,0.395937,5.555605,0.209744\n",
      "\n",
      "Epoch 0/200, 636/6287, 0:01:46.969506\n",
      "0,636,6.748934,2.005520,0.405222,4.224515,0.286471\n",
      "\n",
      "Epoch 0/200, 637/6287, 0:01:47.148046\n",
      "0,637,7.408071,2.119354,0.569217,4.808766,0.694550\n",
      "\n",
      "Epoch 0/200, 638/6287, 0:01:47.314503\n",
      "0,638,10.164860,2.791368,0.521540,6.569581,0.472999\n",
      "\n",
      "Epoch 0/200, 639/6287, 0:01:47.491096\n",
      "0,639,8.522414,2.487944,0.288794,5.079302,0.345986\n",
      "\n",
      "Epoch 0/200, 640/6287, 0:01:47.666835\n",
      "0,640,6.466627,1.891460,0.389816,3.662168,0.601297\n",
      "\n",
      "Epoch 0/200, 641/6287, 0:01:47.834121\n",
      "0,641,10.672100,2.909741,0.073828,6.111726,0.138937\n",
      "\n",
      "Epoch 0/200, 642/6287, 0:01:48.009090\n",
      "0,642,8.943604,2.468803,0.235397,5.434752,0.311620\n",
      "\n",
      "Epoch 0/200, 643/6287, 0:01:48.176815\n",
      "0,643,7.628690,2.312107,0.376535,4.566414,0.495781\n",
      "\n",
      "Epoch 0/200, 644/6287, 0:01:48.339449\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,644,12.030039,3.769626,0.243328,7.409193,0.189366\n",
      "\n",
      "Epoch 0/200, 645/6287, 0:01:48.507191\n",
      "0,645,11.940531,3.696081,0.346999,7.475390,0.334606\n",
      "\n",
      "Epoch 0/200, 646/6287, 0:01:48.686910\n",
      "0,646,10.166574,2.786969,0.047527,6.516186,0.142954\n",
      "\n",
      "Epoch 0/200, 647/6287, 0:01:48.878342\n",
      "0,647,9.088629,2.686053,0.253691,5.353907,0.388877\n",
      "\n",
      "Epoch 0/200, 648/6287, 0:01:49.050012\n",
      "0,648,13.905251,3.910357,0.047280,8.517221,0.173584\n",
      "\n",
      "Epoch 0/200, 649/6287, 0:01:49.209180\n",
      "0,649,12.071284,3.135403,0.168416,7.987730,0.312041\n",
      "\n",
      "Epoch 0/200, 650/6287, 0:01:49.371843\n",
      "0,650,9.641026,2.911614,0.050560,5.904681,0.274711\n",
      "\n",
      "Epoch 0/200, 651/6287, 0:01:49.538052\n",
      "0,651,8.411407,2.360379,0.232649,5.315930,0.147842\n",
      "\n",
      "Epoch 0/200, 652/6287, 0:01:49.706647\n",
      "0,652,9.451115,2.761504,0.320236,6.156869,0.192716\n",
      "\n",
      "Epoch 0/200, 653/6287, 0:01:49.881917\n",
      "0,653,7.199055,2.165603,1.066453,4.871596,0.697633\n",
      "\n",
      "Epoch 0/200, 654/6287, 0:01:50.040297\n",
      "0,654,8.055745,2.269168,0.103105,5.167889,0.124101\n",
      "\n",
      "Epoch 0/200, 655/6287, 0:01:50.209756\n",
      "0,655,9.455346,3.033383,1.019791,6.156096,0.753424\n",
      "\n",
      "Epoch 0/200, 656/6287, 0:01:50.376092\n",
      "0,656,8.459500,2.304485,0.210718,5.255734,0.461554\n",
      "\n",
      "Epoch 0/200, 657/6287, 0:01:50.553900\n",
      "0,657,7.777546,2.101824,0.046584,4.366617,0.258672\n",
      "\n",
      "Epoch 0/200, 658/6287, 0:01:50.720260\n",
      "0,658,11.059026,3.283227,0.315043,6.960049,0.181160\n",
      "\n",
      "Epoch 0/200, 659/6287, 0:01:50.890689\n",
      "0,659,7.753180,1.971810,0.411500,4.620125,0.205951\n",
      "\n",
      "Epoch 0/200, 660/6287, 0:01:51.067983\n",
      "0,660,10.531219,2.848467,0.378795,5.885352,0.193614\n",
      "\n",
      "Epoch 0/200, 661/6287, 0:01:51.233858\n",
      "0,661,6.410252,1.471830,0.132305,3.866830,0.152910\n",
      "\n",
      "Epoch 0/200, 662/6287, 0:01:51.424997\n",
      "0,662,10.309215,2.799258,0.065447,6.429102,0.395695\n",
      "\n",
      "Epoch 0/200, 663/6287, 0:01:51.601415\n",
      "0,663,13.435951,3.867481,0.524744,8.573691,0.451667\n",
      "\n",
      "Epoch 0/200, 664/6287, 0:01:51.761457\n",
      "0,664,7.394651,2.347520,0.763297,4.609724,0.511304\n",
      "\n",
      "Epoch 0/200, 665/6287, 0:01:51.918292\n",
      "0,665,9.921741,2.992422,0.172819,5.918158,0.162619\n",
      "\n",
      "Epoch 0/200, 666/6287, 0:01:52.085311\n",
      "0,666,10.023111,2.852967,0.061266,5.534867,0.086548\n",
      "\n",
      "Epoch 0/200, 667/6287, 0:01:52.253493\n",
      "0,667,6.736726,1.992682,0.497381,4.138848,0.460508\n",
      "\n",
      "Epoch 0/200, 668/6287, 0:01:52.422356\n",
      "0,668,10.453356,2.824572,0.181333,6.610346,0.169893\n",
      "\n",
      "Epoch 0/200, 669/6287, 0:01:52.598304\n",
      "0,669,12.203074,3.271505,0.599909,7.025141,0.670837\n",
      "\n",
      "Epoch 0/200, 670/6287, 0:01:52.759861\n",
      "0,670,11.502014,3.414366,0.249760,6.792995,0.285395\n",
      "\n",
      "Epoch 0/200, 671/6287, 0:01:52.921296\n",
      "0,671,9.338066,2.484396,0.160136,5.429098,0.263901\n",
      "\n",
      "Epoch 0/200, 672/6287, 0:01:53.096713\n",
      "0,672,7.415958,2.568446,0.431607,4.240989,0.383847\n",
      "\n",
      "Epoch 0/200, 673/6287, 0:01:53.263303\n",
      "0,673,8.092686,2.454931,0.771727,5.334875,0.475790\n",
      "\n",
      "Epoch 0/200, 674/6287, 0:01:53.436301\n",
      "0,674,6.510842,2.074690,0.338638,4.138553,0.193022\n",
      "\n",
      "Epoch 0/200, 675/6287, 0:01:53.596926\n",
      "0,675,8.576380,2.541903,0.210587,5.345133,0.587518\n",
      "\n",
      "Epoch 0/200, 676/6287, 0:01:53.756336\n",
      "0,676,8.864416,2.493676,0.443395,5.477664,0.318746\n",
      "\n",
      "Epoch 0/200, 677/6287, 0:01:53.919762\n",
      "0,677,7.624586,2.168387,0.477526,4.912893,0.378644\n",
      "\n",
      "Epoch 0/200, 678/6287, 0:01:54.086932\n",
      "0,678,5.760507,1.831648,0.826416,3.669567,0.482569\n",
      "\n",
      "Epoch 0/200, 679/6287, 0:01:54.263082\n",
      "0,679,8.960339,2.592897,0.036033,5.525140,0.029344\n",
      "\n",
      "Epoch 0/200, 680/6287, 0:01:54.430262\n",
      "0,680,10.685977,2.598673,0.128699,6.339551,0.203342\n",
      "\n",
      "Epoch 0/200, 681/6287, 0:01:54.611162\n",
      "0,681,8.947420,2.350252,0.260700,5.031615,0.517318\n",
      "\n",
      "Epoch 0/200, 682/6287, 0:01:54.791032\n",
      "0,682,9.411308,2.373451,0.052051,5.215810,0.633070\n",
      "\n",
      "Epoch 0/200, 683/6287, 0:01:54.969053\n",
      "0,683,9.042117,2.831367,0.123804,5.106287,0.173487\n",
      "\n",
      "Epoch 0/200, 684/6287, 0:01:55.148745\n",
      "0,684,7.956971,2.313471,0.489678,5.085448,1.090848\n",
      "\n",
      "Epoch 0/200, 685/6287, 0:01:55.338001\n",
      "0,685,6.809354,1.942710,0.383076,4.234149,0.356556\n",
      "\n",
      "Epoch 0/200, 686/6287, 0:01:55.517402\n",
      "0,686,9.527118,2.868847,0.159044,6.025256,0.226898\n",
      "\n",
      "Epoch 0/200, 687/6287, 0:01:55.691893\n",
      "0,687,6.425220,1.842853,0.505916,4.427541,0.365098\n",
      "\n",
      "Epoch 0/200, 688/6287, 0:01:55.853802\n",
      "0,688,10.421707,3.310343,1.143278,6.640958,0.814956\n",
      "\n",
      "Epoch 0/200, 689/6287, 0:01:56.017188\n",
      "0,689,11.376380,3.503754,0.729827,7.423445,0.371880\n",
      "\n",
      "Epoch 0/200, 690/6287, 0:01:56.170815\n",
      "0,690,8.396367,2.328276,0.237624,5.013699,0.254591\n",
      "\n",
      "Epoch 0/200, 691/6287, 0:01:56.330015\n",
      "0,691,9.148912,2.601872,0.330814,5.498909,0.512039\n",
      "\n",
      "Epoch 0/200, 692/6287, 0:01:56.507099\n",
      "0,692,8.085016,2.132895,0.161512,4.569293,0.385825\n",
      "\n",
      "Epoch 0/200, 693/6287, 0:01:56.684371\n",
      "0,693,9.352345,2.540119,0.356594,4.982918,0.551102\n",
      "\n",
      "Epoch 0/200, 694/6287, 0:01:56.855423\n",
      "0,694,8.449645,2.254200,0.156769,4.595673,0.336144\n",
      "\n",
      "Epoch 0/200, 695/6287, 0:01:57.034104\n",
      "0,695,9.427328,2.835618,0.223053,5.698527,0.390325\n",
      "\n",
      "Epoch 0/200, 696/6287, 0:01:57.202168\n",
      "0,696,9.843651,2.962661,0.467792,6.578217,0.308183\n",
      "\n",
      "Epoch 0/200, 697/6287, 0:01:57.369797\n",
      "0,697,9.708328,2.697428,0.321402,6.280930,0.282535\n",
      "\n",
      "Epoch 0/200, 698/6287, 0:01:57.535631\n",
      "0,698,9.467836,2.933495,0.240037,6.373771,0.584729\n",
      "\n",
      "Epoch 0/200, 699/6287, 0:01:57.703099\n",
      "0,699,10.151115,2.878226,0.479599,5.975083,0.363518\n",
      "\n",
      "Epoch 0/200, 700/6287, 0:01:57.870306\n",
      "0,700,8.488011,2.563238,0.372024,5.079864,0.331951\n",
      "\n",
      "Epoch 0/200, 701/6287, 0:01:58.038886\n",
      "0,701,9.250932,2.865921,0.278461,5.597327,0.228101\n",
      "\n",
      "Epoch 0/200, 702/6287, 0:01:58.206222\n",
      "0,702,7.718654,2.364798,0.031171,4.476440,0.472213\n",
      "\n",
      "Epoch 0/200, 703/6287, 0:01:58.374606\n",
      "0,703,9.080387,2.679849,0.262635,5.325649,0.269251\n",
      "\n",
      "Epoch 0/200, 704/6287, 0:01:58.553010\n",
      "0,704,8.133251,2.494488,1.110330,4.701980,0.648884\n",
      "\n",
      "Epoch 0/200, 705/6287, 0:01:58.729671\n",
      "0,705,15.170240,4.585431,0.652370,9.426281,0.783207\n",
      "\n",
      "Epoch 0/200, 706/6287, 0:01:58.896230\n",
      "0,706,8.376930,2.463266,0.118434,5.149538,0.110926\n",
      "\n",
      "Epoch 0/200, 707/6287, 0:01:59.061092\n",
      "0,707,10.907829,2.765700,0.032099,7.431504,0.027013\n",
      "\n",
      "Epoch 0/200, 708/6287, 0:01:59.224348\n",
      "0,708,7.909720,2.255192,0.455086,4.461673,0.355382\n",
      "\n",
      "Epoch 0/200, 709/6287, 0:01:59.388642\n",
      "0,709,6.799021,1.799935,0.365025,3.820013,0.629878\n",
      "\n",
      "Epoch 0/200, 710/6287, 0:01:59.551044\n",
      "0,710,11.137297,3.439976,0.467059,7.185396,0.515089\n",
      "\n",
      "Epoch 0/200, 711/6287, 0:01:59.718139\n",
      "0,711,10.078016,2.863211,0.059918,5.746679,0.313711\n",
      "\n",
      "Epoch 0/200, 712/6287, 0:01:59.894763\n",
      "0,712,8.565100,2.605587,0.150244,5.190352,0.156984\n",
      "\n",
      "Epoch 0/200, 713/6287, 0:02:00.073763\n",
      "0,713,10.157023,3.141633,0.165361,6.266550,0.248805\n",
      "\n",
      "Epoch 0/200, 714/6287, 0:02:00.261323\n",
      "0,714,8.510794,2.186374,0.221977,4.917708,0.180924\n",
      "\n",
      "Epoch 0/200, 715/6287, 0:02:00.441449\n",
      "0,715,8.428256,2.258987,0.148912,5.070147,0.410023\n",
      "\n",
      "Epoch 0/200, 716/6287, 0:02:00.623958\n",
      "0,716,8.189644,2.241953,0.328657,4.678513,0.228887\n",
      "\n",
      "Epoch 0/200, 717/6287, 0:02:00.800780\n",
      "0,717,9.234692,2.771539,1.029751,5.473230,0.675618\n",
      "\n",
      "Epoch 0/200, 718/6287, 0:02:00.972945\n",
      "0,718,6.740137,1.824413,1.462147,4.128734,0.897957\n",
      "\n",
      "Epoch 0/200, 719/6287, 0:02:01.150615\n",
      "0,719,10.461660,3.105370,0.955594,6.683732,0.521164\n",
      "\n",
      "Epoch 0/200, 720/6287, 0:02:01.327231\n",
      "0,720,7.537312,1.980645,0.005157,4.312137,0.323963\n",
      "\n",
      "Epoch 0/200, 721/6287, 0:02:01.489319\n",
      "0,721,9.019382,2.805343,0.388372,5.563363,0.433152\n",
      "\n",
      "Epoch 0/200, 722/6287, 0:02:01.667826\n",
      "0,722,10.418748,3.137758,0.234480,6.417793,0.287481\n",
      "\n",
      "Epoch 0/200, 723/6287, 0:02:01.832436\n",
      "0,723,11.440587,3.071864,0.542719,6.871413,0.679104\n",
      "\n",
      "Epoch 0/200, 724/6287, 0:02:01.998347\n",
      "0,724,9.254040,2.880565,0.309819,5.565174,0.216194\n",
      "\n",
      "Epoch 0/200, 725/6287, 0:02:02.166316\n",
      "0,725,11.268002,3.033447,0.353157,6.751412,0.215909\n",
      "\n",
      "Epoch 0/200, 726/6287, 0:02:02.339029\n",
      "0,726,8.394012,2.396864,0.255010,4.866197,0.207057\n",
      "\n",
      "Epoch 0/200, 727/6287, 0:02:02.498478\n",
      "0,727,8.032951,2.413370,0.740376,5.230155,0.582017\n",
      "\n",
      "Epoch 0/200, 728/6287, 0:02:02.672170\n",
      "0,728,7.197204,2.196763,0.439653,4.319438,0.419303\n",
      "\n",
      "Epoch 0/200, 729/6287, 0:02:02.838970\n",
      "0,729,8.052227,2.010699,0.095021,4.727820,0.081748\n",
      "\n",
      "Epoch 0/200, 730/6287, 0:02:03.019118\n",
      "0,730,7.282845,2.239643,0.501878,4.338366,0.342381\n",
      "\n",
      "Epoch 0/200, 731/6287, 0:02:03.189930\n",
      "0,731,10.998888,2.964621,0.422060,7.386181,0.226794\n",
      "\n",
      "Epoch 0/200, 732/6287, 0:02:03.376101\n",
      "0,732,7.297971,2.068454,0.138563,4.455100,0.261265\n",
      "\n",
      "Epoch 0/200, 733/6287, 0:02:03.550795\n",
      "0,733,8.882128,2.495430,0.382877,5.509837,0.332273\n",
      "\n",
      "Epoch 0/200, 734/6287, 0:02:03.733271\n",
      "0,734,8.549908,2.470938,0.091578,5.071590,0.550115\n",
      "\n",
      "Epoch 0/200, 735/6287, 0:02:03.908733\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,735,7.571079,2.018868,0.070411,4.277401,0.214140\n",
      "\n",
      "Epoch 0/200, 736/6287, 0:02:04.076420\n",
      "0,736,9.049367,2.630862,0.023447,5.385411,0.060129\n",
      "\n",
      "Epoch 0/200, 737/6287, 0:02:04.250687\n",
      "0,737,7.197069,2.072610,0.404968,4.478174,0.247912\n",
      "\n",
      "Epoch 0/200, 738/6287, 0:02:04.417815\n",
      "0,738,7.506443,2.123692,0.376156,4.546252,0.262736\n",
      "\n",
      "Epoch 0/200, 739/6287, 0:02:04.582261\n",
      "0,739,7.072181,1.990215,0.843769,4.157216,0.709177\n",
      "\n",
      "Epoch 0/200, 740/6287, 0:02:04.745829\n",
      "0,740,7.671198,2.099303,0.331046,4.511819,0.448965\n",
      "\n",
      "Epoch 0/200, 741/6287, 0:02:04.925365\n",
      "0,741,8.073108,2.341305,0.184992,4.934006,0.113541\n",
      "\n",
      "Epoch 0/200, 742/6287, 0:02:05.100846\n",
      "0,742,10.307552,3.066884,0.060266,7.001380,0.134758\n",
      "\n",
      "Epoch 0/200, 743/6287, 0:02:05.278539\n",
      "0,743,11.656559,3.422648,0.101307,7.343967,0.076467\n",
      "\n",
      "Epoch 0/200, 744/6287, 0:02:05.456552\n",
      "0,744,7.480734,2.339144,0.365046,4.596919,0.307247\n",
      "\n",
      "Epoch 0/200, 745/6287, 0:02:05.625396\n",
      "0,745,7.677072,2.144424,0.016591,4.708482,0.081287\n",
      "\n",
      "Epoch 0/200, 746/6287, 0:02:05.806727\n",
      "0,746,7.608326,2.169049,0.136136,4.620311,0.207825\n",
      "\n",
      "Epoch 0/200, 747/6287, 0:02:05.981495\n",
      "0,747,6.791135,1.788476,0.651366,4.473364,0.414284\n",
      "\n",
      "Epoch 0/200, 748/6287, 0:02:06.151957\n",
      "0,748,6.329802,1.876707,0.305017,4.036691,0.277590\n",
      "\n",
      "Epoch 0/200, 749/6287, 0:02:06.341545\n",
      "0,749,7.686184,2.133777,0.265258,4.336434,0.180996\n",
      "\n",
      "Epoch 0/200, 750/6287, 0:02:06.517695\n",
      "0,750,5.909016,1.501799,0.272059,3.571835,0.311278\n",
      "\n",
      "Epoch 0/200, 751/6287, 0:02:06.692790\n",
      "0,751,8.723655,2.617499,0.388232,4.960383,0.219832\n",
      "\n",
      "Epoch 0/200, 752/6287, 0:02:06.866178\n",
      "0,752,10.377985,3.080124,0.163457,6.486199,0.273011\n",
      "\n",
      "Epoch 0/200, 753/6287, 0:02:07.046182\n",
      "0,753,8.182442,2.383993,0.140759,4.825463,0.396280\n",
      "\n",
      "Epoch 0/200, 754/6287, 0:02:07.222508\n",
      "0,754,8.385206,2.722784,0.312377,5.027390,0.197524\n",
      "\n",
      "Epoch 0/200, 755/6287, 0:02:07.395019\n",
      "0,755,7.314174,2.113154,0.161990,4.441355,0.110444\n",
      "\n",
      "Epoch 0/200, 756/6287, 0:02:07.570750\n",
      "0,756,11.599549,3.356477,0.068004,7.488637,0.386168\n",
      "\n",
      "Epoch 0/200, 757/6287, 0:02:07.741417\n",
      "0,757,6.077981,1.903560,0.557894,4.014154,0.357437\n",
      "\n",
      "Epoch 0/200, 758/6287, 0:02:07.905546\n",
      "0,758,7.502382,2.261698,0.819502,4.735993,0.418596\n",
      "\n",
      "Epoch 0/200, 759/6287, 0:02:08.070466\n",
      "0,759,9.122929,2.884502,0.359183,5.859317,0.259076\n",
      "\n",
      "Epoch 0/200, 760/6287, 0:02:08.237396\n",
      "0,760,10.096993,2.698319,0.554690,6.948578,0.355496\n",
      "\n",
      "Epoch 0/200, 761/6287, 0:02:08.413676\n",
      "0,761,6.354323,2.073582,0.586776,3.988933,0.488949\n",
      "\n",
      "Epoch 0/200, 762/6287, 0:02:08.578085\n",
      "0,762,14.573341,4.057730,0.027471,9.191698,0.085042\n",
      "\n",
      "Epoch 0/200, 763/6287, 0:02:08.747872\n",
      "0,763,9.199279,2.266745,0.107187,5.042674,0.196647\n",
      "\n",
      "Epoch 0/200, 764/6287, 0:02:08.925054\n",
      "0,764,9.785665,2.164752,0.604783,4.687204,0.739365\n",
      "\n",
      "Epoch 0/200, 765/6287, 0:02:09.090575\n",
      "0,765,10.308562,2.714431,0.188722,5.438084,0.247904\n",
      "\n",
      "Epoch 0/200, 766/6287, 0:02:09.256207\n",
      "0,766,10.780163,2.854681,0.490395,5.999479,0.499700\n",
      "\n",
      "Epoch 0/200, 767/6287, 0:02:09.421761\n",
      "0,767,12.994428,3.860776,0.102449,7.798262,0.242267\n",
      "\n",
      "Epoch 0/200, 768/6287, 0:02:09.589715\n",
      "0,768,10.150547,3.096028,0.046475,5.967740,0.191618\n",
      "\n",
      "Epoch 0/200, 769/6287, 0:02:09.767106\n",
      "0,769,9.854752,3.021965,0.103483,5.661309,0.143194\n",
      "\n",
      "Epoch 0/200, 770/6287, 0:02:09.941390\n",
      "0,770,7.040469,2.114126,0.589483,4.666583,0.362304\n",
      "\n",
      "Epoch 0/200, 771/6287, 0:02:10.108446\n",
      "0,771,8.784940,2.691069,0.169886,5.503456,0.088101\n",
      "\n",
      "Epoch 0/200, 772/6287, 0:02:10.272265\n",
      "0,772,11.163116,2.681530,0.371605,7.452518,0.237760\n",
      "\n",
      "Epoch 0/200, 773/6287, 0:02:10.439864\n",
      "0,773,13.241301,4.205116,0.257980,8.374376,0.221059\n",
      "\n",
      "Epoch 0/200, 774/6287, 0:02:10.616801\n",
      "0,774,11.438257,2.803665,0.132493,7.293715,0.354221\n",
      "\n",
      "Epoch 0/200, 775/6287, 0:02:10.787105\n",
      "0,775,7.359266,2.223033,0.220439,4.048688,0.255823\n",
      "\n",
      "Epoch 0/200, 776/6287, 0:02:10.967996\n",
      "0,776,8.509751,2.297616,0.023242,4.686691,0.409694\n",
      "\n",
      "Epoch 0/200, 777/6287, 0:02:11.146367\n",
      "0,777,13.161169,3.835901,0.092056,7.533667,0.572825\n",
      "\n",
      "Epoch 0/200, 778/6287, 0:02:11.339739\n",
      "0,778,6.808424,1.834612,0.646146,3.965341,0.450398\n",
      "\n",
      "Epoch 0/200, 779/6287, 0:02:11.515544\n",
      "0,779,6.091685,1.869033,0.107016,3.541248,0.185919\n",
      "\n",
      "Epoch 0/200, 780/6287, 0:02:11.682883\n",
      "0,780,11.217804,3.458734,0.012137,7.097685,0.157590\n",
      "\n",
      "Epoch 0/200, 781/6287, 0:02:11.859092\n",
      "0,781,5.641079,1.534808,0.418301,3.393900,0.444886\n",
      "\n",
      "Epoch 0/200, 782/6287, 0:02:12.038557\n",
      "0,782,10.485052,3.473732,0.863760,6.759296,0.534030\n",
      "\n",
      "Epoch 0/200, 783/6287, 0:02:12.205550\n",
      "0,783,8.625526,2.437290,0.872096,5.684309,0.501747\n",
      "\n",
      "Epoch 0/200, 784/6287, 0:02:12.385280\n",
      "0,784,9.193050,2.759474,0.401200,6.040178,0.276767\n",
      "\n",
      "Epoch 0/200, 785/6287, 0:02:12.560250\n",
      "0,785,5.618167,1.627159,0.274469,3.512962,0.198210\n",
      "\n",
      "Epoch 0/200, 786/6287, 0:02:12.728888\n",
      "0,786,7.113373,1.958135,0.039414,4.264531,0.549099\n",
      "\n",
      "Epoch 0/200, 787/6287, 0:02:12.904308\n",
      "0,787,8.199462,2.148052,0.511055,4.829187,0.598399\n",
      "\n",
      "Epoch 0/200, 788/6287, 0:02:13.071976\n",
      "0,788,9.274837,2.304211,0.320784,6.013911,0.333077\n",
      "\n",
      "Epoch 0/200, 789/6287, 0:02:13.236886\n",
      "0,789,7.861967,2.464892,0.166209,4.745953,0.117827\n",
      "\n",
      "Epoch 0/200, 790/6287, 0:02:13.403369\n",
      "0,790,8.008411,2.270225,0.529966,4.962167,0.508002\n",
      "\n",
      "Epoch 0/200, 791/6287, 0:02:13.583004\n",
      "0,791,9.757832,2.991472,0.131889,5.823553,0.073575\n",
      "\n",
      "Epoch 0/200, 792/6287, 0:02:13.760905\n",
      "0,792,9.696783,2.614344,0.938097,6.561800,0.480616\n",
      "\n",
      "Epoch 0/200, 793/6287, 0:02:13.936345\n",
      "0,793,11.529507,3.661952,0.744732,7.537759,0.528458\n",
      "\n",
      "Epoch 0/200, 794/6287, 0:02:14.101827\n",
      "0,794,8.089458,2.477173,0.262660,5.102801,0.361138\n",
      "\n",
      "Epoch 0/200, 795/6287, 0:02:14.267540\n",
      "0,795,9.626019,2.476377,0.210622,6.439602,0.205776\n",
      "\n",
      "Epoch 0/200, 796/6287, 0:02:14.430333\n",
      "0,796,8.319189,2.398280,0.006830,4.596801,0.283777\n",
      "\n",
      "Epoch 0/200, 797/6287, 0:02:14.590719\n",
      "0,797,12.287531,3.304228,0.589620,8.239931,0.469244\n",
      "\n",
      "Epoch 0/200, 798/6287, 0:02:14.754532\n",
      "0,798,8.516577,2.528400,0.288161,5.156435,0.486372\n",
      "\n",
      "Epoch 0/200, 799/6287, 0:02:14.920051\n",
      "0,799,8.285001,2.184600,0.009007,4.445548,0.199642\n",
      "\n",
      "Epoch 0/200, 800/6287, 0:02:15.089096\n",
      "0,800,12.055187,3.199375,0.177059,7.767910,0.284018\n",
      "\n",
      "Epoch 0/200, 801/6287, 0:02:15.278835\n",
      "0,801,10.203356,3.191952,0.684053,6.666215,0.411479\n",
      "\n",
      "Epoch 0/200, 802/6287, 0:02:15.459358\n",
      "0,802,7.455521,2.120403,1.025957,4.573937,0.613622\n",
      "\n",
      "Epoch 0/200, 803/6287, 0:02:15.639018\n",
      "0,803,10.311380,2.633069,0.223837,6.342583,0.149605\n",
      "\n",
      "Epoch 0/200, 804/6287, 0:02:15.813282\n",
      "0,804,16.995382,4.549943,0.125426,11.321116,0.136694\n",
      "\n",
      "Epoch 0/200, 805/6287, 0:02:15.989391\n",
      "0,805,10.252390,2.829041,0.273641,6.672834,0.444628\n",
      "\n",
      "Epoch 0/200, 806/6287, 0:02:16.155425\n",
      "0,806,8.169792,2.270092,0.242178,4.521669,0.145790\n",
      "\n",
      "Epoch 0/200, 807/6287, 0:02:16.321923\n",
      "0,807,15.004441,4.326257,0.145872,9.300529,0.138608\n",
      "\n",
      "Epoch 0/200, 808/6287, 0:02:16.487013\n",
      "0,808,12.933562,3.975921,0.104996,7.623924,0.175368\n",
      "\n",
      "Epoch 0/200, 809/6287, 0:02:16.651847\n",
      "0,809,9.650377,2.640956,0.107192,5.531437,0.203829\n",
      "\n",
      "Epoch 0/200, 810/6287, 0:02:16.814560\n",
      "0,810,7.456787,2.237226,0.030129,4.152833,0.202481\n",
      "\n",
      "Epoch 0/200, 811/6287, 0:02:16.985961\n",
      "0,811,8.556262,2.040467,0.206080,5.338502,0.218673\n",
      "\n",
      "Epoch 0/200, 812/6287, 0:02:17.162054\n",
      "0,812,9.148660,2.677871,0.404635,5.935616,0.390040\n",
      "\n",
      "Epoch 0/200, 813/6287, 0:02:17.331447\n",
      "0,813,6.896397,1.815924,0.338751,3.829991,0.232431\n",
      "\n",
      "Epoch 0/200, 814/6287, 0:02:17.509932\n",
      "0,814,8.125041,2.825319,0.313725,4.783032,0.192754\n",
      "\n",
      "Epoch 0/200, 815/6287, 0:02:17.679122\n",
      "0,815,6.696803,1.998245,0.212564,4.351273,0.153618\n",
      "\n",
      "Epoch 0/200, 816/6287, 0:02:17.856750\n",
      "0,816,8.954318,2.671979,0.355490,5.601930,0.296381\n",
      "\n",
      "Epoch 0/200, 817/6287, 0:02:18.035436\n",
      "0,817,13.953617,4.516500,0.812624,8.848204,0.451331\n",
      "\n",
      "Epoch 0/200, 818/6287, 0:02:18.203018\n",
      "0,818,9.641489,3.309397,0.224334,5.696486,0.201304\n",
      "\n",
      "Epoch 0/200, 819/6287, 0:02:18.395058\n",
      "0,819,7.619438,2.304386,0.306279,4.321381,0.538216\n",
      "\n",
      "Epoch 0/200, 820/6287, 0:02:18.570390\n",
      "0,820,8.068002,1.856329,0.145111,4.982167,0.353693\n",
      "\n",
      "Epoch 0/200, 821/6287, 0:02:18.742386\n",
      "0,821,8.912528,2.503167,0.028604,5.066773,0.124778\n",
      "\n",
      "Epoch 0/200, 822/6287, 0:02:18.919418\n",
      "0,822,8.697378,2.381662,0.277520,5.066408,0.143314\n",
      "\n",
      "Epoch 0/200, 823/6287, 0:02:19.095494\n",
      "0,823,5.969972,1.346912,0.044977,3.099583,0.167261\n",
      "\n",
      "Epoch 0/200, 824/6287, 0:02:19.260746\n",
      "0,824,7.526245,2.208818,0.990749,4.906939,0.605045\n",
      "\n",
      "Epoch 0/200, 825/6287, 0:02:19.428184\n",
      "0,825,8.938045,2.690549,0.801369,5.769620,0.491216\n",
      "\n",
      "Epoch 0/200, 826/6287, 0:02:19.594400\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,826,9.550053,2.808316,0.222934,6.084272,0.147447\n",
      "\n",
      "Epoch 0/200, 827/6287, 0:02:19.772924\n",
      "0,827,8.977789,2.842521,0.909819,6.001509,0.466803\n",
      "\n",
      "Epoch 0/200, 828/6287, 0:02:19.949132\n",
      "0,828,9.709817,2.979566,0.047193,6.259932,0.412847\n",
      "\n",
      "Epoch 0/200, 829/6287, 0:02:20.127512\n",
      "0,829,11.084667,3.768831,0.158646,7.137228,0.323841\n",
      "\n",
      "Epoch 0/200, 830/6287, 0:02:20.294716\n",
      "0,830,8.490089,2.389117,0.414817,5.808581,0.280598\n",
      "\n",
      "Epoch 0/200, 831/6287, 0:02:20.462155\n",
      "0,831,11.617254,3.588458,0.018979,7.617740,0.029502\n",
      "\n",
      "Epoch 0/200, 832/6287, 0:02:20.627529\n",
      "0,832,6.545860,1.815012,0.291644,4.160586,0.208518\n",
      "\n",
      "Epoch 0/200, 833/6287, 0:02:20.806053\n",
      "0,833,10.242567,3.155886,0.465831,6.894491,0.247647\n",
      "\n",
      "Epoch 0/200, 834/6287, 0:02:21.000420\n",
      "0,834,11.138992,2.859804,0.669599,8.021920,0.457000\n",
      "\n",
      "Epoch 0/200, 835/6287, 0:02:21.177047\n",
      "0,835,8.504568,2.462719,0.397208,5.426723,0.323505\n",
      "\n",
      "Epoch 0/200, 836/6287, 0:02:21.346426\n",
      "0,836,9.515094,2.817358,0.254575,6.028225,0.330306\n",
      "\n",
      "Epoch 0/200, 837/6287, 0:02:21.524445\n",
      "0,837,9.878132,2.670197,0.125623,5.279993,0.250023\n",
      "\n",
      "Epoch 0/200, 838/6287, 0:02:21.702471\n",
      "0,838,9.678124,2.480436,0.063598,5.029887,0.129350\n",
      "\n",
      "Epoch 0/200, 839/6287, 0:02:21.878988\n",
      "0,839,11.737276,3.307074,0.240088,7.242376,0.159833\n",
      "\n",
      "Epoch 0/200, 840/6287, 0:02:22.061629\n",
      "0,840,8.731955,2.383097,0.310908,5.591629,0.317105\n",
      "\n",
      "Epoch 0/200, 841/6287, 0:02:22.238972\n",
      "0,841,11.985386,3.973170,0.579445,7.544653,0.308773\n",
      "\n",
      "Epoch 0/200, 842/6287, 0:02:22.409465\n",
      "0,842,7.712416,2.187039,0.330335,4.836153,0.234629\n",
      "\n",
      "Epoch 0/200, 843/6287, 0:02:22.585300\n",
      "0,843,6.456932,1.547050,0.513134,3.387779,0.523024\n",
      "\n",
      "Epoch 0/200, 844/6287, 0:02:22.751940\n",
      "0,844,9.512020,2.910894,0.454699,5.711110,0.453754\n",
      "\n",
      "Epoch 0/200, 845/6287, 0:02:22.921807\n",
      "0,845,7.325795,2.164670,0.189598,4.196123,0.327844\n",
      "\n",
      "Epoch 0/200, 846/6287, 0:02:23.100605\n",
      "0,846,7.883132,2.044493,0.211659,4.450625,0.279739\n",
      "\n",
      "Epoch 0/200, 847/6287, 0:02:23.287986\n",
      "0,847,8.238647,2.103618,0.162675,4.196250,0.597311\n",
      "\n",
      "Epoch 0/200, 848/6287, 0:02:23.466541\n",
      "0,848,9.000998,2.854308,0.304507,5.334345,0.275817\n",
      "\n",
      "Epoch 0/200, 849/6287, 0:02:23.646324\n",
      "0,849,7.434586,2.114955,0.609066,4.660404,0.492384\n",
      "\n",
      "Epoch 0/200, 850/6287, 0:02:23.823775\n",
      "0,850,12.939118,4.117932,0.460918,8.197303,0.284862\n",
      "\n",
      "Epoch 0/200, 851/6287, 0:02:24.002517\n",
      "0,851,9.747552,3.319679,0.196593,5.771818,0.286406\n",
      "\n",
      "Epoch 0/200, 852/6287, 0:02:24.181483\n",
      "0,852,10.249683,3.193031,0.244107,6.611822,0.242175\n",
      "\n",
      "Epoch 0/200, 853/6287, 0:02:24.356803\n",
      "0,853,10.461676,3.207626,0.130724,6.506987,0.458183\n",
      "\n",
      "Epoch 0/200, 854/6287, 0:02:24.533602\n",
      "0,854,10.274374,3.227178,0.345399,6.196935,0.230185\n",
      "\n",
      "Epoch 0/200, 855/6287, 0:02:24.712150\n",
      "0,855,7.435764,2.458829,0.526946,4.167526,0.420083\n",
      "\n",
      "Epoch 0/200, 856/6287, 0:02:24.888769\n",
      "0,856,10.574867,3.432320,0.237777,6.617954,0.276829\n",
      "\n",
      "Epoch 0/200, 857/6287, 0:02:25.065569\n",
      "0,857,11.558277,3.479928,0.273062,7.130659,0.224719\n",
      "\n",
      "Epoch 0/200, 858/6287, 0:02:25.232530\n",
      "0,858,12.880209,3.388856,0.016457,8.203022,0.230389\n",
      "\n",
      "Epoch 0/200, 859/6287, 0:02:25.407246\n",
      "0,859,8.316145,2.188911,0.930041,4.519723,0.875675\n",
      "\n",
      "Epoch 0/200, 860/6287, 0:02:25.573532\n",
      "0,860,8.313041,2.676893,0.366292,4.978829,0.521050\n",
      "\n",
      "Epoch 0/200, 861/6287, 0:02:25.737063\n",
      "0,861,7.430049,1.863301,0.099631,4.020264,0.166153\n",
      "\n",
      "Epoch 0/200, 862/6287, 0:02:25.899645\n",
      "0,862,8.124266,2.740911,0.933830,5.172466,0.731828\n",
      "\n",
      "Epoch 0/200, 863/6287, 0:02:26.065271\n",
      "0,863,10.113531,3.232512,0.904240,6.500065,0.515041\n",
      "\n",
      "Epoch 0/200, 864/6287, 0:02:26.229448\n",
      "0,864,6.443030,2.085310,0.628466,4.147285,0.317511\n",
      "\n",
      "Epoch 0/200, 865/6287, 0:02:26.395844\n",
      "0,865,8.494583,2.810461,0.802338,5.352530,0.414302\n",
      "\n",
      "Epoch 0/200, 866/6287, 0:02:26.563419\n",
      "0,866,7.974494,2.264126,0.373695,4.880531,0.299357\n",
      "\n",
      "Epoch 0/200, 867/6287, 0:02:26.732277\n",
      "0,867,8.538719,2.471355,0.180865,5.012121,0.135789\n",
      "\n",
      "Epoch 0/200, 868/6287, 0:02:26.921225\n",
      "0,868,10.717476,3.118739,0.056216,6.203560,0.289008\n",
      "\n",
      "Epoch 0/200, 869/6287, 0:02:27.101178\n",
      "0,869,8.786398,2.389824,0.253955,4.937458,0.308281\n",
      "\n",
      "Epoch 0/200, 870/6287, 0:02:27.277957\n",
      "0,870,7.919186,2.178461,0.252366,4.815557,0.298525\n",
      "\n",
      "Epoch 0/200, 871/6287, 0:02:27.448296\n",
      "0,871,6.166277,1.540317,0.161103,3.553329,0.218476\n",
      "\n",
      "Epoch 0/200, 872/6287, 0:02:27.624686\n",
      "0,872,7.859404,2.326877,0.187767,4.570096,0.296782\n",
      "\n",
      "Epoch 0/200, 873/6287, 0:02:27.793781\n",
      "0,873,6.920337,2.022978,0.619611,4.544559,0.402553\n",
      "\n",
      "Epoch 0/200, 874/6287, 0:02:27.960149\n",
      "0,874,7.401959,2.072713,0.051427,4.462467,0.229425\n",
      "\n",
      "Epoch 0/200, 875/6287, 0:02:28.127086\n",
      "0,875,7.093544,1.948937,0.423411,4.477708,0.287936\n",
      "\n",
      "Epoch 0/200, 876/6287, 0:02:28.306326\n",
      "0,876,10.147819,3.192366,0.579911,6.710747,0.503504\n",
      "\n",
      "Epoch 0/200, 877/6287, 0:02:28.471088\n",
      "0,877,15.334865,4.877733,0.637364,10.173189,0.323179\n",
      "\n",
      "Epoch 0/200, 878/6287, 0:02:28.637135\n",
      "0,878,8.636599,2.747238,0.348270,4.862048,0.411234\n",
      "\n",
      "Epoch 0/200, 879/6287, 0:02:28.804907\n",
      "0,879,12.232044,3.726860,0.183480,7.338790,0.092591\n",
      "\n",
      "Epoch 0/200, 880/6287, 0:02:28.983534\n",
      "0,880,12.238690,3.685959,0.037783,7.820487,0.142501\n",
      "\n",
      "Epoch 0/200, 881/6287, 0:02:29.148665\n",
      "0,881,8.026628,2.307899,0.172742,4.943559,0.142558\n",
      "\n",
      "Epoch 0/200, 882/6287, 0:02:29.315012\n",
      "0,882,7.850340,2.282788,0.053684,4.497211,0.326581\n",
      "\n",
      "Epoch 0/200, 883/6287, 0:02:29.477457\n",
      "0,883,10.071125,2.882281,0.265965,6.327098,0.220759\n",
      "\n",
      "Epoch 0/200, 884/6287, 0:02:29.640354\n",
      "0,884,7.095668,2.049040,0.234549,4.078111,0.236890\n",
      "\n",
      "Epoch 0/200, 885/6287, 0:02:29.811538\n",
      "0,885,11.147451,3.398569,0.049712,6.475243,0.109734\n",
      "\n",
      "Epoch 0/200, 886/6287, 0:02:29.978961\n",
      "0,886,10.643071,3.167639,0.354630,6.668918,0.233009\n",
      "\n",
      "Epoch 0/200, 887/6287, 0:02:30.151467\n",
      "0,887,10.023143,2.661628,0.014592,6.251490,0.147674\n",
      "\n",
      "Epoch 0/200, 888/6287, 0:02:30.325904\n",
      "0,888,8.801088,2.567962,0.114189,5.113106,0.115451\n",
      "\n",
      "Epoch 0/200, 889/6287, 0:02:30.487549\n",
      "0,889,7.483565,2.092380,0.481526,4.487698,0.261523\n",
      "\n",
      "Epoch 0/200, 890/6287, 0:02:30.651219\n",
      "0,890,6.408462,1.985454,0.182932,3.518477,0.551644\n",
      "\n",
      "Epoch 0/200, 891/6287, 0:02:30.812240\n",
      "0,891,8.167218,2.328445,0.015211,5.231182,0.030463\n",
      "\n",
      "Epoch 0/200, 892/6287, 0:02:30.971996\n",
      "0,892,8.651148,2.637836,0.770493,5.723949,0.424709\n",
      "\n",
      "Epoch 0/200, 893/6287, 0:02:31.148269\n",
      "0,893,7.677250,2.203466,0.362728,4.811104,0.196670\n",
      "\n",
      "Epoch 0/200, 894/6287, 0:02:31.312686\n",
      "0,894,9.765162,2.452302,0.081399,6.349420,0.127200\n",
      "\n",
      "Epoch 0/200, 895/6287, 0:02:31.479006\n",
      "0,895,13.589476,4.494737,0.223234,8.440158,0.177237\n",
      "\n",
      "Epoch 0/200, 896/6287, 0:02:31.646150\n",
      "0,896,9.319081,2.732417,0.215749,5.589692,0.433517\n",
      "\n",
      "Epoch 0/200, 897/6287, 0:02:31.808397\n",
      "0,897,12.878310,3.788338,0.117607,8.287680,0.325560\n",
      "\n",
      "Epoch 0/200, 898/6287, 0:02:31.973036\n",
      "0,898,8.492237,2.051085,0.183916,5.822092,0.258007\n",
      "\n",
      "Epoch 0/200, 899/6287, 0:02:32.138323\n",
      "0,899,8.909430,2.574938,0.194637,5.491724,0.162051\n",
      "\n",
      "Epoch 0/200, 900/6287, 0:02:32.331797\n",
      "0,900,9.163882,3.126333,1.268955,5.736669,0.775758\n",
      "\n",
      "Epoch 0/200, 901/6287, 0:02:32.513620\n",
      "0,901,9.175093,2.869001,0.270747,5.603846,0.222525\n",
      "\n",
      "Epoch 0/200, 902/6287, 0:02:32.689484\n",
      "0,902,6.742896,2.007896,0.208226,4.143037,0.301898\n",
      "\n",
      "Epoch 0/200, 903/6287, 0:02:32.842937\n",
      "0,903,6.399609,1.662171,0.056988,3.529665,0.262199\n",
      "\n",
      "Epoch 0/200, 904/6287, 0:02:33.003852\n",
      "0,904,6.841863,1.749368,0.069770,4.023797,0.202826\n",
      "\n",
      "Epoch 0/200, 905/6287, 0:02:33.174221\n",
      "0,905,6.367468,1.750872,0.248863,3.439318,0.260245\n",
      "\n",
      "Epoch 0/200, 906/6287, 0:02:33.335352\n",
      "0,906,6.867726,2.232011,0.856761,4.396488,0.639092\n",
      "\n",
      "Epoch 0/200, 907/6287, 0:02:33.504708\n",
      "0,907,6.121969,1.638525,0.254262,3.608999,0.247089\n",
      "\n",
      "Epoch 0/200, 908/6287, 0:02:33.680388\n",
      "0,908,8.559448,2.407457,0.019194,4.818019,0.055301\n",
      "\n",
      "Epoch 0/200, 909/6287, 0:02:33.843216\n",
      "0,909,7.506380,2.312158,0.199783,4.447132,0.181288\n",
      "\n",
      "Epoch 0/200, 910/6287, 0:02:34.011128\n",
      "0,910,7.135043,1.802888,0.097061,3.917386,0.078755\n",
      "\n",
      "Epoch 0/200, 911/6287, 0:02:34.190874\n",
      "0,911,9.071159,2.234665,0.390905,5.074430,0.228717\n",
      "\n",
      "Epoch 0/200, 912/6287, 0:02:34.370416\n",
      "0,912,9.293094,2.796451,0.103929,5.572559,0.146418\n",
      "\n",
      "Epoch 0/200, 913/6287, 0:02:34.537387\n",
      "0,913,7.266792,1.924191,0.093329,4.067374,0.071823\n",
      "\n",
      "Epoch 0/200, 914/6287, 0:02:34.714133\n",
      "0,914,6.334948,1.747878,0.144891,3.735615,0.232330\n",
      "\n",
      "Epoch 0/200, 915/6287, 0:02:34.880745\n",
      "0,915,8.564617,2.447549,0.064758,4.943708,0.257331\n",
      "\n",
      "Epoch 0/200, 916/6287, 0:02:35.068831\n",
      "0,916,6.849249,2.392636,0.011113,4.051090,0.110912\n",
      "\n",
      "Epoch 0/200, 917/6287, 0:02:35.247639\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,917,5.855329,1.813421,0.969637,3.822800,0.510189\n",
      "\n",
      "Epoch 0/200, 918/6287, 0:02:35.427045\n",
      "0,918,9.093952,2.841126,0.370453,6.053445,0.207645\n",
      "\n",
      "Epoch 0/200, 919/6287, 0:02:35.603821\n",
      "0,919,7.271617,2.081354,0.120107,4.505356,0.124658\n",
      "\n",
      "Epoch 0/200, 920/6287, 0:02:35.776997\n",
      "0,920,8.023769,2.747312,0.328005,5.065055,0.285011\n",
      "\n",
      "Epoch 0/200, 921/6287, 0:02:35.953132\n",
      "0,921,8.412359,2.599326,0.134230,4.980985,0.221030\n",
      "\n",
      "Epoch 0/200, 922/6287, 0:02:36.121400\n",
      "0,922,7.386271,2.284913,0.344159,4.407696,0.516838\n",
      "\n",
      "Epoch 0/200, 923/6287, 0:02:36.285129\n",
      "0,923,8.669550,2.440578,0.055631,5.372234,0.433762\n",
      "\n",
      "Epoch 0/200, 924/6287, 0:02:36.450875\n",
      "0,924,5.867460,1.610679,0.211107,3.875792,0.401406\n",
      "\n",
      "Epoch 0/200, 925/6287, 0:02:36.615770\n",
      "0,925,6.942653,2.336327,0.226731,4.232318,0.141439\n",
      "\n",
      "Epoch 0/200, 926/6287, 0:02:36.780663\n",
      "0,926,6.440874,1.805182,0.431096,4.057762,0.406257\n",
      "\n",
      "Epoch 0/200, 927/6287, 0:02:36.943179\n",
      "0,927,12.071293,3.749860,0.007722,7.299467,0.048983\n",
      "\n",
      "Epoch 0/200, 928/6287, 0:02:37.112372\n",
      "0,928,6.034787,1.654603,0.081374,3.373165,0.069376\n",
      "\n",
      "Epoch 0/200, 929/6287, 0:02:37.290566\n",
      "0,929,8.764215,2.634092,0.029240,5.370885,0.155519\n",
      "\n",
      "Epoch 0/200, 930/6287, 0:02:37.459260\n",
      "0,930,7.515448,2.183325,0.383471,4.676977,0.280585\n",
      "\n",
      "Epoch 0/200, 931/6287, 0:02:37.636562\n",
      "0,931,11.448507,3.622243,0.181428,7.047394,0.144894\n",
      "\n",
      "Epoch 0/200, 932/6287, 0:02:37.809854\n",
      "0,932,10.232168,3.120259,0.124707,5.966977,0.257528\n",
      "\n",
      "Epoch 0/200, 933/6287, 0:02:37.988183\n",
      "0,933,7.620523,2.036578,0.456326,4.962009,0.391259\n",
      "\n",
      "Epoch 0/200, 934/6287, 0:02:38.165903\n",
      "0,934,5.513659,1.551997,0.374091,3.315881,0.439198\n",
      "\n",
      "Epoch 0/200, 935/6287, 0:02:38.335296\n",
      "0,935,7.629353,2.181720,0.246234,4.532533,0.424971\n",
      "\n",
      "Epoch 0/200, 936/6287, 0:02:38.514433\n",
      "0,936,8.935291,2.770515,0.529011,5.561093,0.299762\n",
      "\n",
      "Epoch 0/200, 937/6287, 0:02:38.679231\n",
      "0,937,6.657857,1.868190,0.079689,4.085190,0.160665\n",
      "\n",
      "Epoch 0/200, 938/6287, 0:02:38.849033\n",
      "0,938,7.819936,2.073055,0.123624,5.283219,0.275030\n",
      "\n",
      "Epoch 0/200, 939/6287, 0:02:39.037668\n",
      "0,939,5.866628,1.728730,0.705715,3.647357,0.405599\n",
      "\n",
      "Epoch 0/200, 940/6287, 0:02:39.214947\n",
      "0,940,8.623471,2.657364,0.531279,5.433958,0.303878\n",
      "\n",
      "Epoch 0/200, 941/6287, 0:02:39.396968\n",
      "0,941,7.345655,2.313137,0.720194,4.733312,0.396258\n",
      "\n",
      "Epoch 0/200, 942/6287, 0:02:39.571230\n",
      "0,942,8.842120,2.426162,0.433270,5.571560,0.244517\n",
      "\n",
      "Epoch 0/200, 943/6287, 0:02:39.740515\n",
      "0,943,8.226730,2.295166,0.177046,5.393083,0.099271\n",
      "\n",
      "Epoch 0/200, 944/6287, 0:02:39.917305\n",
      "0,944,7.834338,2.317451,0.396740,4.825744,0.307143\n",
      "\n",
      "Epoch 0/200, 945/6287, 0:02:40.083776\n",
      "0,945,9.581175,2.660773,0.130547,5.546552,0.292329\n",
      "\n",
      "Epoch 0/200, 946/6287, 0:02:40.261050\n",
      "0,946,9.433809,2.302229,0.025562,5.360742,0.329766\n",
      "\n",
      "Epoch 0/200, 947/6287, 0:02:40.427747\n",
      "0,947,8.711720,2.220900,0.027875,5.057778,0.104505\n",
      "\n",
      "Epoch 0/200, 948/6287, 0:02:40.595794\n",
      "0,948,7.663707,2.081290,0.103946,4.517293,0.260054\n",
      "\n",
      "Epoch 0/200, 949/6287, 0:02:40.773173\n",
      "0,949,8.139201,2.316369,0.301076,5.003404,0.594968\n",
      "\n",
      "Epoch 0/200, 950/6287, 0:02:40.938690\n",
      "0,950,6.857265,1.982690,0.090036,4.039370,0.219838\n",
      "\n",
      "Epoch 0/200, 951/6287, 0:02:41.110134\n",
      "0,951,7.390769,2.265307,0.547242,4.955701,0.359025\n",
      "\n",
      "Epoch 0/200, 952/6287, 0:02:41.275405\n",
      "0,952,7.523114,2.234979,0.319458,4.894082,0.161114\n",
      "\n",
      "Epoch 0/200, 953/6287, 0:02:41.454158\n",
      "0,953,8.016803,2.393441,0.394364,4.728625,0.280058\n",
      "\n",
      "Epoch 0/200, 954/6287, 0:02:41.630030\n",
      "0,954,7.198354,2.273065,0.113753,4.704349,0.090520\n",
      "\n",
      "Epoch 0/200, 955/6287, 0:02:41.797084\n",
      "0,955,7.182362,2.176783,0.218431,4.788421,0.130315\n",
      "\n",
      "Epoch 0/200, 956/6287, 0:02:41.965187\n",
      "0,956,7.360551,1.895913,0.024944,4.221973,0.034904\n",
      "\n",
      "Epoch 0/200, 957/6287, 0:02:42.142301\n",
      "0,957,7.557806,2.169289,0.676114,5.098269,0.550676\n",
      "\n",
      "Epoch 0/200, 958/6287, 0:02:42.317826\n",
      "0,958,10.396290,3.779892,0.411154,5.998719,0.292960\n",
      "\n",
      "Epoch 0/200, 959/6287, 0:02:42.486318\n",
      "0,959,13.597545,3.149324,0.034631,9.216393,0.044828\n",
      "\n",
      "Epoch 0/200, 960/6287, 0:02:42.651949\n",
      "0,960,12.024315,2.961329,0.169447,7.079115,0.359999\n",
      "\n",
      "Epoch 0/200, 961/6287, 0:02:42.824420\n",
      "0,961,8.764805,2.102012,0.050303,4.958317,0.217892\n",
      "\n",
      "Epoch 0/200, 962/6287, 0:02:42.999711\n",
      "0,962,9.248964,2.502320,0.158452,5.188255,0.693592\n",
      "\n",
      "Epoch 0/200, 963/6287, 0:02:43.165606\n",
      "0,963,14.579029,4.192232,0.014294,8.991285,0.114756\n",
      "\n",
      "Epoch 0/200, 964/6287, 0:02:43.333123\n",
      "0,964,7.120282,2.260599,0.517553,4.687628,0.328648\n",
      "\n",
      "Epoch 0/200, 965/6287, 0:02:43.523990\n",
      "0,965,9.777794,2.507874,1.041961,6.561857,0.741660\n",
      "\n",
      "Epoch 0/200, 966/6287, 0:02:43.701678\n",
      "0,966,6.592018,2.148341,2.604772,4.020082,1.696246\n",
      "\n",
      "Epoch 0/200, 967/6287, 0:02:43.878933\n",
      "0,967,10.127508,3.174536,1.450799,6.879263,0.794616\n",
      "\n",
      "Epoch 0/200, 968/6287, 0:02:44.054139\n",
      "0,968,10.438120,3.012399,1.002703,6.741531,0.574848\n",
      "\n",
      "Epoch 0/200, 969/6287, 0:02:44.221258\n",
      "0,969,10.024620,2.345824,0.304761,5.348469,0.267289\n",
      "\n",
      "Epoch 0/200, 970/6287, 0:02:44.385666\n",
      "0,970,9.687016,2.888379,0.194721,5.463706,0.251474\n",
      "\n",
      "Epoch 0/200, 971/6287, 0:02:44.552806\n",
      "0,971,7.310113,1.890953,0.026139,3.806555,0.106464\n",
      "\n",
      "Epoch 0/200, 972/6287, 0:02:44.720511\n",
      "0,972,9.209991,2.560111,0.238851,5.385724,0.533293\n",
      "\n",
      "Epoch 0/200, 973/6287, 0:02:44.890043\n",
      "0,973,9.783599,2.847233,0.272951,6.028672,0.454157\n",
      "\n",
      "Epoch 0/200, 974/6287, 0:02:45.071969\n",
      "0,974,7.298159,1.767970,0.000866,4.163454,0.283726\n",
      "\n",
      "Epoch 0/200, 975/6287, 0:02:45.250548\n",
      "0,975,10.035873,2.794540,0.243273,5.768268,0.158116\n",
      "\n",
      "Epoch 0/200, 976/6287, 0:02:45.430256\n",
      "0,976,7.068031,1.975617,0.621664,4.441719,0.321954\n",
      "\n",
      "Epoch 0/200, 977/6287, 0:02:45.602407\n",
      "0,977,10.697630,3.055287,0.223175,6.510105,0.123526\n",
      "\n",
      "Epoch 0/200, 978/6287, 0:02:45.766314\n",
      "0,978,11.540930,3.384745,0.322158,7.229481,0.205013\n",
      "\n",
      "Epoch 0/200, 979/6287, 0:02:45.932725\n",
      "0,979,8.938850,2.608429,0.299402,5.564697,0.502506\n",
      "\n",
      "Epoch 0/200, 980/6287, 0:02:46.097959\n",
      "0,980,9.441653,2.858836,0.301807,5.768242,0.204651\n",
      "\n",
      "Epoch 0/200, 981/6287, 0:02:46.267754\n",
      "0,981,8.869627,2.672316,0.191759,5.747880,0.276539\n",
      "\n",
      "Epoch 0/200, 982/6287, 0:02:46.434228\n",
      "0,982,11.914129,3.791656,0.449158,7.589759,0.272219\n",
      "\n",
      "Epoch 0/200, 983/6287, 0:02:46.610832\n",
      "0,983,11.996384,3.388755,0.275484,7.815579,0.159351\n",
      "\n",
      "Epoch 0/200, 984/6287, 0:02:46.775266\n",
      "0,984,8.325575,2.211789,0.049834,4.893064,0.152989\n",
      "\n",
      "Epoch 0/200, 985/6287, 0:02:46.944680\n",
      "0,985,12.598228,3.778408,0.187559,8.246148,0.658349\n",
      "\n",
      "Epoch 0/200, 986/6287, 0:02:47.118761\n",
      "0,986,9.623699,2.663949,0.311724,5.662590,0.385754\n",
      "\n",
      "Epoch 0/200, 987/6287, 0:02:47.286015\n",
      "0,987,7.440687,2.067018,0.155791,4.471190,0.218405\n",
      "\n",
      "Epoch 0/200, 988/6287, 0:02:47.474718\n",
      "0,988,5.949345,1.765167,1.014650,4.009409,0.673011\n",
      "\n",
      "Epoch 0/200, 989/6287, 0:02:47.653872\n",
      "0,989,8.619588,2.570096,0.235659,5.476790,0.593797\n",
      "\n",
      "Epoch 0/200, 990/6287, 0:02:47.834907\n",
      "0,990,6.498269,1.858775,0.039905,4.092927,0.133605\n",
      "\n",
      "Epoch 0/200, 991/6287, 0:02:48.013210\n",
      "0,991,11.103910,3.017359,0.373760,6.948563,0.198107\n",
      "\n",
      "Epoch 0/200, 992/6287, 0:02:48.188350\n",
      "0,992,7.731726,2.242558,0.809537,4.992821,0.657683\n",
      "\n",
      "Epoch 0/200, 993/6287, 0:02:48.352874\n",
      "0,993,14.959907,4.547055,1.004759,9.767622,1.113324\n",
      "\n",
      "Epoch 0/200, 994/6287, 0:02:48.521911\n",
      "0,994,8.730946,2.228931,0.201090,5.282148,0.273465\n",
      "\n",
      "Epoch 0/200, 995/6287, 0:02:48.701524\n",
      "0,995,6.108176,1.736510,0.209858,3.428111,0.287169\n",
      "\n",
      "Epoch 0/200, 996/6287, 0:02:48.880459\n",
      "0,996,8.633131,2.218484,0.098780,4.872918,0.450647\n",
      "\n",
      "Epoch 0/200, 997/6287, 0:02:49.044763\n",
      "0,997,8.560413,2.508796,0.002754,4.939998,0.411648\n",
      "\n",
      "Epoch 0/200, 998/6287, 0:02:49.212170\n",
      "0,998,9.007908,2.577415,0.197303,5.273040,0.661276\n",
      "\n",
      "Epoch 0/200, 999/6287, 0:02:49.375333\n",
      "0,999,8.355900,2.522698,0.522548,5.505329,0.575040\n",
      "\n",
      "Epoch 0/200, 1000/6287, 0:02:49.539714\n",
      "0,1000,6.716536,2.046327,0.743843,4.490155,0.525804\n",
      "\n",
      "Epoch 0/200, 1001/6287, 0:02:49.717043\n",
      "0,1001,7.343019,1.846389,0.411924,4.637001,0.410353\n",
      "\n",
      "Epoch 0/200, 1002/6287, 0:02:49.880999\n",
      "0,1002,9.108589,3.033772,0.977226,5.839968,0.506157\n",
      "\n",
      "Epoch 0/200, 1003/6287, 0:02:50.049368\n",
      "0,1003,10.475657,3.045487,0.150408,6.379529,0.247799\n",
      "\n",
      "Epoch 0/200, 1004/6287, 0:02:50.215348\n",
      "0,1004,9.179832,2.741624,0.623129,5.805339,1.012812\n",
      "\n",
      "Epoch 0/200, 1005/6287, 0:02:50.381648\n",
      "0,1005,7.773692,2.107269,0.645826,4.942470,0.425733\n",
      "\n",
      "Epoch 0/200, 1006/6287, 0:02:50.558888\n",
      "0,1006,7.358551,2.089953,0.675869,4.746621,0.587858\n",
      "\n",
      "Epoch 0/200, 1007/6287, 0:02:50.723284\n",
      "0,1007,7.162970,2.046290,0.553950,4.247600,0.277503\n",
      "\n",
      "Epoch 0/200, 1008/6287, 0:02:50.892624\n",
      "0,1008,8.621435,2.514288,0.546698,5.231976,0.470381\n",
      "\n",
      "Epoch 0/200, 1009/6287, 0:02:51.059411\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,1009,7.312660,1.751313,0.381069,4.214637,0.684102\n",
      "\n",
      "Epoch 0/200, 1010/6287, 0:02:51.225269\n",
      "0,1010,11.839127,2.958605,0.098370,6.528202,0.193910\n",
      "\n",
      "Epoch 0/200, 1011/6287, 0:02:51.388603\n",
      "0,1011,8.629586,2.346797,0.061383,4.693365,0.272224\n",
      "\n",
      "Epoch 0/200, 1012/6287, 0:02:51.554829\n",
      "0,1012,11.236137,3.056050,0.513044,6.322949,0.519049\n",
      "\n",
      "Epoch 0/200, 1013/6287, 0:02:51.720204\n",
      "0,1013,7.060006,1.913954,0.034580,3.719941,0.073962\n",
      "\n",
      "Epoch 0/200, 1014/6287, 0:02:51.906757\n",
      "0,1014,10.218371,2.934937,0.113048,6.063721,0.067367\n",
      "\n",
      "Epoch 0/200, 1015/6287, 0:02:52.082210\n",
      "0,1015,10.305613,2.867476,0.163951,6.159470,0.096459\n",
      "\n",
      "Epoch 0/200, 1016/6287, 0:02:52.260138\n",
      "0,1016,11.831972,3.757784,0.126778,7.127510,0.073547\n",
      "\n",
      "Epoch 0/200, 1017/6287, 0:02:52.440297\n",
      "0,1017,7.738073,2.242448,0.629961,4.380540,0.467662\n",
      "\n",
      "Epoch 0/200, 1018/6287, 0:02:52.619153\n",
      "0,1018,9.087189,2.334105,0.450627,5.320671,0.248886\n",
      "\n",
      "Epoch 0/200, 1019/6287, 0:02:52.796191\n",
      "0,1019,10.952480,3.516309,0.358213,6.844467,0.287429\n",
      "\n",
      "Epoch 0/200, 1020/6287, 0:02:52.974369\n",
      "0,1020,13.674752,4.193492,0.050650,8.238787,0.092430\n",
      "\n",
      "Epoch 0/200, 1021/6287, 0:02:53.151657\n",
      "0,1021,10.083501,2.093290,0.012495,6.934247,0.008970\n",
      "\n",
      "Epoch 0/200, 1022/6287, 0:02:53.332191\n",
      "0,1022,7.434551,1.777620,0.021360,4.905099,0.129817\n",
      "\n",
      "Epoch 0/200, 1023/6287, 0:02:53.510133\n",
      "0,1023,7.409142,2.124133,0.413155,4.547667,0.343257\n",
      "\n",
      "Epoch 0/200, 1024/6287, 0:02:53.688958\n",
      "0,1024,7.535169,2.085893,0.362868,4.708044,0.188804\n",
      "\n",
      "Epoch 0/200, 1025/6287, 0:02:53.866932\n",
      "0,1025,7.949627,2.335174,0.232429,5.143027,0.575407\n",
      "\n",
      "Epoch 0/200, 1026/6287, 0:02:54.046889\n",
      "0,1026,8.411015,2.546798,0.104452,4.755818,0.388485\n",
      "\n",
      "Epoch 0/200, 1027/6287, 0:02:54.214182\n",
      "0,1027,7.886274,2.223080,0.379087,4.802659,0.464828\n",
      "\n",
      "Epoch 0/200, 1028/6287, 0:02:54.385959\n",
      "0,1028,7.651966,1.791372,0.415412,4.382849,0.236778\n",
      "\n",
      "Epoch 0/200, 1029/6287, 0:02:54.573189\n",
      "0,1029,7.604896,2.795208,0.421742,4.219172,0.791016\n",
      "\n",
      "Epoch 0/200, 1030/6287, 0:02:54.745099\n",
      "0,1030,9.442350,2.252018,0.595147,4.758948,0.479759\n",
      "\n",
      "Epoch 0/200, 1031/6287, 0:02:54.913028\n",
      "0,1031,8.448696,2.203131,1.099636,5.433111,1.162476\n",
      "\n",
      "Epoch 0/200, 1032/6287, 0:02:55.089851\n",
      "0,1032,7.870563,2.634346,0.084605,5.165078,0.149094\n",
      "\n",
      "Epoch 0/200, 1033/6287, 0:02:55.260423\n",
      "0,1033,8.312908,2.519184,0.340276,5.102615,0.236251\n",
      "\n",
      "Epoch 0/200, 1034/6287, 0:02:55.426776\n",
      "0,1034,7.778545,2.486369,1.126868,5.229273,0.750795\n",
      "\n",
      "Epoch 0/200, 1035/6287, 0:02:55.602869\n",
      "0,1035,7.214423,2.445480,0.956720,4.492699,0.582107\n",
      "\n",
      "Epoch 0/200, 1036/6287, 0:02:55.769731\n",
      "0,1036,6.891747,1.910093,0.055293,3.908150,0.220519\n",
      "\n",
      "Epoch 0/200, 1037/6287, 0:02:55.937626\n",
      "0,1037,14.550638,4.145777,0.018917,8.584686,0.248936\n",
      "\n",
      "Epoch 0/200, 1038/6287, 0:02:56.103041\n",
      "0,1038,9.577257,2.533145,0.366363,5.213838,0.999508\n",
      "\n",
      "Epoch 0/200, 1039/6287, 0:02:56.282016\n",
      "0,1039,6.220664,1.545739,0.607948,3.749942,0.730291\n",
      "\n",
      "Epoch 0/200, 1040/6287, 0:02:56.456292\n",
      "0,1040,14.391947,4.727484,1.060238,9.489978,0.639317\n",
      "\n",
      "Epoch 0/200, 1041/6287, 0:02:56.622208\n",
      "0,1041,8.792238,2.803768,0.352826,5.342151,0.210537\n",
      "\n",
      "Epoch 0/200, 1042/6287, 0:02:56.787495\n",
      "0,1042,12.955566,3.292439,0.127402,8.541686,0.129774\n",
      "\n",
      "Epoch 0/200, 1043/6287, 0:02:56.951805\n",
      "0,1043,7.759390,1.897658,0.223341,4.599284,0.133961\n",
      "\n",
      "Epoch 0/200, 1044/6287, 0:02:57.116446\n",
      "0,1044,7.084957,2.106642,0.717409,4.616004,0.393213\n",
      "\n",
      "Epoch 0/200, 1045/6287, 0:02:57.284964\n",
      "0,1045,8.238934,2.104567,0.219613,4.931410,0.317752\n",
      "\n",
      "Epoch 0/200, 1046/6287, 0:02:57.459533\n",
      "0,1046,9.716388,3.056111,0.280190,5.889772,0.155166\n",
      "\n",
      "Epoch 0/200, 1047/6287, 0:02:57.628437\n",
      "0,1047,13.401608,3.427852,0.167380,8.703627,0.233942\n",
      "\n",
      "Epoch 0/200, 1048/6287, 0:02:57.810108\n",
      "0,1048,8.221046,1.798685,0.142284,4.285086,0.202737\n",
      "\n",
      "Epoch 0/200, 1049/6287, 0:02:57.988041\n",
      "0,1049,10.162447,2.578693,0.270174,5.375245,0.348634\n",
      "\n",
      "Epoch 0/200, 1050/6287, 0:02:58.154721\n",
      "0,1050,13.518360,3.650907,0.007440,8.719643,0.195364\n",
      "\n",
      "Epoch 0/200, 1051/6287, 0:02:58.331834\n",
      "0,1051,9.680062,2.777121,0.164198,5.939040,0.339880\n",
      "\n",
      "Epoch 0/200, 1052/6287, 0:02:58.500857\n",
      "0,1052,8.969746,2.356606,0.092615,5.395490,0.178826\n",
      "\n",
      "Epoch 0/200, 1053/6287, 0:02:58.693024\n",
      "0,1053,7.007210,2.132911,0.694520,4.100954,0.398057\n",
      "\n",
      "Epoch 0/200, 1054/6287, 0:02:58.868979\n",
      "0,1054,12.471544,3.840089,0.193105,8.216103,0.499930\n",
      "\n",
      "Epoch 0/200, 1055/6287, 0:02:59.049815\n",
      "0,1055,8.634402,2.617453,0.377476,5.494463,0.311192\n",
      "\n",
      "Epoch 0/200, 1056/6287, 0:02:59.224574\n",
      "0,1056,12.977802,4.192133,0.344298,8.281183,0.461516\n",
      "\n",
      "Epoch 0/200, 1057/6287, 0:02:59.383237\n",
      "0,1057,9.910666,2.859457,0.460300,6.507925,0.255807\n",
      "\n",
      "Epoch 0/200, 1058/6287, 0:02:59.528124\n",
      "0,1058,7.738288,2.329270,0.394557,4.665038,0.389804\n",
      "\n",
      "Epoch 0/200, 1059/6287, 0:02:59.713095\n",
      "0,1059,7.300997,1.912622,0.738984,4.523191,0.400433\n",
      "\n",
      "Epoch 0/200, 1060/6287, 0:02:59.890126\n",
      "0,1060,6.871285,2.041519,0.133000,4.175154,0.229363\n",
      "\n",
      "Epoch 0/200, 1061/6287, 0:03:00.065104\n",
      "0,1061,10.597105,3.044887,0.291001,6.202897,0.382428\n",
      "\n",
      "Epoch 0/200, 1062/6287, 0:03:00.219739\n",
      "0,1062,7.394447,2.157334,0.443625,4.179116,0.508309\n",
      "\n",
      "Epoch 0/200, 1063/6287, 0:03:00.380268\n",
      "0,1063,9.067844,2.486925,0.091238,5.462521,0.196148\n",
      "\n",
      "Epoch 0/200, 1064/6287, 0:03:00.555983\n",
      "0,1064,16.066109,5.112316,0.102815,9.758298,0.325320\n",
      "\n",
      "Epoch 0/200, 1065/6287, 0:03:00.750683\n",
      "0,1065,7.040240,1.886943,0.681337,4.114896,0.402388\n",
      "\n",
      "Epoch 0/200, 1066/6287, 0:03:00.927337\n",
      "0,1066,8.689663,2.671712,0.078342,5.156602,0.078881\n",
      "\n",
      "Epoch 0/200, 1067/6287, 0:03:01.094636\n",
      "0,1067,7.448260,2.539118,0.150366,4.458055,0.507884\n",
      "\n",
      "Epoch 0/200, 1068/6287, 0:03:01.261849\n",
      "0,1068,8.215290,2.337198,0.102701,4.835144,0.538043\n",
      "\n",
      "Epoch 0/200, 1069/6287, 0:03:01.425053\n",
      "0,1069,8.731153,2.424140,0.211758,5.133307,0.718893\n",
      "\n",
      "Epoch 0/200, 1070/6287, 0:03:01.593756\n",
      "0,1070,5.736395,1.549023,0.019701,3.387002,0.196481\n",
      "\n",
      "Epoch 0/200, 1071/6287, 0:03:01.769572\n",
      "0,1071,9.233983,3.191105,1.863177,5.927946,0.954516\n",
      "\n",
      "Epoch 0/200, 1072/6287, 0:03:01.933835\n",
      "0,1072,8.127650,2.572752,1.178674,5.412936,0.627060\n",
      "\n",
      "Epoch 0/200, 1073/6287, 0:03:02.098389\n",
      "0,1073,8.924252,2.681734,0.119623,5.269103,0.065661\n",
      "\n",
      "Epoch 0/200, 1074/6287, 0:03:02.266794\n",
      "0,1074,6.715405,2.159219,0.415489,4.364691,0.394013\n",
      "\n",
      "Epoch 0/200, 1075/6287, 0:03:02.445663\n",
      "0,1075,8.945213,2.927143,0.646405,5.643746,0.403537\n",
      "\n",
      "Epoch 0/200, 1076/6287, 0:03:02.623657\n",
      "0,1076,7.880238,1.807053,0.009225,4.054792,0.212310\n",
      "\n",
      "Epoch 0/200, 1077/6287, 0:03:02.796841\n",
      "0,1077,7.585205,2.091699,0.419386,4.880618,0.710882\n",
      "\n",
      "Epoch 0/200, 1078/6287, 0:03:02.973487\n",
      "0,1078,13.227034,3.541026,0.472420,8.545372,0.746340\n",
      "\n",
      "Epoch 0/200, 1079/6287, 0:03:03.150521\n",
      "0,1079,10.235382,2.832178,0.031262,5.932076,0.360301\n",
      "\n",
      "Epoch 0/200, 1080/6287, 0:03:03.318548\n",
      "0,1080,10.137734,3.155935,0.032819,6.261238,0.388921\n",
      "\n",
      "Epoch 0/200, 1081/6287, 0:03:03.486392\n",
      "0,1081,8.734049,2.857183,0.904932,5.601646,0.498489\n",
      "\n",
      "Epoch 0/200, 1082/6287, 0:03:03.645183\n",
      "0,1082,10.297440,3.274023,0.929166,6.956973,0.482788\n",
      "\n",
      "Epoch 0/200, 1083/6287, 0:03:03.822373\n",
      "0,1083,5.512529,1.793572,0.580665,3.319272,0.327318\n",
      "\n",
      "Epoch 0/200, 1084/6287, 0:03:03.988618\n",
      "0,1084,8.107908,2.333883,0.792080,5.459599,0.416682\n",
      "\n",
      "Epoch 0/200, 1085/6287, 0:03:04.155727\n",
      "0,1085,6.407712,1.849090,0.415509,3.964852,0.387040\n",
      "\n",
      "Epoch 0/200, 1086/6287, 0:03:04.320749\n",
      "0,1086,7.034894,2.163896,0.624495,4.484797,0.506180\n",
      "\n",
      "Epoch 0/200, 1087/6287, 0:03:04.495969\n",
      "0,1087,5.806290,1.667043,0.861957,3.628211,0.919381\n",
      "\n",
      "Epoch 0/200, 1088/6287, 0:03:04.663026\n",
      "0,1088,9.335402,2.737044,0.050508,5.452992,0.290397\n",
      "\n",
      "Epoch 0/200, 1089/6287, 0:03:04.831212\n",
      "0,1089,8.872034,2.073092,0.056398,5.226874,0.189743\n",
      "\n",
      "Epoch 0/200, 1090/6287, 0:03:04.999305\n",
      "0,1090,10.304147,2.829862,0.053163,5.415632,0.170687\n",
      "\n",
      "Epoch 0/200, 1091/6287, 0:03:05.165184\n",
      "0,1091,10.568810,2.954223,0.193348,6.196038,0.349551\n",
      "\n",
      "Epoch 0/200, 1092/6287, 0:03:05.331253\n",
      "0,1092,10.043647,2.742579,0.132192,6.026654,0.133727\n",
      "\n",
      "Epoch 0/200, 1093/6287, 0:03:05.499712\n",
      "0,1093,10.254788,3.002717,0.267117,6.613261,0.394601\n",
      "\n",
      "Epoch 0/200, 1094/6287, 0:03:05.688888\n",
      "0,1094,7.236615,2.070130,0.341797,4.425603,0.188784\n",
      "\n",
      "Epoch 0/200, 1095/6287, 0:03:05.863219\n",
      "0,1095,8.117533,1.985805,0.126744,5.033748,0.094452\n",
      "\n",
      "Epoch 0/200, 1096/6287, 0:03:06.030889\n",
      "0,1096,8.657470,2.243449,0.786164,4.671392,0.547181\n",
      "\n",
      "Epoch 0/200, 1097/6287, 0:03:06.199133\n",
      "0,1097,6.470872,1.764680,0.212518,4.027962,0.204309\n",
      "\n",
      "Epoch 0/200, 1098/6287, 0:03:06.380132\n",
      "0,1098,8.544909,2.200549,0.044301,4.877557,0.154697\n",
      "\n",
      "Epoch 0/200, 1099/6287, 0:03:06.557251\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,1099,7.058445,1.956318,0.702310,4.563490,0.451383\n",
      "\n",
      "Epoch 0/200, 1100/6287, 0:03:06.724029\n",
      "0,1100,9.528866,2.888490,0.540322,6.032192,0.465455\n",
      "\n",
      "Epoch 0/200, 1101/6287, 0:03:06.888869\n",
      "0,1101,10.839025,3.191186,0.026585,6.897421,0.557936\n",
      "\n",
      "Epoch 0/200, 1102/6287, 0:03:07.053554\n",
      "0,1102,7.604683,2.181327,1.362530,3.703110,1.293935\n",
      "\n",
      "Epoch 0/200, 1103/6287, 0:03:07.217587\n",
      "0,1103,8.883862,2.024169,0.170476,4.235788,0.386015\n",
      "\n",
      "Epoch 0/200, 1104/6287, 0:03:07.379428\n",
      "0,1104,7.431105,2.212927,0.762167,4.626445,0.825416\n",
      "\n",
      "Epoch 0/200, 1105/6287, 0:03:07.543083\n",
      "0,1105,10.942527,3.181037,0.332456,7.049617,0.394760\n",
      "\n",
      "Epoch 0/200, 1106/6287, 0:03:07.721025\n",
      "0,1106,7.976491,2.511605,0.733841,5.049422,0.423486\n",
      "\n",
      "Epoch 0/200, 1107/6287, 0:03:07.899642\n",
      "0,1107,9.487041,2.794207,1.098868,6.218816,0.683123\n",
      "\n",
      "Epoch 0/200, 1108/6287, 0:03:08.076799\n",
      "0,1108,9.042524,2.485300,0.219463,6.323167,0.161982\n",
      "\n",
      "Epoch 0/200, 1109/6287, 0:03:08.243832\n",
      "0,1109,17.101677,5.217751,0.982949,11.060718,0.705733\n",
      "\n",
      "Epoch 0/200, 1110/6287, 0:03:08.409902\n",
      "0,1110,8.840693,2.239795,0.109457,5.425145,0.108054\n",
      "\n",
      "Epoch 0/200, 1111/6287, 0:03:08.575170\n",
      "0,1111,9.068444,2.189888,0.005830,4.957775,0.080397\n",
      "\n",
      "Epoch 0/200, 1112/6287, 0:03:08.742299\n",
      "0,1112,8.421643,2.041785,0.001658,4.474144,0.314312\n",
      "\n",
      "Epoch 0/200, 1113/6287, 0:03:08.920748\n",
      "0,1113,12.622330,3.730584,0.389179,7.384270,0.436077\n",
      "\n",
      "Epoch 0/200, 1114/6287, 0:03:09.099307\n",
      "0,1114,8.952801,2.637234,0.267905,5.495817,0.678634\n",
      "\n",
      "Epoch 0/200, 1115/6287, 0:03:09.290151\n",
      "0,1115,7.711149,1.959933,0.059387,4.768193,0.714728\n",
      "\n",
      "Epoch 0/200, 1116/6287, 0:03:09.469065\n",
      "0,1116,6.561402,1.961049,0.475483,4.304847,0.248363\n",
      "\n",
      "Epoch 0/200, 1117/6287, 0:03:09.633343\n",
      "0,1117,7.160573,2.223380,0.423578,4.895425,0.374097\n",
      "\n",
      "Epoch 0/200, 1118/6287, 0:03:09.804245\n",
      "0,1118,9.806057,3.172790,1.943082,6.587106,1.055701\n",
      "\n",
      "Epoch 0/200, 1119/6287, 0:03:09.981993\n",
      "0,1119,8.271613,2.580972,0.454619,5.379442,0.382145\n",
      "\n",
      "Epoch 0/200, 1120/6287, 0:03:10.145375\n",
      "0,1120,11.459448,3.806501,0.686229,7.497458,0.485973\n",
      "\n",
      "Epoch 0/200, 1121/6287, 0:03:10.311030\n",
      "0,1121,6.299940,1.829950,0.122630,4.035127,0.104338\n",
      "\n",
      "Epoch 0/200, 1122/6287, 0:03:10.476207\n",
      "0,1122,7.993488,2.270279,0.527880,4.827975,0.587737\n",
      "\n",
      "Epoch 0/200, 1123/6287, 0:03:10.644879\n",
      "0,1123,10.956956,3.318110,0.302364,6.772895,0.286424\n",
      "\n",
      "Epoch 0/200, 1124/6287, 0:03:10.824387\n",
      "0,1124,10.187172,2.899870,0.097254,6.554518,0.130583\n",
      "\n",
      "Epoch 0/200, 1125/6287, 0:03:10.993754\n",
      "0,1125,10.453594,2.757373,0.065895,5.968945,0.243884\n",
      "\n",
      "Epoch 0/200, 1126/6287, 0:03:11.159870\n",
      "0,1126,6.199149,1.603508,0.123803,3.517442,0.413530\n",
      "\n",
      "Epoch 0/200, 1127/6287, 0:03:11.330091\n",
      "0,1127,7.207070,1.670324,0.157866,4.215691,0.372901\n",
      "\n",
      "Epoch 0/200, 1128/6287, 0:03:11.505936\n",
      "0,1128,7.778828,2.306514,0.377386,5.004777,0.263765\n",
      "\n",
      "Epoch 0/200, 1129/6287, 0:03:11.670968\n",
      "0,1129,14.359530,4.344874,0.165852,8.855444,0.277105\n",
      "\n",
      "Epoch 0/200, 1130/6287, 0:03:11.834663\n",
      "0,1130,6.687041,1.999773,0.469073,4.313237,0.376326\n",
      "\n",
      "Epoch 0/200, 1131/6287, 0:03:11.999150\n",
      "0,1131,10.540705,3.102638,0.419420,6.231603,0.218468\n",
      "\n",
      "Epoch 0/200, 1132/6287, 0:03:12.163630\n",
      "0,1132,7.086552,2.080394,0.378300,4.468768,0.333162\n",
      "\n",
      "Epoch 0/200, 1133/6287, 0:03:12.327854\n",
      "0,1133,5.927977,1.492077,0.040388,3.289599,0.272368\n",
      "\n",
      "Epoch 0/200, 1134/6287, 0:03:12.492163\n",
      "0,1134,5.580016,1.372593,0.286670,3.401286,0.418000\n",
      "\n",
      "Epoch 0/200, 1135/6287, 0:03:12.661230\n",
      "0,1135,8.416458,2.815665,0.284340,5.250765,0.162026\n",
      "\n",
      "Epoch 0/200, 1136/6287, 0:03:12.835936\n",
      "0,1136,7.852850,2.181147,0.299570,4.770232,0.188964\n",
      "\n",
      "Epoch 0/200, 1137/6287, 0:03:13.000183\n",
      "0,1137,9.871668,2.879040,0.290754,6.066827,0.147329\n",
      "\n",
      "Epoch 0/200, 1138/6287, 0:03:13.164223\n",
      "0,1138,9.307125,2.541192,0.243774,5.609780,0.221286\n",
      "\n",
      "Epoch 0/200, 1139/6287, 0:03:13.329374\n",
      "0,1139,8.361063,2.189796,0.239322,4.872270,0.383716\n",
      "\n",
      "Epoch 0/200, 1140/6287, 0:03:13.500004\n",
      "0,1140,6.996850,1.725709,0.118504,4.150199,0.158993\n",
      "\n",
      "Epoch 0/200, 1141/6287, 0:03:13.676207\n",
      "0,1141,6.881709,2.201720,0.034254,3.956442,0.204361\n",
      "\n",
      "Epoch 0/200, 1142/6287, 0:03:13.844713\n",
      "0,1142,7.033062,1.871618,0.104961,4.396205,0.618395\n",
      "\n",
      "Epoch 0/200, 1143/6287, 0:03:14.010688\n",
      "0,1143,7.362791,2.170721,0.411889,4.873402,0.311249\n",
      "\n",
      "Epoch 0/200, 1144/6287, 0:03:14.184332\n",
      "0,1144,7.423613,2.156011,0.044961,4.235140,0.030839\n",
      "\n",
      "Epoch 0/200, 1145/6287, 0:03:14.363804\n",
      "0,1145,6.550549,1.957182,0.234788,3.910038,0.129290\n",
      "\n",
      "Epoch 0/200, 1146/6287, 0:03:14.527553\n",
      "0,1146,11.303979,3.625387,0.363829,7.428477,0.229092\n",
      "\n",
      "Epoch 0/200, 1147/6287, 0:03:14.695921\n",
      "0,1147,13.269282,4.215350,0.046274,8.625557,0.096656\n",
      "\n",
      "Epoch 0/200, 1148/6287, 0:03:14.878286\n",
      "0,1148,11.618858,3.692522,1.628771,7.014498,1.158419\n",
      "\n",
      "Epoch 0/200, 1149/6287, 0:03:15.048233\n",
      "0,1149,8.338166,2.661662,0.390231,4.627611,0.261169\n",
      "\n",
      "Epoch 0/200, 1150/6287, 0:03:15.221159\n",
      "0,1150,8.088444,2.447058,0.567944,5.408579,0.478439\n",
      "\n",
      "Epoch 0/200, 1151/6287, 0:03:15.401515\n",
      "0,1151,8.628104,2.077210,0.244364,4.580710,0.314825\n",
      "\n",
      "Epoch 0/200, 1152/6287, 0:03:15.577164\n",
      "0,1152,8.185474,2.150692,0.143371,4.936211,0.442040\n",
      "\n",
      "Epoch 0/200, 1153/6287, 0:03:15.743009\n",
      "0,1153,8.251088,2.457070,0.073497,4.791169,0.093633\n",
      "\n",
      "Epoch 0/200, 1154/6287, 0:03:15.911281\n",
      "0,1154,7.234256,2.231371,0.074796,4.244248,0.123894\n",
      "\n",
      "Epoch 0/200, 1155/6287, 0:03:16.087087\n",
      "0,1155,9.133121,2.802586,0.327149,5.981118,0.296527\n",
      "\n",
      "Epoch 0/200, 1156/6287, 0:03:16.254478\n",
      "0,1156,11.417481,3.541422,1.010111,7.753652,0.544535\n",
      "\n",
      "Epoch 0/200, 1157/6287, 0:03:16.432345\n",
      "0,1157,7.699983,2.435019,0.467437,4.811207,0.255471\n",
      "\n",
      "Epoch 0/200, 1158/6287, 0:03:16.607573\n",
      "0,1158,12.935213,4.021514,1.435643,8.471425,0.898378\n",
      "\n",
      "Epoch 0/200, 1159/6287, 0:03:16.784718\n",
      "0,1159,9.226583,2.627727,0.281951,5.592293,0.193065\n",
      "\n",
      "Epoch 0/200, 1160/6287, 0:03:16.951672\n",
      "0,1160,7.407356,1.962244,0.024203,4.230763,0.153671\n",
      "\n",
      "Epoch 0/200, 1161/6287, 0:03:17.118473\n",
      "0,1161,7.559266,1.861221,0.115829,4.383017,0.568354\n",
      "\n",
      "Epoch 0/200, 1162/6287, 0:03:17.281316\n",
      "0,1162,9.642174,2.443861,0.333885,5.437131,0.682973\n",
      "\n",
      "Epoch 0/200, 1163/6287, 0:03:17.450836\n",
      "0,1163,7.795012,1.810833,0.381177,3.529300,0.531451\n",
      "\n",
      "Epoch 0/200, 1164/6287, 0:03:17.633880\n",
      "0,1164,9.570569,2.941339,0.203577,5.754267,0.484476\n",
      "\n",
      "Epoch 0/200, 1165/6287, 0:03:17.809720\n",
      "0,1165,9.888037,2.581876,0.468046,6.541985,0.235881\n",
      "\n",
      "Epoch 0/200, 1166/6287, 0:03:17.974931\n",
      "0,1166,12.149300,4.161779,0.071858,7.825311,0.043327\n",
      "\n",
      "Epoch 0/200, 1167/6287, 0:03:18.138783\n",
      "0,1167,7.969802,2.407044,0.518871,5.341106,0.307024\n",
      "\n",
      "Epoch 0/200, 1168/6287, 0:03:18.292568\n",
      "0,1168,8.345448,2.543125,1.400164,5.358166,0.868094\n",
      "\n",
      "Epoch 0/200, 1169/6287, 0:03:18.449715\n",
      "0,1169,8.822556,2.833595,1.242400,5.373410,0.735606\n",
      "\n",
      "Epoch 0/200, 1170/6287, 0:03:18.626734\n",
      "0,1170,8.796923,2.243602,0.118865,5.825042,0.142184\n",
      "\n",
      "Epoch 0/200, 1171/6287, 0:03:18.797804\n",
      "0,1171,12.348972,3.836886,0.177569,7.868286,0.756700\n",
      "\n",
      "Epoch 0/200, 1172/6287, 0:03:18.988173\n",
      "0,1172,7.272686,1.736423,0.104611,4.037918,0.518986\n",
      "\n",
      "Epoch 0/200, 1173/6287, 0:03:19.168375\n",
      "0,1173,5.706424,1.509200,0.364148,3.294546,0.617163\n",
      "\n",
      "Epoch 0/200, 1174/6287, 0:03:19.345259\n",
      "0,1174,7.570514,2.561838,1.092456,4.658743,0.647620\n",
      "\n",
      "Epoch 0/200, 1175/6287, 0:03:19.526372\n",
      "0,1175,10.900065,3.221013,0.333321,7.044893,0.813734\n",
      "\n",
      "Epoch 0/200, 1176/6287, 0:03:19.706424\n",
      "0,1176,8.025155,2.595587,0.242475,4.957591,0.194239\n",
      "\n",
      "Epoch 0/200, 1177/6287, 0:03:19.882645\n",
      "0,1177,6.720027,2.137281,0.542386,4.075441,0.379530\n",
      "\n",
      "Epoch 0/200, 1178/6287, 0:03:20.056263\n",
      "0,1178,7.855350,2.350002,1.828837,4.574142,0.966760\n",
      "\n",
      "Epoch 0/200, 1179/6287, 0:03:20.234794\n",
      "0,1179,7.925593,2.126455,0.128618,4.982422,0.103699\n",
      "\n",
      "Epoch 0/200, 1180/6287, 0:03:20.411520\n",
      "0,1180,12.410135,3.663807,1.050794,7.310028,0.853365\n",
      "\n",
      "Epoch 0/200, 1181/6287, 0:03:20.584050\n",
      "0,1181,9.857727,3.090753,0.269034,5.913281,0.196613\n",
      "\n",
      "Epoch 0/200, 1182/6287, 0:03:20.752169\n",
      "0,1182,7.900205,1.927371,0.016573,4.894044,0.140100\n",
      "\n",
      "Epoch 0/200, 1183/6287, 0:03:20.942470\n",
      "0,1183,8.206739,2.290279,0.061340,4.727066,0.353590\n",
      "\n",
      "Epoch 0/200, 1184/6287, 0:03:21.121549\n",
      "0,1184,7.660850,1.818105,0.454006,4.356200,0.572895\n",
      "\n",
      "Epoch 0/200, 1185/6287, 0:03:21.302168\n",
      "0,1185,7.821341,2.230686,0.150194,4.283512,0.752378\n",
      "\n",
      "Epoch 0/200, 1186/6287, 0:03:21.479122\n",
      "0,1186,9.856516,2.903389,0.042028,5.849113,0.262531\n",
      "\n",
      "Epoch 0/200, 1187/6287, 0:03:21.652597\n",
      "0,1187,10.895170,3.243039,0.833375,7.362097,0.429652\n",
      "\n",
      "Epoch 0/200, 1188/6287, 0:03:21.831450\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,1188,9.688437,3.263996,0.826988,6.118475,0.419952\n",
      "\n",
      "Epoch 0/200, 1189/6287, 0:03:22.008763\n",
      "0,1189,7.605964,2.415403,0.356761,4.584070,0.214708\n",
      "\n",
      "Epoch 0/200, 1190/6287, 0:03:22.190070\n",
      "0,1190,13.894111,4.015962,0.397209,8.446321,0.383682\n",
      "\n",
      "Epoch 0/200, 1191/6287, 0:03:22.369913\n",
      "0,1191,8.760901,1.951717,0.358026,4.854317,0.683496\n",
      "\n",
      "Epoch 0/200, 1192/6287, 0:03:22.549943\n",
      "0,1192,10.125913,2.645959,0.463048,5.853528,0.483524\n",
      "\n",
      "Epoch 0/200, 1193/6287, 0:03:22.740730\n",
      "0,1193,8.639141,2.508749,0.190948,5.718607,0.504167\n",
      "\n",
      "Epoch 0/200, 1194/6287, 0:03:22.918685\n",
      "0,1194,12.192392,3.552143,0.509711,7.669281,0.834783\n",
      "\n",
      "Epoch 0/200, 1195/6287, 0:03:23.084004\n",
      "0,1195,10.015574,2.899288,0.653527,6.225290,0.465285\n",
      "\n",
      "Epoch 0/200, 1196/6287, 0:03:23.248576\n",
      "0,1196,8.423218,2.348734,0.319183,5.489841,0.877215\n",
      "\n",
      "Epoch 0/200, 1197/6287, 0:03:23.416910\n",
      "0,1197,8.897963,2.154486,0.312468,5.734712,0.202842\n",
      "\n",
      "Epoch 0/200, 1198/6287, 0:03:23.595667\n",
      "0,1198,8.664833,2.403561,0.189998,5.473274,0.203452\n",
      "\n",
      "Epoch 0/200, 1199/6287, 0:03:23.779849\n",
      "0,1199,10.876427,2.829438,0.508214,5.586152,0.287851\n",
      "\n",
      "Epoch 0/200, 1200/6287, 0:03:23.954771\n",
      "0,1200,6.746835,1.646361,0.809948,3.890480,0.627069\n",
      "\n",
      "Epoch 0/200, 1201/6287, 0:03:24.123816\n",
      "0,1201,8.752143,2.643521,0.188721,4.803302,0.433582\n",
      "\n",
      "Epoch 0/200, 1202/6287, 0:03:24.300646\n",
      "0,1202,6.941942,1.709934,0.150777,3.849781,0.433797\n",
      "\n",
      "Epoch 0/200, 1203/6287, 0:03:24.468241\n",
      "0,1203,6.947028,1.582847,0.053113,3.742807,0.369017\n",
      "\n",
      "Epoch 0/200, 1204/6287, 0:03:24.649020\n",
      "0,1204,9.986833,2.841047,0.094124,6.456502,0.147565\n",
      "\n",
      "Epoch 0/200, 1205/6287, 0:03:24.823924\n",
      "0,1205,5.369648,1.616606,0.684673,3.310661,0.566758\n",
      "\n",
      "Epoch 0/200, 1206/6287, 0:03:24.981022\n",
      "0,1206,8.854494,2.953632,0.345759,5.549469,0.390321\n",
      "\n",
      "Epoch 0/200, 1207/6287, 0:03:25.133521\n",
      "0,1207,9.028751,3.263502,0.882858,5.634729,0.453411\n",
      "\n",
      "Epoch 0/200, 1208/6287, 0:03:25.286008\n",
      "0,1208,9.433991,2.835636,1.178651,6.201019,0.718138\n",
      "\n",
      "Epoch 0/200, 1209/6287, 0:03:25.440594\n",
      "0,1209,6.135087,1.891410,0.824009,3.985770,0.470414\n",
      "\n",
      "Epoch 0/200, 1210/6287, 0:03:25.595908\n",
      "0,1210,10.101876,2.838869,0.244547,6.276998,0.168169\n",
      "\n",
      "Epoch 0/200, 1211/6287, 0:03:25.755777\n",
      "0,1211,10.785868,2.530429,0.078315,6.347938,0.200218\n",
      "\n",
      "Epoch 0/200, 1212/6287, 0:03:25.933844\n",
      "0,1212,11.513016,2.675515,0.412488,7.639634,0.963886\n",
      "\n",
      "Epoch 0/200, 1213/6287, 0:03:26.124438\n",
      "0,1213,13.719730,3.311850,0.312764,8.224840,0.369005\n",
      "\n",
      "Epoch 0/200, 1214/6287, 0:03:26.301509\n",
      "0,1214,11.291238,2.881244,0.366791,7.791906,0.354880\n",
      "\n",
      "Epoch 0/200, 1215/6287, 0:03:26.479891\n",
      "0,1215,6.631321,2.045323,0.253439,3.615019,0.293061\n",
      "\n",
      "Epoch 0/200, 1216/6287, 0:03:26.661880\n",
      "0,1216,8.103170,2.450722,0.544374,5.429585,0.395276\n",
      "\n",
      "Epoch 0/200, 1217/6287, 0:03:26.838429\n",
      "0,1217,8.847116,2.241616,0.428621,6.263112,0.215628\n",
      "\n",
      "Epoch 0/200, 1218/6287, 0:03:27.005050\n",
      "0,1218,6.550717,1.753871,0.598841,4.202964,0.340303\n",
      "\n",
      "Epoch 0/200, 1219/6287, 0:03:27.169819\n",
      "0,1219,7.478207,2.305104,0.890370,4.708910,0.537300\n",
      "\n",
      "Epoch 0/200, 1220/6287, 0:03:27.336521\n",
      "0,1220,7.334225,1.924026,0.299359,4.442866,0.241650\n",
      "\n",
      "Epoch 0/200, 1221/6287, 0:03:27.508355\n",
      "0,1221,10.826777,3.332525,0.392346,6.426982,0.260864\n",
      "\n",
      "Epoch 0/200, 1222/6287, 0:03:27.685150\n",
      "0,1222,9.259734,2.647990,0.066243,5.282389,0.426154\n",
      "\n",
      "Epoch 0/200, 1223/6287, 0:03:27.863011\n",
      "0,1223,11.726625,3.182123,0.085061,7.257677,0.119120\n",
      "\n",
      "Epoch 0/200, 1224/6287, 0:03:28.025669\n",
      "0,1224,9.211430,2.162575,0.075722,4.891274,0.299345\n",
      "\n",
      "Epoch 0/200, 1225/6287, 0:03:28.191413\n",
      "0,1225,9.678159,2.733834,0.930047,5.500588,1.353966\n",
      "\n",
      "Epoch 0/200, 1226/6287, 0:03:28.357746\n",
      "0,1226,7.521980,1.930806,0.303949,3.826378,0.447546\n",
      "\n",
      "Epoch 0/200, 1227/6287, 0:03:28.523783\n",
      "0,1227,7.769238,2.214725,1.022357,4.952447,0.997551\n",
      "\n",
      "Epoch 0/200, 1228/6287, 0:03:28.692692\n",
      "0,1228,7.291413,2.167037,0.207663,4.581643,0.112678\n",
      "\n",
      "Epoch 0/200, 1229/6287, 0:03:28.859214\n",
      "0,1229,4.571793,1.374066,1.768861,3.150447,0.994844\n",
      "\n",
      "Epoch 0/200, 1230/6287, 0:03:29.026262\n",
      "0,1230,10.267954,3.048134,0.482054,6.502611,0.284719\n",
      "\n",
      "Epoch 0/200, 1231/6287, 0:03:29.206767\n",
      "0,1231,6.157874,1.650566,0.365612,3.756363,0.417619\n",
      "\n",
      "Epoch 0/200, 1232/6287, 0:03:29.382697\n",
      "0,1232,7.919903,2.247216,0.008612,4.736715,0.031214\n",
      "\n",
      "Epoch 0/200, 1233/6287, 0:03:29.547892\n",
      "0,1233,9.379801,2.469580,0.016497,5.152038,0.079125\n",
      "\n",
      "Epoch 0/200, 1234/6287, 0:03:29.710370\n",
      "0,1234,10.032225,2.632071,0.136014,5.711030,0.183391\n",
      "\n",
      "Epoch 0/200, 1235/6287, 0:03:29.875325\n",
      "0,1235,12.311836,3.614443,0.052444,7.450314,0.170298\n",
      "\n",
      "Epoch 0/200, 1236/6287, 0:03:30.040141\n",
      "0,1236,6.127871,1.603934,0.379008,3.305336,0.501360\n",
      "\n",
      "Epoch 0/200, 1237/6287, 0:03:30.216705\n",
      "0,1237,7.991004,2.210622,0.306552,4.557909,0.289544\n",
      "\n",
      "Epoch 0/200, 1238/6287, 0:03:30.381380\n",
      "0,1238,7.105798,2.151670,0.280512,4.245999,0.304692\n",
      "\n",
      "Epoch 0/200, 1239/6287, 0:03:30.546146\n",
      "0,1239,7.360531,2.170740,0.149350,4.589694,0.218199\n",
      "\n",
      "Epoch 0/200, 1240/6287, 0:03:30.709631\n",
      "0,1240,7.813118,2.247661,0.074192,4.912627,0.176824\n",
      "\n",
      "Epoch 0/200, 1241/6287, 0:03:30.876460\n",
      "0,1241,9.540670,2.881397,0.337605,5.964801,0.190551\n",
      "\n",
      "Epoch 0/200, 1242/6287, 0:03:31.065950\n",
      "0,1242,9.104995,2.975094,1.215708,6.009755,0.613595\n",
      "\n",
      "Epoch 0/200, 1243/6287, 0:03:31.242012\n",
      "0,1243,7.560925,2.203732,0.744048,5.260808,0.390545\n",
      "\n",
      "Epoch 0/200, 1244/6287, 0:03:31.420112\n",
      "0,1244,11.995502,3.600327,0.326263,7.491273,0.205844\n",
      "\n",
      "Epoch 0/200, 1245/6287, 0:03:31.595100\n",
      "0,1245,7.135819,1.895858,0.210069,4.230876,0.369138\n",
      "\n",
      "Epoch 0/200, 1246/6287, 0:03:31.765096\n",
      "0,1246,9.565409,3.001141,0.424889,6.260226,0.604418\n",
      "\n",
      "Epoch 0/200, 1247/6287, 0:03:31.930184\n",
      "0,1247,7.399181,1.950144,0.260925,4.061870,0.478094\n",
      "\n",
      "Epoch 0/200, 1248/6287, 0:03:32.108880\n",
      "0,1248,7.726546,2.391206,0.500076,4.397228,0.867229\n",
      "\n",
      "Epoch 0/200, 1249/6287, 0:03:32.284308\n",
      "0,1249,9.118158,2.733071,0.281584,5.603588,0.515017\n",
      "\n",
      "Epoch 0/200, 1250/6287, 0:03:32.451962\n",
      "0,1250,5.766112,1.484909,0.394597,3.563858,0.480990\n",
      "\n",
      "Epoch 0/200, 1251/6287, 0:03:32.629516\n",
      "0,1251,7.166689,2.134381,0.161560,4.352624,0.195169\n",
      "\n",
      "Epoch 0/200, 1252/6287, 0:03:32.798557\n",
      "0,1252,8.165274,2.344278,0.116103,5.327829,0.104156\n",
      "\n",
      "Epoch 0/200, 1253/6287, 0:03:32.966672\n",
      "0,1253,10.541800,3.134497,0.115537,6.772855,0.106619\n",
      "\n",
      "Epoch 0/200, 1254/6287, 0:03:33.150493\n",
      "0,1254,11.845753,3.700261,0.547336,8.015088,0.275667\n",
      "\n",
      "Epoch 0/200, 1255/6287, 0:03:33.329454\n",
      "0,1255,8.172378,2.754030,1.100408,5.269330,0.564769\n",
      "\n",
      "Epoch 0/200, 1256/6287, 0:03:33.495122\n",
      "0,1256,7.000444,2.037642,0.871241,4.636580,0.700975\n",
      "\n",
      "Epoch 0/200, 1257/6287, 0:03:33.658262\n",
      "0,1257,7.745326,2.048924,0.255136,4.638486,0.265151\n",
      "\n",
      "Epoch 0/200, 1258/6287, 0:03:33.828381\n",
      "0,1258,8.219744,2.473796,0.893505,5.433688,0.641804\n",
      "\n",
      "Epoch 0/200, 1259/6287, 0:03:34.004965\n",
      "0,1259,7.599483,1.798602,0.019332,4.102373,0.274373\n",
      "\n",
      "Epoch 0/200, 1260/6287, 0:03:34.171691\n",
      "0,1260,8.480492,2.112063,0.047706,4.847042,0.212646\n",
      "\n",
      "Epoch 0/200, 1261/6287, 0:03:34.334215\n",
      "0,1261,10.432246,2.784110,0.006290,6.155849,0.165681\n",
      "\n",
      "Epoch 0/200, 1262/6287, 0:03:34.499980\n",
      "0,1262,8.343994,2.391133,0.362014,5.013439,0.469063\n",
      "\n",
      "Epoch 0/200, 1263/6287, 0:03:34.666783\n",
      "0,1263,6.246447,1.465415,0.422162,3.736568,0.253403\n",
      "\n",
      "Epoch 0/200, 1264/6287, 0:03:34.844104\n",
      "0,1264,10.772695,3.010506,0.881247,7.236249,0.661688\n",
      "\n",
      "Epoch 0/200, 1265/6287, 0:03:35.009458\n",
      "0,1265,6.979113,2.019676,0.185567,4.293030,0.100545\n",
      "\n",
      "Epoch 0/200, 1266/6287, 0:03:35.177190\n",
      "0,1266,9.553231,2.747365,0.640534,5.653115,0.367733\n",
      "\n",
      "Epoch 0/200, 1267/6287, 0:03:35.353776\n",
      "0,1267,6.665149,1.950069,0.589800,4.021148,0.385838\n",
      "\n",
      "Epoch 0/200, 1268/6287, 0:03:35.523882\n",
      "0,1268,10.822341,2.715492,0.317609,5.482327,0.266599\n",
      "\n",
      "Epoch 0/200, 1269/6287, 0:03:35.698563\n",
      "0,1269,10.306576,2.760180,0.073703,5.965238,0.477390\n",
      "\n",
      "Epoch 0/200, 1270/6287, 0:03:35.866522\n",
      "0,1270,9.388922,2.898572,0.324292,6.063337,0.388851\n",
      "\n",
      "Epoch 0/200, 1271/6287, 0:03:36.029134\n",
      "0,1271,12.116906,3.482470,0.111734,7.628185,0.076954\n",
      "\n",
      "Epoch 0/200, 1272/6287, 0:03:36.195379\n",
      "0,1272,9.547830,3.029960,0.148593,6.248827,0.162363\n",
      "\n",
      "Epoch 0/200, 1273/6287, 0:03:36.359077\n",
      "0,1273,8.345613,2.127779,0.368083,4.893275,0.343080\n",
      "\n",
      "Epoch 0/200, 1274/6287, 0:03:36.528066\n",
      "0,1274,15.292120,4.854699,0.486710,10.000367,0.520252\n",
      "\n",
      "Epoch 0/200, 1275/6287, 0:03:36.705836\n",
      "0,1275,7.908786,2.586417,0.224401,5.042809,0.185481\n",
      "\n",
      "Epoch 0/200, 1276/6287, 0:03:36.872345\n",
      "0,1276,10.806740,3.270928,0.100030,5.814676,0.140839\n",
      "\n",
      "Epoch 0/200, 1277/6287, 0:03:37.036566\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,1277,7.072647,1.913537,0.108428,4.097547,0.186305\n",
      "\n",
      "Epoch 0/200, 1278/6287, 0:03:37.228613\n",
      "0,1278,13.647155,4.140313,0.230181,8.372558,0.119279\n",
      "\n",
      "Epoch 0/200, 1279/6287, 0:03:37.409972\n",
      "0,1279,7.763661,2.234997,0.045692,4.191172,0.130609\n",
      "\n",
      "Epoch 0/200, 1280/6287, 0:03:37.588296\n",
      "0,1280,8.677716,2.428783,0.007614,4.706103,0.145253\n",
      "\n",
      "Epoch 0/200, 1281/6287, 0:03:37.767041\n",
      "0,1281,8.333881,2.376821,0.428435,5.275519,0.306373\n",
      "\n",
      "Epoch 0/200, 1282/6287, 0:03:37.934813\n",
      "0,1282,8.661581,2.643149,0.493612,5.637528,0.339385\n",
      "\n",
      "Epoch 0/200, 1283/6287, 0:03:38.111722\n",
      "0,1283,9.287983,2.665264,0.056186,5.645912,0.052995\n",
      "\n",
      "Epoch 0/200, 1284/6287, 0:03:38.276795\n",
      "0,1284,12.369010,3.833651,0.290646,7.765319,0.233650\n",
      "\n",
      "Epoch 0/200, 1285/6287, 0:03:38.445500\n",
      "0,1285,8.623490,2.648768,0.539488,5.448813,0.274559\n",
      "\n",
      "Epoch 0/200, 1286/6287, 0:03:38.623835\n",
      "0,1286,8.859499,2.583157,0.223114,5.183076,0.120529\n",
      "\n",
      "Epoch 0/200, 1287/6287, 0:03:38.793236\n",
      "0,1287,10.601603,3.088574,0.174042,6.294006,0.338856\n",
      "\n",
      "Epoch 0/200, 1288/6287, 0:03:38.969404\n",
      "0,1288,8.512289,2.287542,0.087381,5.050496,0.193019\n",
      "\n",
      "Epoch 0/200, 1289/6287, 0:03:39.138503\n",
      "0,1289,9.753063,2.819679,0.175844,5.874452,0.320434\n",
      "\n",
      "Epoch 0/200, 1290/6287, 0:03:39.320240\n",
      "0,1290,7.251350,1.956891,0.238758,4.198735,0.176949\n",
      "\n",
      "Epoch 0/200, 1291/6287, 0:03:39.514672\n",
      "0,1291,9.688697,2.572308,0.024052,5.376547,0.134756\n",
      "\n",
      "Epoch 0/200, 1292/6287, 0:03:39.689340\n",
      "0,1292,6.176492,1.785177,0.334234,3.708696,0.457047\n",
      "\n",
      "Epoch 0/200, 1293/6287, 0:03:39.868769\n",
      "0,1293,7.146073,2.080184,0.122737,4.114502,0.103105\n",
      "\n",
      "Epoch 0/200, 1294/6287, 0:03:40.044471\n",
      "0,1294,7.125963,1.969297,0.108926,4.384330,0.069293\n",
      "\n",
      "Epoch 0/200, 1295/6287, 0:03:40.214014\n",
      "0,1295,5.769084,1.513981,0.796138,3.840280,0.412420\n",
      "\n",
      "Epoch 0/200, 1296/6287, 0:03:40.389695\n",
      "0,1296,6.820805,2.138996,0.499204,4.594425,0.261974\n",
      "\n",
      "Epoch 0/200, 1297/6287, 0:03:40.559505\n",
      "0,1297,8.480799,2.269833,0.059960,5.609391,0.083960\n",
      "\n",
      "Epoch 0/200, 1298/6287, 0:03:40.737287\n",
      "0,1298,5.408118,1.374202,0.919772,3.547027,0.608755\n",
      "\n",
      "Epoch 0/200, 1299/6287, 0:03:40.912416\n",
      "0,1299,7.320996,2.318936,1.217103,4.602521,0.750155\n",
      "\n",
      "Epoch 0/200, 1300/6287, 0:03:41.075198\n",
      "0,1300,6.185990,2.039367,0.023515,3.628649,0.159507\n",
      "\n",
      "Epoch 0/200, 1301/6287, 0:03:41.238678\n",
      "0,1301,8.027932,2.303685,0.136103,4.728312,0.401876\n",
      "\n",
      "Epoch 0/200, 1302/6287, 0:03:41.416125\n",
      "0,1302,6.190744,1.629031,0.496947,3.483030,0.457342\n",
      "\n",
      "Epoch 0/200, 1303/6287, 0:03:41.608352\n",
      "0,1303,11.030155,2.999316,0.458708,7.646941,0.461988\n",
      "\n",
      "Epoch 0/200, 1304/6287, 0:03:41.789141\n",
      "0,1304,5.844279,1.854659,0.089412,3.786506,0.230496\n",
      "\n",
      "Epoch 0/200, 1305/6287, 0:03:41.967204\n",
      "0,1305,7.164662,2.037521,0.124545,4.371123,0.074169\n",
      "\n",
      "Epoch 0/200, 1306/6287, 0:03:42.148875\n",
      "0,1306,6.560546,1.831891,0.999477,4.396870,0.556338\n",
      "\n",
      "Epoch 0/200, 1307/6287, 0:03:42.317261\n",
      "0,1307,11.148157,3.462234,0.420547,6.806272,0.271093\n",
      "\n",
      "Epoch 0/200, 1308/6287, 0:03:42.494870\n",
      "0,1308,7.911793,2.394122,0.536180,4.813790,0.361846\n",
      "\n",
      "Epoch 0/200, 1309/6287, 0:03:42.675223\n",
      "0,1309,6.460812,1.678422,0.192204,3.817724,0.300397\n",
      "\n",
      "Epoch 0/200, 1310/6287, 0:03:42.854812\n",
      "0,1310,11.410694,3.305716,0.344333,7.554471,0.205685\n",
      "\n",
      "Epoch 0/200, 1311/6287, 0:03:43.030242\n",
      "0,1311,14.842552,4.464948,0.127047,8.876074,0.109942\n",
      "\n",
      "Epoch 0/200, 1312/6287, 0:03:43.195886\n",
      "0,1312,7.586339,2.053438,0.051207,4.701455,0.270696\n",
      "\n",
      "Epoch 0/200, 1313/6287, 0:03:43.363090\n",
      "0,1313,11.349420,2.945537,0.070777,6.434297,0.089961\n",
      "\n",
      "Epoch 0/200, 1314/6287, 0:03:43.528013\n",
      "0,1314,8.898551,2.386498,0.020521,5.479114,0.269362\n",
      "\n",
      "Epoch 0/200, 1315/6287, 0:03:43.696220\n",
      "0,1315,9.089729,2.563417,0.221290,6.213325,0.433876\n",
      "\n",
      "Epoch 0/200, 1316/6287, 0:03:43.873103\n",
      "0,1316,7.780509,2.306309,0.924279,4.492384,0.876125\n",
      "\n",
      "Epoch 0/200, 1317/6287, 0:03:44.036851\n",
      "0,1317,8.583715,2.248056,0.049762,5.636275,0.059965\n",
      "\n",
      "Epoch 0/200, 1318/6287, 0:03:44.199519\n",
      "0,1318,12.776802,3.761758,1.212986,8.903690,0.689368\n",
      "\n",
      "Epoch 0/200, 1319/6287, 0:03:44.365931\n",
      "0,1319,9.834192,3.245353,0.328455,6.225224,0.243809\n",
      "\n",
      "Epoch 0/200, 1320/6287, 0:03:44.534873\n",
      "0,1320,9.492889,3.044584,0.291556,5.499439,0.272338\n",
      "\n",
      "Epoch 0/200, 1321/6287, 0:03:44.726479\n",
      "0,1321,8.460656,2.882313,0.783907,5.414305,0.502987\n",
      "\n",
      "Epoch 0/200, 1322/6287, 0:03:44.900701\n",
      "0,1322,9.781152,2.817322,0.307615,5.304499,0.285113\n",
      "\n",
      "Epoch 0/200, 1323/6287, 0:03:45.062196\n",
      "0,1323,9.496297,3.456141,0.467805,5.872684,0.428352\n",
      "\n",
      "Epoch 0/200, 1324/6287, 0:03:45.224652\n",
      "0,1324,7.957733,2.420998,0.065845,4.702125,0.297430\n",
      "\n",
      "Epoch 0/200, 1325/6287, 0:03:45.387953\n",
      "0,1325,13.674304,3.895598,1.153652,8.614861,0.727141\n",
      "\n",
      "Epoch 0/200, 1326/6287, 0:03:45.551679\n",
      "0,1326,7.955954,2.347106,0.575947,4.958171,0.480536\n",
      "\n",
      "Epoch 0/200, 1327/6287, 0:03:45.719109\n",
      "0,1327,11.120438,3.074801,0.660041,7.669307,0.544618\n",
      "\n",
      "Epoch 0/200, 1328/6287, 0:03:45.886117\n",
      "0,1328,16.610628,5.026259,0.001694,10.189702,0.102274\n",
      "\n",
      "Epoch 0/200, 1329/6287, 0:03:46.062389\n",
      "0,1329,6.966661,1.901366,0.184775,3.898002,0.524123\n",
      "\n",
      "Epoch 0/200, 1330/6287, 0:03:46.227916\n",
      "0,1330,11.796484,3.387773,0.174494,6.835613,0.231171\n",
      "\n",
      "Epoch 0/200, 1331/6287, 0:03:46.393972\n",
      "0,1331,11.560978,3.127682,0.243583,7.458758,0.301564\n",
      "\n",
      "Epoch 0/200, 1332/6287, 0:03:46.561172\n",
      "0,1332,10.338659,3.179160,0.455263,6.612601,0.237671\n",
      "\n",
      "Epoch 0/200, 1333/6287, 0:03:46.724042\n",
      "0,1333,6.916945,1.931323,0.049852,4.215246,0.075455\n",
      "\n",
      "Epoch 0/200, 1334/6287, 0:03:46.880881\n",
      "0,1334,12.802443,3.694516,0.535077,8.536591,0.270982\n",
      "\n",
      "Epoch 0/200, 1335/6287, 0:03:47.048150\n",
      "0,1335,10.355597,2.519384,0.317798,6.745651,0.159566\n",
      "\n",
      "Epoch 0/200, 1336/6287, 0:03:47.212452\n",
      "0,1336,7.711708,2.115797,0.270089,4.816550,0.282805\n",
      "\n",
      "Epoch 0/200, 1337/6287, 0:03:47.389801\n",
      "0,1337,7.249825,1.934190,0.170523,4.379399,0.197880\n",
      "\n",
      "Epoch 0/200, 1338/6287, 0:03:47.568071\n",
      "0,1338,7.734643,1.968293,0.087522,4.336285,0.129027\n",
      "\n",
      "Epoch 0/200, 1339/6287, 0:03:47.744757\n",
      "0,1339,8.638002,2.415490,0.101179,5.105958,0.114152\n",
      "\n",
      "Epoch 0/200, 1340/6287, 0:03:47.910806\n",
      "0,1340,7.461814,2.009264,0.257868,4.497911,0.370526\n",
      "\n",
      "Epoch 0/200, 1341/6287, 0:03:48.088243\n",
      "0,1341,6.862814,1.716337,0.125565,3.731292,0.100924\n",
      "\n",
      "Epoch 0/200, 1342/6287, 0:03:48.264110\n",
      "0,1342,7.011440,1.806789,0.072807,3.903508,0.117270\n",
      "\n",
      "Epoch 0/200, 1343/6287, 0:03:48.438861\n",
      "0,1343,7.836646,1.866521,0.065737,3.873809,0.088975\n",
      "\n",
      "Epoch 0/200, 1344/6287, 0:03:48.601189\n",
      "0,1344,11.548882,3.595350,0.579479,7.526059,0.422103\n",
      "\n",
      "Epoch 0/200, 1345/6287, 0:03:48.768428\n",
      "0,1345,9.677708,2.520064,0.107572,5.930520,0.118759\n",
      "\n",
      "Epoch 0/200, 1346/6287, 0:03:48.937115\n",
      "0,1346,12.341125,3.694631,0.000782,7.347479,0.213111\n",
      "\n",
      "Epoch 0/200, 1347/6287, 0:03:49.113737\n",
      "0,1347,9.380161,2.753946,0.269240,5.487276,0.200224\n",
      "\n",
      "Epoch 0/200, 1348/6287, 0:03:49.280465\n",
      "0,1348,7.535493,2.303920,0.002537,4.435325,0.132678\n",
      "\n",
      "Epoch 0/200, 1349/6287, 0:03:49.447221\n",
      "0,1349,10.147672,3.046761,0.350053,5.956127,0.303271\n",
      "\n",
      "Epoch 0/200, 1350/6287, 0:03:49.611026\n",
      "0,1350,7.752036,2.259716,0.139706,4.871426,0.302949\n",
      "\n",
      "Epoch 0/200, 1351/6287, 0:03:49.778773\n",
      "0,1351,10.305975,2.875611,0.490199,6.639348,0.260246\n",
      "\n",
      "Epoch 0/200, 1352/6287, 0:03:49.944750\n",
      "0,1352,6.476915,1.880275,0.124792,3.830941,0.405629\n",
      "\n",
      "Epoch 0/200, 1353/6287, 0:03:50.133877\n",
      "0,1353,8.520378,2.281393,0.670117,5.888617,0.398512\n",
      "\n",
      "Epoch 0/200, 1354/6287, 0:03:50.313247\n",
      "0,1354,9.025069,2.526373,0.341791,6.046022,0.253306\n",
      "\n",
      "Epoch 0/200, 1355/6287, 0:03:50.490412\n",
      "0,1355,5.973649,1.737126,0.483061,3.780384,0.509008\n",
      "\n",
      "Epoch 0/200, 1356/6287, 0:03:50.666863\n",
      "0,1356,8.256007,2.135373,0.195067,5.127026,0.270541\n",
      "\n",
      "Epoch 0/200, 1357/6287, 0:03:50.844960\n",
      "0,1357,9.439730,2.811077,0.189541,5.935575,0.262492\n",
      "\n",
      "Epoch 0/200, 1358/6287, 0:03:51.010900\n",
      "0,1358,12.125878,3.868930,0.586379,7.913027,0.296125\n",
      "\n",
      "Epoch 0/200, 1359/6287, 0:03:51.177619\n",
      "0,1359,16.622139,5.388377,0.481519,10.632024,0.251305\n",
      "\n",
      "Epoch 0/200, 1360/6287, 0:03:51.342767\n",
      "0,1360,9.875948,2.681322,0.041117,5.705801,0.431283\n",
      "\n",
      "Epoch 0/200, 1361/6287, 0:03:51.508351\n",
      "0,1361,8.938778,2.325834,0.028018,5.312298,0.206562\n",
      "\n",
      "Epoch 0/200, 1362/6287, 0:03:51.687393\n",
      "0,1362,10.941141,3.303453,0.061704,6.501754,0.075520\n",
      "\n",
      "Epoch 0/200, 1363/6287, 0:03:51.853705\n",
      "0,1363,7.351124,2.152912,0.481374,4.317118,0.455808\n",
      "\n",
      "Epoch 0/200, 1364/6287, 0:03:52.021215\n",
      "0,1364,6.856575,2.078809,0.299171,3.988640,0.299685\n",
      "\n",
      "Epoch 0/200, 1365/6287, 0:03:52.202366\n",
      "0,1365,8.171211,2.687336,0.645584,4.989485,0.515080\n",
      "\n",
      "Epoch 0/200, 1366/6287, 0:03:52.378087\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,1366,8.388058,2.492677,0.331534,5.293304,0.288307\n",
      "\n",
      "Epoch 0/200, 1367/6287, 0:03:52.544818\n",
      "0,1367,5.680274,1.566400,0.020033,3.324072,0.361318\n",
      "\n",
      "Epoch 0/200, 1368/6287, 0:03:52.709915\n",
      "0,1368,6.422414,1.893569,0.598369,3.785050,0.457764\n",
      "\n",
      "Epoch 0/200, 1369/6287, 0:03:52.887540\n",
      "0,1369,6.374891,2.102473,0.498951,3.771335,0.371298\n",
      "\n",
      "Epoch 0/200, 1370/6287, 0:03:53.054390\n",
      "0,1370,7.088384,1.917053,0.524562,4.516535,0.513594\n",
      "\n",
      "Epoch 0/200, 1371/6287, 0:03:53.231363\n",
      "0,1371,12.245249,3.710262,0.326113,8.118746,0.181010\n",
      "\n",
      "Epoch 0/200, 1372/6287, 0:03:53.398609\n",
      "0,1372,9.009906,2.670543,0.438123,5.636025,0.389812\n",
      "\n",
      "Epoch 0/200, 1373/6287, 0:03:53.562416\n",
      "0,1373,10.615972,3.237337,0.252881,6.544743,0.211737\n",
      "\n",
      "Epoch 0/200, 1374/6287, 0:03:53.727000\n",
      "0,1374,8.089745,2.139253,0.047553,4.386357,0.099224\n",
      "\n",
      "Epoch 0/200, 1375/6287, 0:03:53.893573\n",
      "0,1375,9.196366,2.463773,0.033850,5.107201,0.239892\n",
      "\n",
      "Epoch 0/200, 1376/6287, 0:03:54.058096\n",
      "0,1376,9.026249,2.513876,0.367371,5.172894,0.448389\n",
      "\n",
      "Epoch 0/200, 1377/6287, 0:03:54.222757\n",
      "0,1377,8.088646,1.949607,0.607134,4.898202,0.707189\n",
      "\n",
      "Epoch 0/200, 1378/6287, 0:03:54.388315\n",
      "0,1378,13.074025,3.729563,0.046103,8.179033,0.092653\n",
      "\n",
      "Epoch 0/200, 1379/6287, 0:03:54.559136\n",
      "0,1379,7.036186,1.953550,0.393877,4.444346,0.273145\n",
      "\n",
      "Epoch 0/200, 1380/6287, 0:03:54.728710\n",
      "0,1380,7.110350,1.962635,0.691413,4.801267,0.380183\n",
      "\n",
      "Epoch 0/200, 1381/6287, 0:03:54.906895\n",
      "0,1381,7.093616,2.115168,0.573175,4.503767,0.342108\n",
      "\n",
      "Epoch 0/200, 1382/6287, 0:03:55.081491\n",
      "0,1382,8.093104,2.370598,0.202498,4.792291,0.180675\n",
      "\n",
      "Epoch 0/200, 1383/6287, 0:03:55.250294\n",
      "0,1383,6.531992,1.698614,0.160167,3.685544,0.236962\n",
      "\n",
      "Epoch 0/200, 1384/6287, 0:03:55.429671\n",
      "0,1384,9.611769,2.951896,0.341669,5.970255,0.323693\n",
      "\n",
      "Epoch 0/200, 1385/6287, 0:03:55.609704\n",
      "0,1385,7.774806,1.973479,0.017927,4.181236,0.460215\n",
      "\n",
      "Epoch 0/200, 1386/6287, 0:03:55.779728\n",
      "0,1386,10.993614,3.262471,0.105571,6.397612,0.079294\n",
      "\n",
      "Epoch 0/200, 1387/6287, 0:03:55.955138\n",
      "0,1387,7.295065,1.772347,0.078407,3.762060,0.417561\n",
      "\n",
      "Epoch 0/200, 1388/6287, 0:03:56.122074\n",
      "0,1388,8.664462,2.339123,0.091447,5.507968,0.140558\n",
      "\n",
      "Epoch 0/200, 1389/6287, 0:03:56.298697\n",
      "0,1389,8.601995,2.442853,0.225279,5.433102,0.165590\n",
      "\n",
      "Epoch 0/200, 1390/6287, 0:03:56.464098\n",
      "0,1390,7.358689,1.963368,0.591875,4.581841,0.349953\n",
      "\n",
      "Epoch 0/200, 1391/6287, 0:03:56.630657\n",
      "0,1391,5.780992,1.653861,0.329677,3.592784,0.187645\n",
      "\n",
      "Epoch 0/200, 1392/6287, 0:03:56.797275\n",
      "0,1392,7.011214,2.048823,0.651372,4.481514,0.363463\n",
      "\n",
      "Epoch 0/200, 1393/6287, 0:03:56.977709\n",
      "0,1393,5.186506,1.616555,0.997876,3.414370,0.509694\n",
      "\n",
      "Epoch 0/200, 1394/6287, 0:03:57.140012\n",
      "0,1394,5.186763,1.622509,0.505885,3.069736,0.287935\n",
      "\n",
      "Epoch 0/200, 1395/6287, 0:03:57.299501\n",
      "0,1395,9.189137,2.465934,0.329017,4.870684,0.362732\n",
      "\n",
      "Epoch 0/200, 1396/6287, 0:03:57.480299\n",
      "0,1396,8.047503,1.992384,0.120061,4.086189,0.261478\n",
      "\n",
      "Epoch 0/200, 1397/6287, 0:03:57.658403\n",
      "0,1397,8.377478,2.337617,0.064267,4.825747,0.142231\n",
      "\n",
      "Epoch 0/200, 1398/6287, 0:03:57.822249\n",
      "0,1398,9.484850,2.348202,0.018601,5.615646,0.197022\n",
      "\n",
      "Epoch 0/200, 1399/6287, 0:03:57.987055\n",
      "0,1399,9.830753,2.451735,0.136370,5.501517,0.418933\n",
      "\n",
      "Epoch 0/200, 1400/6287, 0:03:58.149823\n",
      "0,1400,6.738507,1.879480,0.192498,3.863112,0.121818\n",
      "\n",
      "Epoch 0/200, 1401/6287, 0:03:58.319225\n",
      "0,1401,7.098466,2.061642,0.518008,4.585294,0.353813\n",
      "\n",
      "Epoch 0/200, 1402/6287, 0:03:58.507570\n",
      "0,1402,5.982705,1.596271,0.394667,3.759110,0.226583\n",
      "\n",
      "Epoch 0/200, 1403/6287, 0:03:58.679311\n",
      "0,1403,7.684923,2.295920,0.466868,4.745163,0.236886\n",
      "\n",
      "Epoch 0/200, 1404/6287, 0:03:58.840557\n",
      "0,1404,7.165294,2.370462,0.465700,4.370792,0.260598\n",
      "\n",
      "Epoch 0/200, 1405/6287, 0:03:59.000354\n",
      "0,1405,11.406227,3.088750,0.026638,7.782207,0.039453\n",
      "\n",
      "Epoch 0/200, 1406/6287, 0:03:59.158672\n",
      "0,1406,9.486130,2.391286,0.002426,5.896536,0.012379\n",
      "\n",
      "Epoch 0/200, 1407/6287, 0:03:59.325868\n",
      "0,1407,9.902479,2.709839,0.212094,6.243828,0.457891\n",
      "\n",
      "Epoch 0/200, 1408/6287, 0:03:59.502293\n",
      "0,1408,7.298957,2.014896,0.232219,4.386452,0.248503\n",
      "\n",
      "Epoch 0/200, 1409/6287, 0:03:59.666742\n",
      "0,1409,13.981169,4.054088,0.178820,8.290287,0.099174\n",
      "\n",
      "Epoch 0/200, 1410/6287, 0:03:59.834373\n",
      "0,1410,6.690153,1.804796,0.082928,3.743489,0.359432\n",
      "\n",
      "Epoch 0/200, 1411/6287, 0:04:00.005892\n",
      "0,1411,13.079718,4.050846,0.032069,8.065403,0.030613\n",
      "\n",
      "Epoch 0/200, 1412/6287, 0:04:00.186157\n",
      "0,1412,7.385175,2.306897,0.028046,4.232578,0.019608\n",
      "\n",
      "Epoch 0/200, 1413/6287, 0:04:00.362980\n",
      "0,1413,8.439701,2.569476,0.179365,5.045425,0.100757\n",
      "\n",
      "Epoch 0/200, 1414/6287, 0:04:00.531008\n",
      "0,1414,7.076635,2.093360,1.969280,4.578892,1.175552\n",
      "\n",
      "Epoch 0/200, 1415/6287, 0:04:00.709285\n",
      "0,1415,8.129260,2.341355,0.044382,4.768932,0.127623\n",
      "\n",
      "Epoch 0/200, 1416/6287, 0:04:00.878388\n",
      "0,1416,8.495460,2.501718,0.063876,5.023513,0.194331\n",
      "\n",
      "Epoch 0/200, 1417/6287, 0:04:01.059001\n",
      "0,1417,8.909908,2.466173,0.065554,4.948668,0.196051\n",
      "\n",
      "Epoch 0/200, 1418/6287, 0:04:01.235380\n",
      "0,1418,10.096521,2.774652,0.057029,5.190074,0.228801\n",
      "\n",
      "Epoch 0/200, 1419/6287, 0:04:01.403187\n",
      "0,1419,8.930211,2.566903,0.132220,5.059942,0.313062\n",
      "\n",
      "Epoch 0/200, 1420/6287, 0:04:01.584290\n",
      "0,1420,8.698204,2.243625,0.498179,5.132808,0.467211\n",
      "\n",
      "Epoch 0/200, 1421/6287, 0:04:01.758170\n",
      "0,1421,8.927864,2.535962,0.065058,5.442566,0.303539\n",
      "\n",
      "Epoch 0/200, 1422/6287, 0:04:01.924034\n",
      "0,1422,8.321435,2.258522,0.402125,5.512001,0.229942\n",
      "\n",
      "Epoch 0/200, 1423/6287, 0:04:02.092861\n",
      "0,1423,7.344947,2.228806,0.400343,4.341251,0.222609\n",
      "\n",
      "Epoch 0/200, 1424/6287, 0:04:02.269543\n",
      "0,1424,7.870169,2.397161,0.756674,4.900927,0.421732\n",
      "\n",
      "Epoch 0/200, 1425/6287, 0:04:02.436541\n",
      "0,1425,7.717928,2.269073,0.484354,4.602211,0.331832\n",
      "\n",
      "Epoch 0/200, 1426/6287, 0:04:02.619229\n",
      "0,1426,7.950474,2.761190,0.552708,4.439833,0.360349\n",
      "\n",
      "Epoch 0/200, 1427/6287, 0:04:02.794538\n",
      "0,1427,6.541032,1.709671,0.389786,3.793148,0.363635\n",
      "\n",
      "Epoch 0/200, 1428/6287, 0:04:02.961317\n",
      "0,1428,8.139610,2.377189,0.315446,5.031803,0.333126\n",
      "\n",
      "Epoch 0/200, 1429/6287, 0:04:03.126851\n",
      "0,1429,9.618427,2.812491,0.058580,6.047202,0.209615\n",
      "\n",
      "Epoch 0/200, 1430/6287, 0:04:03.295199\n",
      "0,1430,7.912841,2.340612,0.837211,5.035094,0.810977\n",
      "\n",
      "Epoch 0/200, 1431/6287, 0:04:03.461911\n",
      "0,1431,10.781734,3.350546,0.024910,6.385182,0.147304\n",
      "\n",
      "Epoch 0/200, 1432/6287, 0:04:03.629650\n",
      "0,1432,9.792706,2.790569,0.038802,5.512822,0.155999\n",
      "\n",
      "Epoch 0/200, 1433/6287, 0:04:03.794818\n",
      "0,1433,9.600477,2.963915,0.060997,5.778993,0.167806\n",
      "\n",
      "Epoch 0/200, 1434/6287, 0:04:03.961967\n",
      "0,1434,7.874115,2.310114,0.331526,5.095852,0.207740\n",
      "\n",
      "Epoch 0/200, 1435/6287, 0:04:04.127701\n",
      "0,1435,8.559283,2.565205,0.059854,4.972167,0.067791\n",
      "\n",
      "Epoch 0/200, 1436/6287, 0:04:04.306908\n",
      "0,1436,10.403779,3.082809,0.426300,6.627821,0.261947\n",
      "\n",
      "Epoch 0/200, 1437/6287, 0:04:04.481158\n",
      "0,1437,9.276170,3.021809,0.102270,5.786329,0.098260\n",
      "\n",
      "Epoch 0/200, 1438/6287, 0:04:04.662864\n",
      "0,1438,14.442100,4.433809,0.606980,9.528164,0.331093\n",
      "\n",
      "Epoch 0/200, 1439/6287, 0:04:04.827637\n",
      "0,1439,7.080517,1.847113,0.683527,4.025539,0.593695\n",
      "\n",
      "Epoch 0/200, 1440/6287, 0:04:04.996777\n",
      "0,1440,7.444702,2.101364,0.392116,4.574241,0.455494\n",
      "\n",
      "Epoch 0/200, 1441/6287, 0:04:05.187612\n",
      "0,1441,10.495207,2.540107,0.023722,5.713118,0.230555\n",
      "\n",
      "Epoch 0/200, 1442/6287, 0:04:05.364133\n",
      "0,1442,10.352474,2.324753,1.105511,5.537768,0.914441\n",
      "\n",
      "Epoch 0/200, 1443/6287, 0:04:05.530874\n",
      "0,1443,11.405190,3.141478,0.600680,5.259389,0.737500\n",
      "\n",
      "Epoch 0/200, 1444/6287, 0:04:05.694071\n",
      "0,1444,11.307205,3.721327,1.246779,7.264016,0.709636\n",
      "\n",
      "Epoch 0/200, 1445/6287, 0:04:05.861159\n",
      "0,1445,8.411046,2.316048,0.705538,5.490647,0.651741\n",
      "\n",
      "Epoch 0/200, 1446/6287, 0:04:06.024300\n",
      "0,1446,9.899740,3.343884,0.551903,6.104708,0.456158\n",
      "\n",
      "Epoch 0/200, 1447/6287, 0:04:06.189154\n",
      "0,1447,6.214966,1.822814,0.277983,3.659715,0.447575\n",
      "\n",
      "Epoch 0/200, 1448/6287, 0:04:06.354221\n",
      "0,1448,7.351739,2.045649,0.508806,4.199102,0.437086\n",
      "\n",
      "Epoch 0/200, 1449/6287, 0:04:06.521213\n",
      "0,1449,10.490012,3.667919,0.564088,5.843339,0.435426\n",
      "\n",
      "Epoch 0/200, 1450/6287, 0:04:06.699075\n",
      "0,1450,8.988488,2.720296,0.464763,5.269661,0.386610\n",
      "\n",
      "Epoch 0/200, 1451/6287, 0:04:06.866796\n",
      "0,1451,6.972759,2.001751,0.783738,4.144921,0.502307\n",
      "\n",
      "Epoch 0/200, 1452/6287, 0:04:07.032319\n",
      "0,1452,6.468692,2.104438,0.112997,3.983361,0.096698\n",
      "\n",
      "Epoch 0/200, 1453/6287, 0:04:07.199161\n",
      "0,1453,9.664117,2.973728,0.548625,6.217550,0.475077\n",
      "\n",
      "Epoch 0/200, 1454/6287, 0:04:07.363953\n",
      "0,1454,6.651699,2.074055,0.759438,4.224626,0.921434\n",
      "\n",
      "Epoch 0/200, 1455/6287, 0:04:07.535174\n",
      "0,1455,7.698214,2.596295,0.035146,4.584460,0.139465\n",
      "\n",
      "Epoch 0/200, 1456/6287, 0:04:07.711827\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,1456,13.256134,4.166947,0.008620,8.257568,0.375908\n",
      "\n",
      "Epoch 0/200, 1457/6287, 0:04:07.883117\n",
      "0,1457,14.715851,4.189203,0.247396,8.855728,0.249456\n",
      "\n",
      "Epoch 0/200, 1458/6287, 0:04:08.055441\n",
      "0,1458,7.955247,2.023181,0.140054,4.316835,0.225694\n",
      "\n",
      "Epoch 0/200, 1459/6287, 0:04:08.224524\n",
      "0,1459,8.657130,2.415713,0.358603,5.155161,0.431570\n",
      "\n",
      "Epoch 0/200, 1460/6287, 0:04:08.403660\n",
      "0,1460,13.066344,4.210428,0.210445,7.749886,0.229141\n",
      "\n",
      "Epoch 0/200, 1461/6287, 0:04:08.578886\n",
      "0,1461,9.426003,2.892811,0.144824,5.459325,0.080368\n",
      "\n",
      "Epoch 0/200, 1462/6287, 0:04:08.748429\n",
      "0,1462,9.357072,2.510130,0.490720,5.739704,0.769837\n",
      "\n",
      "Epoch 0/200, 1463/6287, 0:04:08.925781\n",
      "0,1463,10.747597,2.723503,0.571313,7.364887,0.469552\n",
      "\n",
      "Epoch 0/200, 1464/6287, 0:04:09.078026\n",
      "0,1464,8.607793,2.480989,0.394058,5.382243,0.331240\n",
      "\n",
      "Epoch 0/200, 1465/6287, 0:04:09.219781\n",
      "0,1465,8.389398,2.408062,0.162199,4.942634,0.157094\n",
      "\n",
      "Epoch 0/200, 1466/6287, 0:04:09.367558\n",
      "0,1466,8.946320,2.663476,0.096834,5.290310,0.336530\n",
      "\n",
      "Epoch 0/200, 1467/6287, 0:04:09.543951\n",
      "0,1467,5.765047,1.447552,0.223305,3.561085,0.317770\n",
      "\n",
      "Epoch 0/200, 1468/6287, 0:04:09.722363\n",
      "0,1468,9.124678,2.640163,0.365330,5.695605,0.400752\n",
      "\n",
      "Epoch 0/200, 1469/6287, 0:04:09.910361\n",
      "0,1469,7.438966,2.328984,0.516337,4.535435,0.384877\n",
      "\n",
      "Epoch 0/200, 1470/6287, 0:04:10.086568\n",
      "0,1470,7.952071,2.240543,0.137283,5.016910,0.166347\n",
      "\n",
      "Epoch 0/200, 1471/6287, 0:04:10.259902\n",
      "0,1471,8.357841,2.574476,0.273621,5.228583,0.208776\n",
      "\n",
      "Epoch 0/200, 1472/6287, 0:04:10.416850\n",
      "0,1472,11.395479,3.805536,0.232529,7.114415,0.185309\n",
      "\n",
      "Epoch 0/200, 1473/6287, 0:04:10.582217\n",
      "0,1473,7.972136,2.521492,0.021808,5.268329,0.211438\n",
      "\n",
      "Epoch 0/200, 1474/6287, 0:04:10.737781\n",
      "0,1474,7.874129,2.631818,0.067917,4.726979,0.093427\n",
      "\n",
      "Epoch 0/200, 1475/6287, 0:04:10.895328\n",
      "0,1475,7.499804,2.149807,1.167670,4.965166,0.855441\n",
      "\n",
      "Epoch 0/200, 1476/6287, 0:04:11.071065\n",
      "0,1476,9.267714,3.250273,0.769743,5.717278,0.731294\n",
      "\n",
      "Epoch 0/200, 1477/6287, 0:04:11.246443\n",
      "0,1477,7.695886,1.803843,0.166952,4.656717,0.292828\n",
      "\n",
      "Epoch 0/200, 1478/6287, 0:04:11.414474\n",
      "0,1478,7.611682,2.286823,0.058136,4.414460,0.199997\n",
      "\n",
      "Epoch 0/200, 1479/6287, 0:04:11.579898\n",
      "0,1479,8.824549,2.194211,0.049940,5.194318,0.119963\n",
      "\n",
      "Epoch 0/200, 1480/6287, 0:04:11.743967\n",
      "0,1480,9.460268,2.133165,0.487850,6.148544,0.442251\n",
      "\n",
      "Epoch 0/200, 1481/6287, 0:04:11.908538\n",
      "0,1481,6.551487,1.795778,0.372035,3.942116,0.275081\n",
      "\n",
      "Epoch 0/200, 1482/6287, 0:04:12.073399\n",
      "0,1482,8.445915,2.828937,0.222740,4.974780,0.206280\n",
      "\n",
      "Epoch 0/200, 1483/6287, 0:04:12.238113\n",
      "0,1483,6.545539,1.651283,0.102455,3.867796,0.179257\n",
      "\n",
      "Epoch 0/200, 1484/6287, 0:04:12.406492\n",
      "0,1484,9.503830,2.597485,0.230430,5.289296,0.378481\n",
      "\n",
      "Epoch 0/200, 1485/6287, 0:04:12.588300\n",
      "0,1485,10.149029,3.105236,0.528027,5.928469,0.429352\n",
      "\n",
      "Epoch 0/200, 1486/6287, 0:04:12.769198\n",
      "0,1486,7.509359,2.572008,0.553277,4.758681,0.293510\n",
      "\n",
      "Epoch 0/200, 1487/6287, 0:04:12.949765\n",
      "0,1487,7.430587,2.135100,0.493223,5.104122,0.420027\n",
      "\n",
      "Epoch 0/200, 1488/6287, 0:04:13.123731\n",
      "0,1488,9.790622,2.803263,0.072106,6.146923,0.067404\n",
      "\n",
      "Epoch 0/200, 1489/6287, 0:04:13.289025\n",
      "0,1489,11.660778,3.631974,0.011413,7.083851,0.040109\n",
      "\n",
      "Epoch 0/200, 1490/6287, 0:04:13.479403\n",
      "0,1490,8.934032,2.513642,0.880882,6.028528,0.460887\n",
      "\n",
      "Epoch 0/200, 1491/6287, 0:04:13.655305\n",
      "0,1491,9.075338,2.561300,0.269669,5.538311,0.247512\n",
      "\n",
      "Epoch 0/200, 1492/6287, 0:04:13.830174\n",
      "0,1492,7.195719,2.128869,0.104294,4.286565,0.316525\n",
      "\n",
      "Epoch 0/200, 1493/6287, 0:04:14.007804\n",
      "0,1493,8.766543,2.297873,0.423857,5.428678,0.499683\n",
      "\n",
      "Epoch 0/200, 1494/6287, 0:04:14.183037\n",
      "0,1494,8.594678,2.314954,0.076239,4.568089,0.262881\n",
      "\n",
      "Epoch 0/200, 1495/6287, 0:04:14.350294\n",
      "0,1495,9.627230,2.894770,0.253476,5.760502,0.477070\n",
      "\n",
      "Epoch 0/200, 1496/6287, 0:04:14.531468\n",
      "0,1496,12.361687,3.770499,0.186878,7.559569,0.268591\n",
      "\n",
      "Epoch 0/200, 1497/6287, 0:04:14.706688\n",
      "0,1497,7.342247,2.261466,0.282933,4.290087,0.374910\n",
      "\n",
      "Epoch 0/200, 1498/6287, 0:04:14.871514\n",
      "0,1498,6.916424,2.124645,0.184536,4.184937,0.153377\n",
      "\n",
      "Epoch 0/200, 1499/6287, 0:04:15.037607\n",
      "0,1499,6.700833,1.843203,0.065314,4.077594,0.068074\n",
      "\n",
      "Epoch 0/200, 1500/6287, 0:04:15.209001\n",
      "0,1500,6.084834,1.804761,0.468693,3.746840,0.245459\n",
      "\n",
      "Epoch 0/200, 1501/6287, 0:04:15.384912\n",
      "0,1501,7.305010,1.999729,0.168393,4.084779,0.153100\n",
      "\n",
      "Epoch 0/200, 1502/6287, 0:04:15.558215\n",
      "0,1502,5.291165,1.662221,0.893930,3.402308,0.485010\n",
      "\n",
      "Epoch 0/200, 1503/6287, 0:04:15.735133\n",
      "0,1503,7.222731,2.032661,0.110287,4.447397,0.193713\n",
      "\n",
      "Epoch 0/200, 1504/6287, 0:04:15.902932\n",
      "0,1504,7.520973,2.173127,0.319892,4.623945,0.321422\n",
      "\n",
      "Epoch 0/200, 1505/6287, 0:04:16.080349\n",
      "0,1505,8.051499,2.066388,0.142809,4.749998,0.420541\n",
      "\n",
      "Epoch 0/200, 1506/6287, 0:04:16.249217\n",
      "0,1506,7.961033,2.097782,0.305053,4.574397,0.304155\n",
      "\n",
      "Epoch 0/200, 1507/6287, 0:04:16.424947\n",
      "0,1507,10.979815,2.801132,0.123185,6.396512,0.137573\n",
      "\n",
      "Epoch 0/200, 1508/6287, 0:04:16.590007\n",
      "0,1508,6.756771,1.964247,0.383146,4.007537,0.243906\n",
      "\n",
      "Epoch 0/200, 1509/6287, 0:04:16.754067\n",
      "0,1509,10.113773,2.788614,0.110166,6.331929,0.094998\n",
      "\n",
      "Epoch 0/200, 1510/6287, 0:04:16.921838\n",
      "0,1510,7.774343,2.530962,0.986394,5.018946,0.605936\n",
      "\n",
      "Epoch 0/200, 1511/6287, 0:04:17.088614\n",
      "0,1511,7.103299,2.263642,0.370394,4.227557,0.191835\n",
      "\n",
      "Epoch 0/200, 1512/6287, 0:04:17.280923\n",
      "0,1512,9.541161,2.973935,0.024289,5.583950,0.066298\n",
      "\n",
      "Epoch 0/200, 1513/6287, 0:04:17.458135\n",
      "0,1513,10.516612,2.890184,0.011323,5.598868,0.234150\n",
      "\n",
      "Epoch 0/200, 1514/6287, 0:04:17.637365\n",
      "0,1514,8.228123,2.310261,0.201985,4.602994,0.190077\n",
      "\n",
      "Epoch 0/200, 1515/6287, 0:04:17.806863\n",
      "0,1515,7.142232,1.708130,0.104499,3.612788,0.206235\n",
      "\n",
      "Epoch 0/200, 1516/6287, 0:04:17.984496\n",
      "0,1516,9.027504,2.331856,0.056152,4.709847,0.253722\n",
      "\n",
      "Epoch 0/200, 1517/6287, 0:04:18.159787\n",
      "0,1517,6.554605,1.539615,0.034746,3.728879,0.389888\n",
      "\n",
      "Epoch 0/200, 1518/6287, 0:04:18.324819\n",
      "0,1518,6.407897,1.945897,0.390567,4.029245,0.448574\n",
      "\n",
      "Epoch 0/200, 1519/6287, 0:04:18.489825\n",
      "0,1519,7.676418,2.477374,0.893709,4.815552,0.664956\n",
      "\n",
      "Epoch 0/200, 1520/6287, 0:04:18.667867\n",
      "0,1520,7.465042,2.088318,0.644029,4.253761,0.348410\n",
      "\n",
      "Epoch 0/200, 1521/6287, 0:04:18.841765\n",
      "0,1521,7.662703,2.263667,0.891259,5.350736,0.504009\n",
      "\n",
      "Epoch 0/200, 1522/6287, 0:04:19.011294\n",
      "0,1522,7.226544,2.193746,1.472477,5.018647,0.791808\n",
      "\n",
      "Epoch 0/200, 1523/6287, 0:04:19.184536\n",
      "0,1523,8.531173,2.197845,0.257958,5.489915,0.142524\n",
      "\n",
      "Epoch 0/200, 1524/6287, 0:04:19.342041\n",
      "0,1524,6.040114,1.810176,0.500396,3.721116,0.591696\n",
      "\n",
      "Epoch 0/200, 1525/6287, 0:04:19.480081\n",
      "0,1525,11.903785,3.522301,0.172619,7.344033,0.363728\n",
      "\n",
      "Epoch 0/200, 1526/6287, 0:04:19.622811\n",
      "0,1526,9.921476,2.268220,0.040984,5.752105,0.595165\n",
      "\n",
      "Epoch 0/200, 1527/6287, 0:04:19.784847\n",
      "0,1527,8.753105,2.239420,0.125619,5.302837,0.438689\n",
      "\n",
      "Epoch 0/200, 1528/6287, 0:04:19.958557\n",
      "0,1528,9.146197,2.588292,0.094963,5.685122,0.197937\n",
      "\n",
      "Epoch 0/200, 1529/6287, 0:04:20.126026\n",
      "0,1529,7.072367,2.083816,0.157345,4.487654,0.411419\n",
      "\n",
      "Epoch 0/200, 1530/6287, 0:04:20.303633\n",
      "0,1530,6.895446,2.237641,0.819839,4.637843,0.618392\n",
      "\n",
      "Epoch 0/200, 1531/6287, 0:04:20.469182\n",
      "0,1531,7.870907,2.398302,0.733862,5.124578,0.583427\n",
      "\n",
      "Epoch 0/200, 1532/6287, 0:04:20.634937\n",
      "0,1532,6.838513,2.009089,0.408633,4.218356,0.206936\n",
      "\n",
      "Epoch 0/200, 1533/6287, 0:04:20.823024\n",
      "0,1533,7.791437,2.554265,0.706901,4.899856,0.466722\n",
      "\n",
      "Epoch 0/200, 1534/6287, 0:04:21.001038\n",
      "0,1534,5.816062,1.846189,1.135986,3.848495,0.575204\n",
      "\n",
      "Epoch 0/200, 1535/6287, 0:04:21.179094\n",
      "0,1535,8.175789,2.360709,0.039034,4.794080,0.102912\n",
      "\n",
      "Epoch 0/200, 1536/6287, 0:04:21.353837\n",
      "0,1536,8.612194,2.021986,0.115230,4.119627,0.337184\n",
      "\n",
      "Epoch 0/200, 1537/6287, 0:04:21.533738\n",
      "0,1537,11.110029,3.156209,0.042147,6.052681,0.260833\n",
      "\n",
      "Epoch 0/200, 1538/6287, 0:04:21.709763\n",
      "0,1538,8.985948,1.972670,0.006250,4.962194,0.411009\n",
      "\n",
      "Epoch 0/200, 1539/6287, 0:04:21.886405\n",
      "0,1539,12.907718,2.921459,0.178350,7.001558,0.146199\n",
      "\n",
      "Epoch 0/200, 1540/6287, 0:04:22.050400\n",
      "0,1540,13.767941,3.568289,0.206348,8.340080,0.281752\n",
      "\n",
      "Epoch 0/200, 1541/6287, 0:04:22.224857\n",
      "0,1541,9.254078,2.409659,0.216164,5.231330,0.187768\n",
      "\n",
      "Epoch 0/200, 1542/6287, 0:04:22.401753\n",
      "0,1542,6.202780,1.594170,0.162571,3.608354,0.228817\n",
      "\n",
      "Epoch 0/200, 1543/6287, 0:04:22.579142\n",
      "0,1543,7.949121,2.347348,0.053236,4.559211,0.125359\n",
      "\n",
      "Epoch 0/200, 1544/6287, 0:04:22.750593\n",
      "0,1544,9.017859,2.834608,0.612887,5.883481,0.320414\n",
      "\n",
      "Epoch 0/200, 1545/6287, 0:04:22.923784\n",
      "0,1545,9.608917,2.928281,1.153000,6.101419,0.615895\n",
      "\n",
      "Epoch 0/200, 1546/6287, 0:04:23.088375\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,1546,8.765927,1.988621,1.099712,6.563567,0.564935\n",
      "\n",
      "Epoch 0/200, 1547/6287, 0:04:23.256363\n",
      "0,1547,12.779604,4.056411,0.121138,7.784575,0.127277\n",
      "\n",
      "Epoch 0/200, 1548/6287, 0:04:23.421563\n",
      "0,1548,9.231259,2.310754,0.257558,5.911493,0.406727\n",
      "\n",
      "Epoch 0/200, 1549/6287, 0:04:23.601731\n",
      "0,1549,7.313818,2.174052,0.287049,3.276050,0.562150\n",
      "\n",
      "Epoch 0/200, 1550/6287, 0:04:23.790076\n",
      "0,1550,6.757487,2.129675,0.675772,4.043303,0.857620\n",
      "\n",
      "Epoch 0/200, 1551/6287, 0:04:23.961059\n",
      "0,1551,10.059581,2.597267,0.044759,6.567250,0.382648\n",
      "\n",
      "Epoch 0/200, 1552/6287, 0:04:24.128514\n",
      "0,1552,9.151943,2.604475,0.101698,5.732242,0.081597\n",
      "\n",
      "Epoch 0/200, 1553/6287, 0:04:24.295881\n",
      "0,1553,9.396976,2.545356,1.164393,5.879378,0.687005\n",
      "\n",
      "Epoch 0/200, 1554/6287, 0:04:24.476287\n",
      "0,1554,12.629549,4.105203,0.898001,8.110744,0.471087\n",
      "\n",
      "Epoch 0/200, 1555/6287, 0:04:24.650715\n",
      "0,1555,8.952645,3.139902,0.937018,5.495845,0.547854\n",
      "\n",
      "Epoch 0/200, 1556/6287, 0:04:24.814384\n",
      "0,1556,5.810341,1.736851,0.199928,3.576004,0.359282\n",
      "\n",
      "Epoch 0/200, 1557/6287, 0:04:24.983282\n",
      "0,1557,7.528426,1.934690,0.132945,4.727953,0.088848\n",
      "\n",
      "Epoch 0/200, 1558/6287, 0:04:25.161726\n",
      "0,1558,7.123804,2.131845,0.443388,4.378278,0.289869\n",
      "\n",
      "Epoch 0/200, 1559/6287, 0:04:25.333021\n",
      "0,1559,7.028260,2.096774,0.125275,4.104141,0.302517\n",
      "\n",
      "Epoch 0/200, 1560/6287, 0:04:25.494081\n",
      "0,1560,9.718557,3.348754,0.208977,5.451118,0.383335\n",
      "\n",
      "Epoch 0/200, 1561/6287, 0:04:25.652121\n",
      "0,1561,7.533828,2.431498,0.307496,4.353852,1.034207\n",
      "\n",
      "Epoch 0/200, 1562/6287, 0:04:25.809836\n",
      "0,1562,9.965981,2.825398,0.088866,6.043906,0.128234\n",
      "\n",
      "Epoch 0/200, 1563/6287, 0:04:25.968254\n",
      "0,1563,6.279731,2.238719,0.457340,3.271790,0.377240\n",
      "\n",
      "Epoch 0/200, 1564/6287, 0:04:26.126759\n",
      "0,1564,10.061384,3.238912,0.416352,6.018929,0.318735\n",
      "\n",
      "Epoch 0/200, 1565/6287, 0:04:26.290146\n",
      "0,1565,7.200961,2.441543,0.546998,4.295686,0.380163\n",
      "\n",
      "Epoch 0/200, 1566/6287, 0:04:26.456938\n",
      "0,1566,8.662746,2.680367,1.151116,5.355048,0.631884\n",
      "\n",
      "Epoch 0/200, 1567/6287, 0:04:26.630991\n",
      "0,1567,6.541223,1.859908,0.388863,3.922956,0.269905\n",
      "\n",
      "Epoch 0/200, 1568/6287, 0:04:26.795971\n",
      "0,1568,10.819395,3.554772,0.192423,6.967407,0.363790\n",
      "\n",
      "Epoch 0/200, 1569/6287, 0:04:26.961106\n",
      "0,1569,5.952337,1.636316,0.202084,3.592911,0.106142\n",
      "\n",
      "Epoch 0/200, 1570/6287, 0:04:27.137973\n",
      "0,1570,9.872658,3.023281,0.114064,5.903744,0.075257\n",
      "\n",
      "Epoch 0/200, 1571/6287, 0:04:27.303130\n",
      "0,1571,5.419313,1.489529,0.551109,3.477491,0.444812\n",
      "\n",
      "Epoch 0/200, 1572/6287, 0:04:27.468630\n",
      "0,1572,6.623723,1.863534,0.216076,3.772658,0.199680\n",
      "\n",
      "Epoch 0/200, 1573/6287, 0:04:27.647598\n",
      "0,1573,8.574316,2.504636,0.350584,5.231552,0.594205\n",
      "\n",
      "Epoch 0/200, 1574/6287, 0:04:27.825850\n",
      "0,1574,9.553707,2.630371,0.074267,5.312502,0.261868\n",
      "\n",
      "Epoch 0/200, 1575/6287, 0:04:27.991426\n",
      "0,1575,7.505182,1.956407,0.088867,4.513664,0.634023\n",
      "\n",
      "Epoch 0/200, 1576/6287, 0:04:28.158315\n",
      "0,1576,8.206903,2.018779,0.199245,4.727523,0.352232\n",
      "\n",
      "Epoch 0/200, 1577/6287, 0:04:28.317738\n",
      "0,1577,7.123835,1.954844,0.199074,4.267241,0.172789\n",
      "\n",
      "Epoch 0/200, 1578/6287, 0:04:28.475138\n",
      "0,1578,8.516350,2.412172,0.697959,5.467367,0.509887\n",
      "\n",
      "Epoch 0/200, 1579/6287, 0:04:28.635035\n",
      "0,1579,6.717299,2.023765,0.166215,4.355989,0.145392\n",
      "\n",
      "Epoch 0/200, 1580/6287, 0:04:28.798559\n",
      "0,1580,6.041796,1.768284,1.031309,3.948512,0.546642\n",
      "\n",
      "Epoch 0/200, 1581/6287, 0:04:28.989459\n",
      "0,1581,6.867441,2.047377,0.687341,4.471952,0.561491\n",
      "\n",
      "Epoch 0/200, 1582/6287, 0:04:29.172083\n",
      "0,1582,5.733957,1.550057,0.308568,3.353175,0.188426\n",
      "\n",
      "Epoch 0/200, 1583/6287, 0:04:29.349277\n",
      "0,1583,6.620576,1.824102,0.196875,3.883851,0.128107\n",
      "\n",
      "Epoch 0/200, 1584/6287, 0:04:29.513603\n",
      "0,1584,7.235397,1.984048,0.305238,4.533900,0.438352\n",
      "\n",
      "Epoch 0/200, 1585/6287, 0:04:29.697862\n",
      "0,1585,7.788532,2.230364,0.311005,4.681336,0.449247\n",
      "\n",
      "Epoch 0/200, 1586/6287, 0:04:29.871350\n",
      "0,1586,7.783855,2.058391,0.081159,4.249087,0.298129\n",
      "\n",
      "Epoch 0/200, 1587/6287, 0:04:30.037524\n",
      "0,1587,8.991707,2.333671,0.034749,4.923087,0.349863\n",
      "\n",
      "Epoch 0/200, 1588/6287, 0:04:30.203619\n",
      "0,1588,10.551792,3.242818,0.574889,6.349836,0.435556\n",
      "\n",
      "Epoch 0/200, 1589/6287, 0:04:30.369004\n",
      "0,1589,7.693823,2.421738,0.194660,4.345738,0.200520\n",
      "\n",
      "Epoch 0/200, 1590/6287, 0:04:30.538338\n",
      "0,1590,10.432705,2.995408,0.550746,6.591601,0.315469\n",
      "\n",
      "Epoch 0/200, 1591/6287, 0:04:30.715058\n",
      "0,1591,9.550811,2.422763,0.238836,6.159615,0.165757\n",
      "\n",
      "Epoch 0/200, 1592/6287, 0:04:30.879295\n",
      "0,1592,8.320116,2.700804,0.636573,4.937105,0.454518\n",
      "\n",
      "Epoch 0/200, 1593/6287, 0:04:31.042937\n",
      "0,1593,7.467194,2.208414,0.206255,4.598825,0.171945\n",
      "\n",
      "Epoch 0/200, 1594/6287, 0:04:31.209271\n",
      "0,1594,7.011613,2.098920,0.058067,4.320054,0.545941\n",
      "\n",
      "Epoch 0/200, 1595/6287, 0:04:31.377512\n",
      "0,1595,11.270330,3.361759,0.134301,6.867845,0.098387\n",
      "\n",
      "Epoch 0/200, 1596/6287, 0:04:31.521654\n",
      "0,1596,14.517771,4.167615,0.291943,9.821340,0.305895\n",
      "\n",
      "Epoch 0/200, 1597/6287, 0:04:31.693745\n",
      "0,1597,6.231267,1.748286,0.454419,3.963044,0.467086\n",
      "\n",
      "Epoch 0/200, 1598/6287, 0:04:31.852483\n",
      "0,1598,7.173892,1.739000,0.009535,4.522898,0.412995\n",
      "\n",
      "Epoch 0/200, 1599/6287, 0:04:32.022573\n",
      "0,1599,7.791009,2.355278,0.308698,4.667709,0.185038\n",
      "\n",
      "Epoch 0/200, 1600/6287, 0:04:32.190790\n",
      "0,1600,6.754669,1.656252,0.257082,3.803277,0.211885\n",
      "\n",
      "Epoch 0/200, 1601/6287, 0:04:32.351490\n",
      "0,1601,6.593820,2.095107,0.255334,3.525333,0.129153\n",
      "\n",
      "Epoch 0/200, 1602/6287, 0:04:32.511026\n",
      "0,1602,9.707873,2.636566,0.453350,5.684635,0.256792\n",
      "\n",
      "Epoch 0/200, 1603/6287, 0:04:32.668627\n",
      "0,1603,5.807887,1.877256,0.464759,3.771163,0.325666\n",
      "\n",
      "Epoch 0/200, 1604/6287, 0:04:32.827932\n",
      "0,1604,8.956986,2.481550,0.257814,5.401304,0.141529\n",
      "\n",
      "Epoch 0/200, 1605/6287, 0:04:33.003837\n",
      "0,1605,10.280254,3.099797,0.090957,5.907039,0.081492\n",
      "\n",
      "Epoch 0/200, 1606/6287, 0:04:33.184725\n",
      "0,1606,8.006378,2.297491,0.092521,4.748641,0.274864\n",
      "\n",
      "Epoch 0/200, 1607/6287, 0:04:33.353342\n",
      "0,1607,8.351027,2.503888,0.036260,4.862305,0.235642\n",
      "\n",
      "Epoch 0/200, 1608/6287, 0:04:33.524212\n",
      "0,1608,7.834386,2.209476,0.143835,4.376142,0.208203\n",
      "\n",
      "Epoch 0/200, 1609/6287, 0:04:33.689616\n",
      "0,1609,6.388226,1.861673,0.107318,3.794758,0.200024\n",
      "\n",
      "Epoch 0/200, 1610/6287, 0:04:33.849205\n",
      "0,1610,8.179234,2.292427,0.207789,4.968254,0.186868\n",
      "\n",
      "Epoch 0/200, 1611/6287, 0:04:34.012953\n",
      "0,1611,8.244630,2.463347,0.280104,4.978505,0.168619\n",
      "\n",
      "Epoch 0/200, 1612/6287, 0:04:34.176470\n",
      "0,1612,9.622828,2.612728,0.225894,6.058971,0.140752\n",
      "\n",
      "Epoch 0/200, 1613/6287, 0:04:34.341782\n",
      "0,1613,8.959641,2.199432,0.227390,5.354483,0.183255\n",
      "\n",
      "Epoch 0/200, 1614/6287, 0:04:34.507586\n",
      "0,1614,8.509336,2.531471,0.216759,5.049526,0.234746\n",
      "\n",
      "Epoch 0/200, 1615/6287, 0:04:34.673974\n",
      "0,1615,7.147952,2.199354,0.458933,4.205071,0.299657\n",
      "\n",
      "Epoch 0/200, 1616/6287, 0:04:34.840654\n",
      "0,1616,9.287184,2.361031,0.366161,4.691754,0.257049\n",
      "\n",
      "Epoch 0/200, 1617/6287, 0:04:35.004646\n",
      "0,1617,8.251907,1.850713,0.122429,4.208566,0.529679\n",
      "\n",
      "Epoch 0/200, 1618/6287, 0:04:35.168251\n",
      "0,1618,7.913402,2.343297,0.116302,4.939845,0.159175\n",
      "\n",
      "Epoch 0/200, 1619/6287, 0:04:35.338960\n",
      "0,1619,11.247566,3.197080,0.719617,7.662915,0.448569\n",
      "\n",
      "Epoch 0/200, 1620/6287, 0:04:35.508517\n",
      "0,1620,7.457270,2.226537,0.817313,5.048320,0.502731\n",
      "\n",
      "Epoch 0/200, 1621/6287, 0:04:35.662447\n",
      "0,1621,8.202385,2.011345,0.319423,4.326107,0.274089\n",
      "\n",
      "Epoch 0/200, 1622/6287, 0:04:35.816956\n",
      "0,1622,9.465822,2.622451,0.020940,5.604494,0.019905\n",
      "\n",
      "Epoch 0/200, 1623/6287, 0:04:35.998226\n",
      "0,1623,7.386451,2.185877,0.327386,4.566595,0.168177\n",
      "\n",
      "Epoch 0/200, 1624/6287, 0:04:36.173731\n",
      "0,1624,10.996202,2.881960,0.229146,7.454658,0.187280\n",
      "\n",
      "Epoch 0/200, 1625/6287, 0:04:36.338148\n",
      "0,1625,7.941696,2.207745,0.193052,4.714013,0.204397\n",
      "\n",
      "Epoch 0/200, 1626/6287, 0:04:36.501976\n",
      "0,1626,8.822985,2.182495,0.136689,6.023332,0.815707\n",
      "\n",
      "Epoch 0/200, 1627/6287, 0:04:36.668797\n",
      "0,1627,9.855048,2.555357,0.010737,5.560252,0.064749\n",
      "\n",
      "Epoch 0/200, 1628/6287, 0:04:36.845058\n",
      "0,1628,7.300802,1.915123,0.591682,4.334023,0.356950\n",
      "\n",
      "Epoch 0/200, 1629/6287, 0:04:37.016876\n",
      "0,1629,9.628054,2.672222,0.340661,6.265600,0.213899\n",
      "\n",
      "Epoch 0/200, 1630/6287, 0:04:37.193842\n",
      "0,1630,9.120825,2.671897,1.073247,6.223799,0.851598\n",
      "\n",
      "Epoch 0/200, 1631/6287, 0:04:37.361267\n",
      "0,1631,8.190082,2.408952,0.325140,5.352471,0.340884\n",
      "\n",
      "Epoch 0/200, 1632/6287, 0:04:37.530954\n",
      "0,1632,9.944924,2.457958,0.171918,6.472234,0.231785\n",
      "\n",
      "Epoch 0/200, 1633/6287, 0:04:37.713332\n",
      "0,1633,10.435140,2.988988,0.607558,6.955665,0.507934\n",
      "\n",
      "Epoch 0/200, 1634/6287, 0:04:37.893494\n",
      "0,1634,9.851573,2.657961,0.222818,6.092563,0.146298\n",
      "\n",
      "Epoch 0/200, 1635/6287, 0:04:38.084329\n",
      "0,1635,10.046921,2.944927,0.845961,6.651175,0.605855\n",
      "\n",
      "Epoch 0/200, 1636/6287, 0:04:38.262250\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,1636,7.116300,2.054184,0.304807,4.235347,0.258082\n",
      "\n",
      "Epoch 0/200, 1637/6287, 0:04:38.426879\n",
      "0,1637,7.966562,2.180048,0.054409,4.934939,0.421943\n",
      "\n",
      "Epoch 0/200, 1638/6287, 0:04:38.593654\n",
      "0,1638,10.143345,2.710670,0.001847,5.954814,0.084004\n",
      "\n",
      "Epoch 0/200, 1639/6287, 0:04:38.766340\n",
      "0,1639,11.201836,3.072016,0.066818,7.554611,0.170601\n",
      "\n",
      "Epoch 0/200, 1640/6287, 0:04:38.928669\n",
      "0,1640,6.866863,1.903463,0.236209,4.151483,0.374607\n",
      "\n",
      "Epoch 0/200, 1641/6287, 0:04:39.106436\n",
      "0,1641,10.365088,3.003020,0.214681,6.541486,0.181642\n",
      "\n",
      "Epoch 0/200, 1642/6287, 0:04:39.274834\n",
      "0,1642,5.776080,1.773278,1.337890,3.925892,0.677150\n",
      "\n",
      "Epoch 0/200, 1643/6287, 0:04:39.454118\n",
      "0,1643,7.684926,2.518354,1.481030,5.097121,0.840618\n",
      "\n",
      "Epoch 0/200, 1644/6287, 0:04:39.630098\n",
      "0,1644,9.227361,2.679631,0.185005,5.559386,0.238083\n",
      "\n",
      "Epoch 0/200, 1645/6287, 0:04:39.796726\n",
      "0,1645,11.710078,3.177486,0.022751,7.441786,0.048834\n",
      "\n",
      "Epoch 0/200, 1646/6287, 0:04:39.958481\n",
      "0,1646,9.921131,2.569307,0.077015,6.000628,0.127543\n",
      "\n",
      "Epoch 0/200, 1647/6287, 0:04:40.120984\n",
      "0,1647,10.213913,2.789003,0.077999,5.559104,0.391651\n",
      "\n",
      "Epoch 0/200, 1648/6287, 0:04:40.278221\n",
      "0,1648,7.675848,1.851720,0.101277,4.081008,0.452033\n",
      "\n",
      "Epoch 0/200, 1649/6287, 0:04:40.447881\n",
      "0,1649,7.090717,1.989497,0.114036,4.147376,0.121389\n",
      "\n",
      "Epoch 0/200, 1650/6287, 0:04:40.605724\n",
      "0,1650,7.728393,2.611623,0.128385,4.641634,0.387422\n",
      "\n",
      "Epoch 0/200, 1651/6287, 0:04:40.767457\n",
      "0,1651,7.037450,1.876607,0.324380,4.172639,0.183507\n",
      "\n",
      "Epoch 0/200, 1652/6287, 0:04:40.944816\n",
      "0,1652,9.153400,2.703344,0.448981,5.568573,0.228063\n",
      "\n",
      "Epoch 0/200, 1653/6287, 0:04:41.123720\n",
      "0,1653,7.091548,2.379171,0.157711,4.538368,0.152089\n",
      "\n",
      "Epoch 0/200, 1654/6287, 0:04:41.302475\n",
      "0,1654,6.523678,1.985309,0.901567,4.157671,0.490001\n",
      "\n",
      "Epoch 0/200, 1655/6287, 0:04:41.485288\n",
      "0,1655,11.097034,3.704452,0.356714,7.058047,0.234438\n",
      "\n",
      "Epoch 0/200, 1656/6287, 0:04:41.649648\n",
      "0,1656,11.107215,3.169926,0.309658,6.489914,0.204238\n",
      "\n",
      "Epoch 0/200, 1657/6287, 0:04:41.816631\n",
      "0,1657,10.746271,3.540565,0.014931,5.821889,0.248788\n",
      "\n",
      "Epoch 0/200, 1658/6287, 0:04:41.979698\n",
      "0,1658,12.853366,3.930526,0.104646,7.733034,0.307610\n",
      "\n",
      "Epoch 0/200, 1659/6287, 0:04:42.146154\n",
      "0,1659,7.207008,1.977526,0.140096,3.847641,0.464648\n",
      "\n",
      "Epoch 0/200, 1660/6287, 0:04:42.312132\n",
      "0,1660,7.696784,2.911224,1.403410,4.676977,0.873280\n",
      "\n",
      "Epoch 0/200, 1661/6287, 0:04:42.490573\n",
      "0,1661,7.261013,1.933711,0.029085,4.212554,0.347297\n",
      "\n",
      "Epoch 0/200, 1662/6287, 0:04:42.658041\n",
      "0,1662,9.289226,2.593282,0.098092,5.158164,0.086576\n",
      "\n",
      "Epoch 0/200, 1663/6287, 0:04:42.839965\n",
      "0,1663,7.852107,2.093367,0.029959,4.241940,0.305637\n",
      "\n",
      "Epoch 0/200, 1664/6287, 0:04:43.017696\n",
      "0,1664,8.860065,2.554497,0.057860,5.314627,0.073858\n",
      "\n",
      "Epoch 0/200, 1665/6287, 0:04:43.186315\n",
      "0,1665,10.063609,2.982929,0.588413,6.374120,0.325107\n",
      "\n",
      "Epoch 0/200, 1666/6287, 0:04:43.350832\n",
      "0,1666,9.402777,2.996630,1.308247,6.335578,0.770968\n",
      "\n",
      "Epoch 0/200, 1667/6287, 0:04:43.516116\n",
      "0,1667,8.201684,2.793388,0.623680,5.169827,0.567164\n",
      "\n",
      "Epoch 0/200, 1668/6287, 0:04:43.679194\n",
      "0,1668,5.570908,1.734524,0.119103,3.344302,0.083837\n",
      "\n",
      "Epoch 0/200, 1669/6287, 0:04:43.847043\n",
      "0,1669,8.126926,2.178462,0.154798,4.984957,0.163858\n",
      "\n",
      "Epoch 0/200, 1670/6287, 0:04:44.022737\n",
      "0,1670,7.645205,2.197888,0.027092,4.513028,0.548002\n",
      "\n",
      "Epoch 0/200, 1671/6287, 0:04:44.188475\n",
      "0,1671,6.286030,1.422016,0.281532,3.338437,0.298768\n",
      "\n",
      "Epoch 0/200, 1672/6287, 0:04:44.352430\n",
      "0,1672,7.907356,2.272202,0.354575,4.624063,0.308951\n",
      "\n",
      "Epoch 0/200, 1673/6287, 0:04:44.517012\n",
      "0,1673,9.968395,2.745418,0.059650,6.262335,0.228638\n",
      "\n",
      "Epoch 0/200, 1674/6287, 0:04:44.681746\n",
      "0,1674,6.823534,1.771328,0.077771,3.985921,0.416363\n",
      "\n",
      "Epoch 0/200, 1675/6287, 0:04:44.853271\n",
      "0,1675,7.993905,2.268206,0.022670,4.899299,0.088306\n",
      "\n",
      "Epoch 0/200, 1676/6287, 0:04:45.030495\n",
      "0,1676,6.831021,1.821772,1.112041,4.077575,0.621563\n",
      "\n",
      "Epoch 0/200, 1677/6287, 0:04:45.209367\n",
      "0,1677,6.960117,2.038881,0.610321,4.340527,0.324879\n",
      "\n",
      "Epoch 0/200, 1678/6287, 0:04:45.404881\n",
      "0,1678,7.219930,2.044167,0.347139,4.329189,0.267603\n",
      "\n",
      "Epoch 0/200, 1679/6287, 0:04:45.583858\n",
      "0,1679,9.325127,2.879025,0.368173,6.011412,0.191234\n",
      "\n",
      "Epoch 0/200, 1680/6287, 0:04:45.759130\n",
      "0,1680,11.642321,3.471179,0.228556,7.767771,0.165967\n",
      "\n",
      "Epoch 0/200, 1681/6287, 0:04:45.933927\n",
      "0,1681,8.310459,2.696804,0.483610,5.091159,0.276349\n",
      "\n",
      "Epoch 0/200, 1682/6287, 0:04:46.099858\n",
      "0,1682,7.201236,1.980865,0.612531,4.331897,0.414326\n",
      "\n",
      "Epoch 0/200, 1683/6287, 0:04:46.262901\n",
      "0,1683,10.722370,3.069891,0.365502,6.049356,0.883682\n",
      "\n",
      "Epoch 0/200, 1684/6287, 0:04:46.431054\n",
      "0,1684,7.752367,2.150089,0.098597,4.649534,0.163830\n",
      "\n",
      "Epoch 0/200, 1685/6287, 0:04:46.597728\n",
      "0,1685,6.607462,1.814875,0.432853,3.798632,0.752856\n",
      "\n",
      "Epoch 0/200, 1686/6287, 0:04:46.765508\n",
      "0,1686,9.065432,2.608410,0.352360,4.882880,0.312469\n",
      "\n",
      "Epoch 0/200, 1687/6287, 0:04:46.938988\n",
      "0,1687,9.068698,3.007440,0.865394,5.850965,0.547720\n",
      "\n",
      "Epoch 0/200, 1688/6287, 0:04:47.102724\n",
      "0,1688,6.505827,2.087294,0.471485,4.159503,0.238761\n",
      "\n",
      "Epoch 0/200, 1689/6287, 0:04:47.264522\n",
      "0,1689,6.093483,1.930883,0.425979,3.960299,0.238566\n",
      "\n",
      "Epoch 0/200, 1690/6287, 0:04:47.428274\n",
      "0,1690,6.666595,1.641171,0.865942,4.725310,0.464827\n",
      "\n",
      "Epoch 0/200, 1691/6287, 0:04:47.586356\n",
      "0,1691,9.865123,2.868520,0.428154,6.308459,0.259605\n",
      "\n",
      "Epoch 0/200, 1692/6287, 0:04:47.743502\n",
      "0,1692,10.780550,3.049671,0.105647,6.253667,0.074251\n",
      "\n",
      "Epoch 0/200, 1693/6287, 0:04:47.924732\n",
      "0,1693,12.711071,3.040033,0.040156,7.587583,0.081264\n",
      "\n",
      "Epoch 0/200, 1694/6287, 0:04:48.104654\n",
      "0,1694,10.272802,2.674251,0.293429,6.000499,0.538264\n",
      "\n",
      "Epoch 0/200, 1695/6287, 0:04:48.283246\n",
      "0,1695,9.067187,2.384053,0.142781,5.139825,0.446241\n",
      "\n",
      "Epoch 0/200, 1696/6287, 0:04:48.459083\n",
      "0,1696,8.870914,2.685705,0.039927,5.329023,0.253279\n",
      "\n",
      "Epoch 0/200, 1697/6287, 0:04:48.621447\n",
      "0,1697,10.083652,2.574574,0.312374,6.343983,0.170310\n",
      "\n",
      "Epoch 0/200, 1698/6287, 0:04:48.783676\n",
      "0,1698,10.974842,2.916265,0.299104,7.724958,0.328329\n",
      "\n",
      "Epoch 0/200, 1699/6287, 0:04:48.949232\n",
      "0,1699,7.894853,2.513211,0.649546,5.220762,0.407415\n",
      "\n",
      "Epoch 0/200, 1700/6287, 0:04:49.136088\n",
      "0,1700,7.310347,1.939485,1.266216,5.185226,0.661737\n",
      "\n",
      "Epoch 0/200, 1701/6287, 0:04:49.296739\n",
      "0,1701,6.689640,1.816671,0.190901,4.319620,0.113208\n",
      "\n",
      "Epoch 0/200, 1702/6287, 0:04:49.465632\n",
      "0,1702,7.300071,2.254827,1.008037,4.766810,0.596741\n",
      "\n",
      "Epoch 0/200, 1703/6287, 0:04:49.643409\n",
      "0,1703,6.754446,1.887091,0.578404,4.326035,0.559035\n",
      "\n",
      "Epoch 0/200, 1704/6287, 0:04:49.807496\n",
      "0,1704,11.314218,3.404449,0.120779,6.898965,0.195853\n",
      "\n",
      "Epoch 0/200, 1705/6287, 0:04:49.975626\n",
      "0,1705,8.668146,2.457071,0.026039,5.205582,0.320815\n",
      "\n",
      "Epoch 0/200, 1706/6287, 0:04:50.150253\n",
      "0,1706,6.788757,1.819713,0.261515,3.828564,0.311706\n",
      "\n",
      "Epoch 0/200, 1707/6287, 0:04:50.311003\n",
      "0,1707,11.671345,3.699378,0.129187,6.709129,0.153639\n",
      "\n",
      "Epoch 0/200, 1708/6287, 0:04:50.478600\n",
      "0,1708,11.091853,2.627739,0.139647,7.235938,0.162644\n",
      "\n",
      "Epoch 0/200, 1709/6287, 0:04:50.657132\n",
      "0,1709,8.808178,2.453729,0.027387,5.077917,0.172936\n",
      "\n",
      "Epoch 0/200, 1710/6287, 0:04:50.827781\n",
      "0,1710,7.743126,1.942120,0.638229,5.420128,0.344528\n",
      "\n",
      "Epoch 0/200, 1711/6287, 0:04:51.007787\n",
      "0,1711,7.491934,2.247305,0.237917,4.616624,0.131743\n",
      "\n",
      "Epoch 0/200, 1712/6287, 0:04:51.188429\n",
      "0,1712,6.763342,2.072651,0.982254,4.454623,0.744661\n",
      "\n",
      "Epoch 0/200, 1713/6287, 0:04:51.364291\n",
      "0,1713,7.092122,2.058761,0.205359,4.094154,0.451216\n",
      "\n",
      "Epoch 0/200, 1714/6287, 0:04:51.530227\n",
      "0,1714,10.358719,2.881563,0.230371,6.444111,0.503429\n",
      "\n",
      "Epoch 0/200, 1715/6287, 0:04:51.697725\n",
      "0,1715,12.058755,3.515952,0.228916,7.786943,0.225206\n",
      "\n",
      "Epoch 0/200, 1716/6287, 0:04:51.886655\n",
      "0,1716,8.021416,2.288147,0.053311,4.943936,0.096401\n",
      "\n",
      "Epoch 0/200, 1717/6287, 0:04:52.061319\n",
      "0,1717,9.320057,2.920747,0.309898,5.459759,0.279822\n",
      "\n",
      "Epoch 0/200, 1718/6287, 0:04:52.239635\n",
      "0,1718,10.842516,2.829073,0.169394,6.813948,0.285159\n",
      "\n",
      "Epoch 0/200, 1719/6287, 0:04:52.414349\n",
      "0,1719,10.391142,2.661398,0.393245,6.859444,0.197911\n",
      "\n",
      "Epoch 0/200, 1720/6287, 0:04:52.583898\n",
      "0,1720,7.333473,2.150621,0.788481,4.581748,0.550874\n",
      "\n",
      "Epoch 0/200, 1721/6287, 0:04:52.754961\n",
      "0,1721,7.000190,1.985979,0.187058,4.049504,0.500699\n",
      "\n",
      "Epoch 0/200, 1722/6287, 0:04:52.913881\n",
      "0,1722,6.707338,1.903374,0.079800,3.992581,0.081246\n",
      "\n",
      "Epoch 0/200, 1723/6287, 0:04:53.083445\n",
      "0,1723,7.999490,2.680388,0.437605,4.902176,0.291218\n",
      "\n",
      "Epoch 0/200, 1724/6287, 0:04:53.260335\n",
      "0,1724,7.329701,2.335099,0.295763,4.734214,0.207193\n",
      "\n",
      "Epoch 0/200, 1725/6287, 0:04:53.435387\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,1725,7.139654,2.187006,0.327151,4.492333,0.322202\n",
      "\n",
      "Epoch 0/200, 1726/6287, 0:04:53.601807\n",
      "0,1726,9.717453,2.582550,1.115731,6.942481,0.687464\n",
      "\n",
      "Epoch 0/200, 1727/6287, 0:04:53.764955\n",
      "0,1727,6.486619,1.693286,0.088022,3.998137,0.205428\n",
      "\n",
      "Epoch 0/200, 1728/6287, 0:04:53.923191\n",
      "0,1728,9.006897,2.905974,0.002994,5.932163,0.247684\n",
      "\n",
      "Epoch 0/200, 1729/6287, 0:04:54.059858\n",
      "0,1729,8.302412,2.704604,0.432309,5.427650,0.372545\n",
      "\n",
      "Epoch 0/200, 1730/6287, 0:04:54.196638\n",
      "0,1730,8.829612,2.517632,0.641934,5.896857,0.391599\n",
      "\n",
      "Epoch 0/200, 1731/6287, 0:04:54.332786\n",
      "0,1731,8.324320,2.462394,0.617727,5.373154,0.441408\n",
      "\n",
      "Epoch 0/200, 1732/6287, 0:04:54.480006\n",
      "0,1732,8.650049,2.963639,0.450436,5.292564,0.655902\n",
      "\n",
      "Epoch 0/200, 1733/6287, 0:04:54.648524\n",
      "0,1733,8.733695,2.714464,0.449217,5.422569,0.742842\n",
      "\n",
      "Epoch 0/200, 1734/6287, 0:04:54.810727\n",
      "0,1734,7.083816,1.842581,0.110220,4.298866,0.092771\n",
      "\n",
      "Epoch 0/200, 1735/6287, 0:04:54.979976\n",
      "0,1735,8.600801,2.109308,0.034842,5.403166,0.105560\n",
      "\n",
      "Epoch 0/200, 1736/6287, 0:04:55.141996\n",
      "0,1736,7.620564,2.289073,0.847809,4.775643,0.529206\n",
      "\n",
      "Epoch 0/200, 1737/6287, 0:04:55.301951\n",
      "0,1737,10.553850,3.006669,0.340073,6.585098,0.503486\n",
      "\n",
      "Epoch 0/200, 1738/6287, 0:04:55.482336\n",
      "0,1738,8.115964,2.413649,0.105190,5.079303,0.375297\n",
      "\n",
      "Epoch 0/200, 1739/6287, 0:04:55.654272\n",
      "0,1739,6.535450,2.109845,0.090987,4.133199,0.274215\n",
      "\n",
      "Epoch 0/200, 1740/6287, 0:04:55.843747\n",
      "0,1740,5.904701,1.641980,0.631865,3.802565,0.497059\n",
      "\n",
      "Epoch 0/200, 1741/6287, 0:04:56.022445\n",
      "0,1741,6.431388,2.048467,0.122252,4.170707,0.213191\n",
      "\n",
      "Epoch 0/200, 1742/6287, 0:04:56.190108\n",
      "0,1742,6.854480,2.024220,0.305405,4.688120,0.172735\n",
      "\n",
      "Epoch 0/200, 1743/6287, 0:04:56.367002\n",
      "0,1743,6.784244,1.872982,0.665021,4.663527,0.375231\n",
      "\n",
      "Epoch 0/200, 1744/6287, 0:04:56.540513\n",
      "0,1744,8.712635,2.611372,0.481979,5.718563,0.279364\n",
      "\n",
      "Epoch 0/200, 1745/6287, 0:04:56.714692\n",
      "0,1745,6.580296,2.066269,1.473021,4.045547,0.858552\n",
      "\n",
      "Epoch 0/200, 1746/6287, 0:04:56.883955\n",
      "0,1746,9.251738,2.676672,0.528149,5.729353,0.306636\n",
      "\n",
      "Epoch 0/200, 1747/6287, 0:04:57.055102\n",
      "0,1747,8.907452,2.333941,0.234377,4.623211,0.380136\n",
      "\n",
      "Epoch 0/200, 1748/6287, 0:04:57.225901\n",
      "0,1748,7.932517,2.031599,0.200820,4.346128,0.189833\n",
      "\n",
      "Epoch 0/200, 1749/6287, 0:04:57.404062\n",
      "0,1749,7.587640,1.798771,0.192743,4.107627,0.465041\n",
      "\n",
      "Epoch 0/200, 1750/6287, 0:04:57.572483\n",
      "0,1750,10.792868,2.780821,0.198008,6.166633,0.270152\n",
      "\n",
      "Epoch 0/200, 1751/6287, 0:04:57.730437\n",
      "0,1751,6.787442,1.940065,0.488459,4.038404,0.370259\n",
      "\n",
      "Epoch 0/200, 1752/6287, 0:04:57.889442\n",
      "0,1752,6.580515,1.724882,0.576004,4.077800,0.526107\n",
      "\n",
      "Epoch 0/200, 1753/6287, 0:04:58.053714\n",
      "0,1753,7.724740,2.136642,0.431740,4.938504,0.292249\n",
      "\n",
      "Epoch 0/200, 1754/6287, 0:04:58.227252\n",
      "0,1754,6.518315,1.849375,1.233658,4.513931,0.642589\n",
      "\n",
      "Epoch 0/200, 1755/6287, 0:04:58.399666\n",
      "0,1755,9.906765,3.045220,0.043474,6.564142,0.141868\n",
      "\n",
      "Epoch 0/200, 1756/6287, 0:04:58.576427\n",
      "0,1756,8.314084,2.566506,0.179662,4.932132,0.103104\n",
      "\n",
      "Epoch 0/200, 1757/6287, 0:04:58.741963\n",
      "0,1757,11.432796,3.468553,0.693898,6.933863,0.548952\n",
      "\n",
      "Epoch 0/200, 1758/6287, 0:04:58.923147\n",
      "0,1758,7.422786,2.051681,0.269153,4.506660,0.336478\n",
      "\n",
      "Epoch 0/200, 1759/6287, 0:04:59.085770\n",
      "0,1759,13.231991,3.600023,0.935668,8.954264,0.705591\n",
      "\n",
      "Epoch 0/200, 1760/6287, 0:04:59.250873\n",
      "0,1760,7.600306,2.071177,0.092178,4.237280,0.371354\n",
      "\n",
      "Epoch 0/200, 1761/6287, 0:04:59.429345\n",
      "0,1761,11.027554,3.263738,0.021382,6.725803,0.569829\n",
      "\n",
      "Epoch 0/200, 1762/6287, 0:04:59.609618\n",
      "0,1762,7.861631,2.469231,0.249038,4.553370,0.143029\n",
      "\n",
      "Epoch 0/200, 1763/6287, 0:04:59.800899\n",
      "0,1763,9.842425,2.739009,0.132206,5.431063,0.412389\n",
      "\n",
      "Epoch 0/200, 1764/6287, 0:04:59.978879\n",
      "0,1764,11.046696,3.212945,0.410893,6.781419,0.381152\n",
      "\n",
      "Epoch 0/200, 1765/6287, 0:05:00.139885\n",
      "0,1765,6.149936,1.681609,0.745781,3.706920,0.405055\n",
      "\n",
      "Epoch 0/200, 1766/6287, 0:05:00.300066\n",
      "0,1766,6.196620,1.837896,0.732909,3.991371,0.442313\n",
      "\n",
      "Epoch 0/200, 1767/6287, 0:05:00.469650\n",
      "0,1767,7.251344,2.061351,0.381138,3.964154,0.216745\n",
      "\n",
      "Epoch 0/200, 1768/6287, 0:05:00.645202\n",
      "0,1768,6.586640,1.772886,0.486979,4.022925,0.591255\n",
      "\n",
      "Epoch 0/200, 1769/6287, 0:05:00.810322\n",
      "0,1769,6.833797,2.105418,0.845039,4.483173,0.603280\n",
      "\n",
      "Epoch 0/200, 1770/6287, 0:05:00.985167\n",
      "0,1770,12.478340,3.812502,0.448236,7.276212,0.293518\n",
      "\n",
      "Epoch 0/200, 1771/6287, 0:05:01.158406\n",
      "0,1771,7.113145,2.165454,0.114545,4.419705,0.377797\n",
      "\n",
      "Epoch 0/200, 1772/6287, 0:05:01.335477\n",
      "0,1772,9.532346,2.804163,0.748148,5.334805,0.557534\n",
      "\n",
      "Epoch 0/200, 1773/6287, 0:05:01.516782\n",
      "0,1773,14.601344,4.458254,0.151818,8.577959,0.243855\n",
      "\n",
      "Epoch 0/200, 1774/6287, 0:05:01.693704\n",
      "0,1774,8.441877,2.140707,0.533710,4.707515,0.883280\n",
      "\n",
      "Epoch 0/200, 1775/6287, 0:05:01.861868\n",
      "0,1775,7.604007,2.236740,0.184187,4.997469,1.080409\n",
      "\n",
      "Epoch 0/200, 1776/6287, 0:05:02.027507\n",
      "0,1776,8.292433,2.215345,0.365506,5.332001,0.447196\n",
      "\n",
      "Epoch 0/200, 1777/6287, 0:05:02.194184\n",
      "0,1777,7.419234,2.260541,0.558357,4.418559,0.494448\n",
      "\n",
      "Epoch 0/200, 1778/6287, 0:05:02.359128\n",
      "0,1778,7.443080,2.499407,0.650413,4.824038,0.646044\n",
      "\n",
      "Epoch 0/200, 1779/6287, 0:05:02.528511\n",
      "0,1779,6.516393,1.760122,0.661882,4.489479,0.551706\n",
      "\n",
      "Epoch 0/200, 1780/6287, 0:05:02.708664\n",
      "0,1780,6.174150,1.702953,0.578637,4.043989,0.298902\n",
      "\n",
      "Epoch 0/200, 1781/6287, 0:05:02.884949\n",
      "0,1781,5.674413,1.696985,0.748345,3.659428,0.404718\n",
      "\n",
      "Epoch 0/200, 1782/6287, 0:05:03.050291\n",
      "0,1782,11.758530,3.439667,0.927603,8.112211,0.684703\n",
      "\n",
      "Epoch 0/200, 1783/6287, 0:05:03.219785\n",
      "0,1783,5.621588,1.698982,0.248124,3.526563,0.301199\n",
      "\n",
      "Epoch 0/200, 1784/6287, 0:05:03.408588\n",
      "0,1784,8.116564,2.712281,0.331276,5.152408,0.265268\n",
      "\n",
      "Epoch 0/200, 1785/6287, 0:05:03.584522\n",
      "0,1785,6.001681,1.628089,0.230971,3.490001,0.227018\n",
      "\n",
      "Epoch 0/200, 1786/6287, 0:05:03.761923\n",
      "0,1786,6.593937,1.978118,0.585842,4.188439,0.312882\n",
      "\n",
      "Epoch 0/200, 1787/6287, 0:05:03.935923\n",
      "0,1787,11.034151,3.222026,0.274281,6.947270,0.280372\n",
      "\n",
      "Epoch 0/200, 1788/6287, 0:05:04.096019\n",
      "0,1788,5.957455,1.781514,0.523487,3.795517,0.692571\n",
      "\n",
      "Epoch 0/200, 1789/6287, 0:05:04.256603\n",
      "0,1789,8.182051,2.144071,0.321807,5.173363,0.400239\n",
      "\n",
      "Epoch 0/200, 1790/6287, 0:05:04.432886\n",
      "0,1790,5.392669,1.320777,0.300114,2.841652,0.457395\n",
      "\n",
      "Epoch 0/200, 1791/6287, 0:05:04.598382\n",
      "0,1791,8.079236,2.460421,0.627492,5.228248,0.956059\n",
      "\n",
      "Epoch 0/200, 1792/6287, 0:05:04.767952\n",
      "0,1792,10.190502,3.205586,0.431984,6.453760,0.538072\n",
      "\n",
      "Epoch 0/200, 1793/6287, 0:05:04.937324\n",
      "0,1793,8.730108,2.558186,0.411434,5.550021,0.301167\n",
      "\n",
      "Epoch 0/200, 1794/6287, 0:05:05.117854\n",
      "0,1794,7.088756,2.209537,0.787727,4.600755,0.598930\n",
      "\n",
      "Epoch 0/200, 1795/6287, 0:05:05.292380\n",
      "0,1795,6.546966,1.981777,0.469735,4.230055,0.419439\n",
      "\n",
      "Epoch 0/200, 1796/6287, 0:05:05.462702\n",
      "0,1796,8.756178,3.077189,1.249168,5.589948,0.790987\n",
      "\n",
      "Epoch 0/200, 1797/6287, 0:05:05.639233\n",
      "0,1797,8.071800,2.168964,0.418609,5.269900,0.307385\n",
      "\n",
      "Epoch 0/200, 1798/6287, 0:05:05.805182\n",
      "0,1798,7.956143,2.070733,0.259178,5.041621,0.323254\n",
      "\n",
      "Epoch 0/200, 1799/6287, 0:05:05.973576\n",
      "0,1799,9.970428,2.291686,0.244579,6.062194,0.374648\n",
      "\n",
      "Epoch 0/200, 1800/6287, 0:05:06.140753\n",
      "0,1800,8.233015,2.199629,0.085272,4.932609,0.268592\n",
      "\n",
      "Epoch 0/200, 1801/6287, 0:05:06.316633\n",
      "0,1801,7.280135,1.938148,0.258215,3.865326,0.385806\n",
      "\n",
      "Epoch 0/200, 1802/6287, 0:05:06.496379\n",
      "0,1802,8.492228,2.820539,0.585027,5.206277,1.070950\n",
      "\n",
      "Epoch 0/200, 1803/6287, 0:05:06.662999\n",
      "0,1803,11.934086,3.646068,0.209494,7.229381,0.421850\n",
      "\n",
      "Epoch 0/200, 1804/6287, 0:05:06.829563\n",
      "0,1804,6.417191,1.672099,0.202784,3.806417,0.314454\n",
      "\n",
      "Epoch 0/200, 1805/6287, 0:05:07.021130\n",
      "0,1805,9.531109,2.623550,0.625390,5.957524,0.904051\n",
      "\n",
      "Epoch 0/200, 1806/6287, 0:05:07.197370\n",
      "0,1806,12.101988,3.711700,0.707890,8.050707,0.390162\n",
      "\n",
      "Epoch 0/200, 1807/6287, 0:05:07.378739\n",
      "0,1807,5.465925,1.751670,0.317428,2.976569,0.288876\n",
      "\n",
      "Epoch 0/200, 1808/6287, 0:05:07.542832\n",
      "0,1808,8.996603,2.682045,0.011894,5.469161,0.180488\n",
      "\n",
      "Epoch 0/200, 1809/6287, 0:05:07.708504\n",
      "0,1809,7.492420,2.155360,0.331927,4.463050,0.269574\n",
      "\n",
      "Epoch 0/200, 1810/6287, 0:05:07.874372\n",
      "0,1810,9.515150,2.823559,0.328724,5.737909,0.197917\n",
      "\n",
      "Epoch 0/200, 1811/6287, 0:05:08.045531\n",
      "0,1811,7.584051,2.260092,0.545052,4.679718,0.470997\n",
      "\n",
      "Epoch 0/200, 1812/6287, 0:05:08.223119\n",
      "0,1812,8.854219,2.697589,0.191431,5.432659,0.123008\n",
      "\n",
      "Epoch 0/200, 1813/6287, 0:05:08.391684\n",
      "0,1813,7.498168,2.017266,0.067589,4.111759,0.246140\n",
      "\n",
      "Epoch 0/200, 1814/6287, 0:05:08.569402\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,1814,5.223252,1.366176,0.060648,3.197253,0.244820\n",
      "\n",
      "Epoch 0/200, 1815/6287, 0:05:08.728777\n",
      "0,1815,10.567481,3.300415,0.027689,6.218493,0.023650\n",
      "\n",
      "Epoch 0/200, 1816/6287, 0:05:08.866958\n",
      "0,1816,9.279099,2.751245,0.123132,5.806526,0.207486\n",
      "\n",
      "Epoch 0/200, 1817/6287, 0:05:09.010771\n",
      "0,1817,9.301620,2.776798,0.752366,5.719853,0.628810\n",
      "\n",
      "Epoch 0/200, 1818/6287, 0:05:09.161941\n",
      "0,1818,8.021315,2.326505,0.262464,5.041879,0.183914\n",
      "\n",
      "Epoch 0/200, 1819/6287, 0:05:09.324818\n",
      "0,1819,11.277678,3.431700,0.637249,7.277201,0.394447\n",
      "\n",
      "Epoch 0/200, 1820/6287, 0:05:09.501129\n",
      "0,1820,9.799757,2.925848,0.367030,6.199651,0.237646\n",
      "\n",
      "Epoch 0/200, 1821/6287, 0:05:09.675228\n",
      "0,1821,8.596600,2.297335,0.413655,5.782825,0.368663\n",
      "\n",
      "Epoch 0/200, 1822/6287, 0:05:09.856285\n",
      "0,1822,9.800724,2.554750,0.241308,6.788660,0.373158\n",
      "\n",
      "Epoch 0/200, 1823/6287, 0:05:10.033224\n",
      "0,1823,14.351257,3.853500,0.237813,9.603167,0.161632\n",
      "\n",
      "Epoch 0/200, 1824/6287, 0:05:10.212454\n",
      "0,1824,8.130473,2.154368,0.096537,4.624046,0.397083\n",
      "\n",
      "Epoch 0/200, 1825/6287, 0:05:10.383782\n",
      "0,1825,8.971287,2.435490,0.216050,5.234868,0.293327\n",
      "\n",
      "Epoch 0/200, 1826/6287, 0:05:10.548772\n",
      "0,1826,10.051458,2.962019,0.174315,6.270712,0.309174\n",
      "\n",
      "Epoch 0/200, 1827/6287, 0:05:10.723119\n",
      "0,1827,9.365095,2.706434,0.251354,5.592147,0.260702\n",
      "\n",
      "Epoch 0/200, 1828/6287, 0:05:10.911024\n",
      "0,1828,9.993565,2.982807,0.142196,6.450606,0.251950\n",
      "\n",
      "Epoch 0/200, 1829/6287, 0:05:11.091817\n",
      "0,1829,7.681017,2.304900,0.877289,5.110614,0.441412\n",
      "\n",
      "Epoch 0/200, 1830/6287, 0:05:11.273088\n",
      "0,1830,9.605175,2.826711,0.428027,6.411085,0.293135\n",
      "\n",
      "Epoch 0/200, 1831/6287, 0:05:11.450343\n",
      "0,1831,7.095351,1.931729,0.315120,4.354855,0.253092\n",
      "\n",
      "Epoch 0/200, 1832/6287, 0:05:11.621962\n",
      "0,1832,10.917498,3.160653,0.491063,7.134691,0.259069\n",
      "\n",
      "Epoch 0/200, 1833/6287, 0:05:11.797409\n",
      "0,1833,7.719240,2.122574,0.081536,4.438201,0.364534\n",
      "\n",
      "Epoch 0/200, 1834/6287, 0:05:11.968676\n",
      "0,1834,7.935002,2.250396,0.423552,4.885768,0.245413\n",
      "\n",
      "Epoch 0/200, 1835/6287, 0:05:12.135639\n",
      "0,1835,18.127752,4.805013,0.004646,11.945267,0.056376\n",
      "\n",
      "Epoch 0/200, 1836/6287, 0:05:12.302943\n",
      "0,1836,8.359543,2.420449,0.066483,4.933927,0.499908\n",
      "\n",
      "Epoch 0/200, 1837/6287, 0:05:12.472131\n",
      "0,1837,7.213869,1.849723,0.096775,3.703651,0.185890\n",
      "\n",
      "Epoch 0/200, 1838/6287, 0:05:12.650845\n",
      "0,1838,12.815464,4.049974,0.319050,8.380880,0.477559\n",
      "\n",
      "Epoch 0/200, 1839/6287, 0:05:12.828080\n",
      "0,1839,4.912982,1.328884,0.666514,2.954549,0.373258\n",
      "\n",
      "Epoch 0/200, 1840/6287, 0:05:12.997367\n",
      "0,1840,10.492545,3.387609,0.556705,6.843578,0.280128\n",
      "\n",
      "Epoch 0/200, 1841/6287, 0:05:13.177166\n",
      "0,1841,9.939132,3.329371,0.346660,6.127703,0.204821\n",
      "\n",
      "Epoch 0/200, 1842/6287, 0:05:13.357867\n",
      "0,1842,8.364491,2.576370,0.303443,5.009801,0.288332\n",
      "\n",
      "Epoch 0/200, 1843/6287, 0:05:13.538933\n",
      "0,1843,9.844906,2.870485,0.104294,6.046724,0.250520\n",
      "\n",
      "Epoch 0/200, 1844/6287, 0:05:13.716047\n",
      "0,1844,9.273984,3.042130,0.174418,5.087374,0.300964\n",
      "\n",
      "Epoch 0/200, 1845/6287, 0:05:13.880590\n",
      "0,1845,8.592836,2.123898,0.151725,5.214104,0.239969\n",
      "\n",
      "Epoch 0/200, 1846/6287, 0:05:14.048119\n",
      "0,1846,8.424356,2.005177,0.312565,5.637852,0.567070\n",
      "\n",
      "Epoch 0/200, 1847/6287, 0:05:14.217767\n",
      "0,1847,7.872627,2.062158,0.475640,5.038561,0.415784\n",
      "\n",
      "Epoch 0/200, 1848/6287, 0:05:14.409964\n",
      "0,1848,8.142715,2.556983,0.370413,5.296049,0.303739\n",
      "\n",
      "Epoch 0/200, 1849/6287, 0:05:14.588810\n",
      "0,1849,6.227456,1.806921,0.275490,3.838245,0.255090\n",
      "\n",
      "Epoch 0/200, 1850/6287, 0:05:14.760898\n",
      "0,1850,7.790466,2.219502,0.636389,5.057940,0.483795\n",
      "\n",
      "Epoch 0/200, 1851/6287, 0:05:14.919837\n",
      "0,1851,6.727746,2.050635,0.662961,4.589876,0.422076\n",
      "\n",
      "Epoch 0/200, 1852/6287, 0:05:15.087086\n",
      "0,1852,7.349404,2.106490,0.298668,4.403027,0.237781\n",
      "\n",
      "Epoch 0/200, 1853/6287, 0:05:15.264765\n",
      "0,1853,8.133545,2.450367,0.010867,4.545272,0.130968\n",
      "\n",
      "Epoch 0/200, 1854/6287, 0:05:15.443157\n",
      "0,1854,7.708221,2.520566,0.956858,4.410989,0.700510\n",
      "\n",
      "Epoch 0/200, 1855/6287, 0:05:15.607167\n",
      "0,1855,8.016833,1.920406,0.316265,5.184434,0.240248\n",
      "\n",
      "Epoch 0/200, 1856/6287, 0:05:15.774195\n",
      "0,1856,9.225327,2.667440,0.031857,5.262352,0.134826\n",
      "\n",
      "Epoch 0/200, 1857/6287, 0:05:15.955640\n",
      "0,1857,8.273507,2.302515,0.176139,4.913704,0.130490\n",
      "\n",
      "Epoch 0/200, 1858/6287, 0:05:16.132999\n",
      "0,1858,7.173898,2.058328,0.441330,4.087376,0.722169\n",
      "\n",
      "Epoch 0/200, 1859/6287, 0:05:16.297995\n",
      "0,1859,7.724928,2.361082,0.509236,4.615538,0.418550\n",
      "\n",
      "Epoch 0/200, 1860/6287, 0:05:16.467066\n",
      "0,1860,8.933478,2.736590,0.345881,5.433952,0.269060\n",
      "\n",
      "Epoch 0/200, 1861/6287, 0:05:16.646651\n",
      "0,1861,8.778849,2.616275,0.278735,5.238028,0.155199\n",
      "\n",
      "Epoch 0/200, 1862/6287, 0:05:16.824261\n",
      "0,1862,5.822982,1.709007,0.235015,3.643668,0.194197\n",
      "\n",
      "Epoch 0/200, 1863/6287, 0:05:16.989154\n",
      "0,1863,10.058693,3.044996,0.150730,5.821895,0.141223\n",
      "\n",
      "Epoch 0/200, 1864/6287, 0:05:17.156052\n",
      "0,1864,8.543894,2.595680,0.936940,5.135662,0.513987\n",
      "\n",
      "Epoch 0/200, 1865/6287, 0:05:17.322729\n",
      "0,1865,6.342532,1.783857,0.588456,3.846384,0.433836\n",
      "\n",
      "Epoch 0/200, 1866/6287, 0:05:17.490362\n",
      "0,1866,9.159871,2.381220,0.822230,5.162535,0.493748\n",
      "\n",
      "Epoch 0/200, 1867/6287, 0:05:17.657265\n",
      "0,1867,6.499676,1.203351,0.107350,2.784588,0.331942\n",
      "\n",
      "Epoch 0/200, 1868/6287, 0:05:17.826477\n",
      "0,1868,8.063260,2.387091,0.154987,4.614798,0.582698\n",
      "\n",
      "Epoch 0/200, 1869/6287, 0:05:18.004913\n",
      "0,1869,8.693770,2.011912,0.065271,4.436324,0.501205\n",
      "\n",
      "Epoch 0/200, 1870/6287, 0:05:18.173246\n",
      "0,1870,7.378930,2.101399,0.143461,4.339576,0.835304\n",
      "\n",
      "Epoch 0/200, 1871/6287, 0:05:18.365406\n",
      "0,1871,6.077394,1.782588,1.040035,4.080482,0.568857\n",
      "\n",
      "Epoch 0/200, 1872/6287, 0:05:18.541544\n",
      "0,1872,14.335615,4.347038,1.076300,9.253793,0.604931\n",
      "\n",
      "Epoch 0/200, 1873/6287, 0:05:18.711828\n",
      "0,1873,9.058521,3.128822,1.016673,5.371987,0.607249\n",
      "\n",
      "Epoch 0/200, 1874/6287, 0:05:18.869088\n",
      "0,1874,6.457879,1.686257,0.153019,4.103747,0.078770\n",
      "\n",
      "Epoch 0/200, 1875/6287, 0:05:19.036166\n",
      "0,1875,7.763145,2.287637,0.249346,5.010680,0.244484\n",
      "\n",
      "Epoch 0/200, 1876/6287, 0:05:19.214550\n",
      "0,1876,7.321768,1.914309,1.010002,4.311891,0.736303\n",
      "\n",
      "Epoch 0/200, 1877/6287, 0:05:19.380150\n",
      "0,1877,9.879498,2.935708,0.243107,5.123326,0.375994\n",
      "\n",
      "Epoch 0/200, 1878/6287, 0:05:19.547859\n",
      "0,1878,10.003508,3.136050,0.107358,6.071256,0.146903\n",
      "\n",
      "Epoch 0/200, 1879/6287, 0:05:19.721534\n",
      "0,1879,8.067715,2.222153,0.011862,4.817734,0.593054\n",
      "\n",
      "Epoch 0/200, 1880/6287, 0:05:19.884308\n",
      "0,1880,10.945055,2.419898,0.217951,7.037326,0.179281\n",
      "\n",
      "Epoch 0/200, 1881/6287, 0:05:20.062468\n",
      "0,1881,9.499012,2.566607,0.946542,6.649890,0.729261\n",
      "\n",
      "Epoch 0/200, 1882/6287, 0:05:20.239208\n",
      "0,1882,6.464512,1.736579,0.157705,4.401213,0.205283\n",
      "\n",
      "Epoch 0/200, 1883/6287, 0:05:20.418927\n",
      "0,1883,7.781031,2.497918,0.964364,5.196822,0.575846\n",
      "\n",
      "Epoch 0/200, 1884/6287, 0:05:20.598819\n",
      "0,1884,7.950930,2.642596,0.196101,5.291565,0.266624\n",
      "\n",
      "Epoch 0/200, 1885/6287, 0:05:20.786153\n",
      "0,1885,9.512586,2.715854,0.123975,6.651853,0.181029\n",
      "\n",
      "Epoch 0/200, 1886/6287, 0:05:20.961079\n",
      "0,1886,10.134924,3.455011,0.179476,6.549933,0.115301\n",
      "\n",
      "Epoch 0/200, 1887/6287, 0:05:21.128347\n",
      "0,1887,6.827642,1.730331,1.110540,4.881332,0.755493\n",
      "\n",
      "Epoch 0/200, 1888/6287, 0:05:21.293283\n",
      "0,1888,6.537961,1.752191,0.302939,4.389729,0.295326\n",
      "\n",
      "Epoch 0/200, 1889/6287, 0:05:21.460237\n",
      "0,1889,6.223619,1.656199,0.976059,4.276479,0.628131\n",
      "\n",
      "Epoch 0/200, 1890/6287, 0:05:21.623274\n",
      "0,1890,16.862736,5.139285,0.100176,10.372187,0.640878\n",
      "\n",
      "Epoch 0/200, 1891/6287, 0:05:21.797761\n",
      "0,1891,7.792191,2.308726,0.150141,4.633692,0.592393\n",
      "\n",
      "Epoch 0/200, 1892/6287, 0:05:21.989686\n",
      "0,1892,10.677240,3.113965,0.005928,5.715922,0.640907\n",
      "\n",
      "Epoch 0/200, 1893/6287, 0:05:22.162399\n",
      "0,1893,12.677752,3.388434,0.035785,7.704123,0.527421\n",
      "\n",
      "Epoch 0/200, 1894/6287, 0:05:22.330702\n",
      "0,1894,9.320064,2.522049,0.765142,6.108403,0.675688\n",
      "\n",
      "Epoch 0/200, 1895/6287, 0:05:22.507283\n",
      "0,1895,6.685026,1.923476,0.058558,4.107970,0.318475\n",
      "\n",
      "Epoch 0/200, 1896/6287, 0:05:22.683367\n",
      "0,1896,7.167381,2.009384,0.329461,4.379715,0.277296\n",
      "\n",
      "Epoch 0/200, 1897/6287, 0:05:22.850129\n",
      "0,1897,10.610910,3.503883,1.158501,7.096677,0.697855\n",
      "\n",
      "Epoch 0/200, 1898/6287, 0:05:23.022287\n",
      "0,1898,8.217011,2.435701,0.440456,5.548638,0.229512\n",
      "\n",
      "Epoch 0/200, 1899/6287, 0:05:23.200241\n",
      "0,1899,8.072421,1.916921,0.410094,5.457586,0.237128\n",
      "\n",
      "Epoch 0/200, 1900/6287, 0:05:23.381826\n",
      "0,1900,9.000835,2.684541,0.811285,6.022338,0.410167\n",
      "\n",
      "Epoch 0/200, 1901/6287, 0:05:23.548641\n",
      "0,1901,6.822082,1.879014,1.131880,3.998270,0.652606\n",
      "\n",
      "Epoch 0/200, 1902/6287, 0:05:23.719118\n",
      "0,1902,9.967202,2.430186,0.266336,7.013555,0.509852\n",
      "\n",
      "Epoch 0/200, 1903/6287, 0:05:23.905228\n",
      "0,1903,11.021901,3.010869,0.103798,7.097385,0.285681\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0/200, 1904/6287, 0:05:24.122248\n",
      "0,1904,9.191916,2.422805,0.053010,5.172800,0.512406\n",
      "\n",
      "Epoch 0/200, 1905/6287, 0:05:24.296148\n",
      "0,1905,7.565437,1.892308,0.057023,3.935812,0.217660\n",
      "\n",
      "Epoch 0/200, 1906/6287, 0:05:24.475457\n",
      "0,1906,10.001408,2.203341,0.013650,5.341117,0.341858\n",
      "\n",
      "Epoch 0/200, 1907/6287, 0:05:24.644941\n",
      "0,1907,8.847935,2.323860,0.393568,5.413007,0.869406\n",
      "\n",
      "Epoch 0/200, 1908/6287, 0:05:24.822254\n",
      "0,1908,8.957253,2.424819,0.094922,5.290683,0.085587\n",
      "\n",
      "Epoch 0/200, 1909/6287, 0:05:24.989707\n",
      "0,1909,11.448380,3.427584,0.270770,7.019314,0.154394\n",
      "\n",
      "Epoch 0/200, 1910/6287, 0:05:25.159878\n",
      "0,1910,14.580348,4.060072,0.411768,10.046162,0.291278\n",
      "\n",
      "Epoch 0/200, 1911/6287, 0:05:25.336179\n",
      "0,1911,8.160654,2.211525,0.616026,4.855105,0.409086\n",
      "\n",
      "Epoch 0/200, 1912/6287, 0:05:25.504685\n",
      "0,1912,7.694075,2.236478,0.865795,5.123874,0.670476\n",
      "\n",
      "Epoch 0/200, 1913/6287, 0:05:25.671986\n",
      "0,1913,5.435093,1.490048,0.301254,3.377543,0.586770\n",
      "\n",
      "Epoch 0/200, 1914/6287, 0:05:25.851776\n",
      "0,1914,10.062141,2.814904,0.070769,5.771308,0.222491\n",
      "\n",
      "Epoch 0/200, 1915/6287, 0:05:26.017981\n",
      "0,1915,14.332539,4.567811,0.262231,8.989374,0.261757\n",
      "\n",
      "Epoch 0/200, 1916/6287, 0:05:26.183501\n",
      "0,1916,11.838852,3.477844,0.246824,6.984112,0.781871\n",
      "\n",
      "Epoch 0/200, 1917/6287, 0:05:26.349146\n",
      "0,1917,6.515617,1.718382,0.153211,3.909962,0.286683\n",
      "\n",
      "Epoch 0/200, 1918/6287, 0:05:26.521458\n",
      "0,1918,8.632933,2.285953,0.240685,5.459013,0.172703\n",
      "\n",
      "Epoch 0/200, 1919/6287, 0:05:26.696241\n",
      "0,1919,12.314759,3.947471,0.336808,8.220566,0.255905\n",
      "\n",
      "Epoch 0/200, 1920/6287, 0:05:26.866529\n",
      "0,1920,7.689430,2.231316,0.304120,5.019105,0.382877\n",
      "\n",
      "Epoch 0/200, 1921/6287, 0:05:27.043153\n",
      "0,1921,7.971853,2.353260,0.823098,5.083459,0.524186\n",
      "\n",
      "Epoch 0/200, 1922/6287, 0:05:27.219122\n",
      "0,1922,7.221977,2.068393,0.290011,4.333564,0.186614\n",
      "\n",
      "Epoch 0/200, 1923/6287, 0:05:27.382678\n",
      "0,1923,5.331771,1.676353,0.936898,3.413053,0.483240\n",
      "\n",
      "Epoch 0/200, 1924/6287, 0:05:27.552349\n",
      "0,1924,7.463978,2.209780,0.486367,4.717384,0.310173\n",
      "\n",
      "Epoch 0/200, 1925/6287, 0:05:27.729770\n",
      "0,1925,8.868679,2.001050,0.039111,5.332974,0.027862\n",
      "\n",
      "Epoch 0/200, 1926/6287, 0:05:27.890514\n",
      "0,1926,8.311462,2.091603,0.139785,5.037642,0.339116\n",
      "\n",
      "Epoch 0/200, 1927/6287, 0:05:28.046174\n",
      "0,1927,8.170134,1.898935,0.005510,4.079595,0.320669\n",
      "\n",
      "Epoch 0/200, 1928/6287, 0:05:28.200269\n",
      "0,1928,7.810644,2.282666,0.425307,4.624351,0.524467\n",
      "\n",
      "Epoch 0/200, 1929/6287, 0:05:28.358794\n",
      "0,1929,8.772738,2.329920,0.050744,4.946422,0.189361\n",
      "\n",
      "Epoch 0/200, 1930/6287, 0:05:28.548260\n",
      "0,1930,6.985524,1.841096,0.118564,3.671703,0.624719\n",
      "\n",
      "Epoch 0/200, 1931/6287, 0:05:28.726280\n",
      "0,1931,8.178967,2.639657,0.050090,5.048913,0.119640\n",
      "\n",
      "Epoch 0/200, 1932/6287, 0:05:28.893762\n",
      "0,1932,5.284959,1.628361,0.745806,3.425193,0.493350\n",
      "\n",
      "Epoch 0/200, 1933/6287, 0:05:29.069318\n",
      "0,1933,11.260075,3.768777,0.714530,7.412577,0.460810\n",
      "\n",
      "Epoch 0/200, 1934/6287, 0:05:29.236191\n",
      "0,1934,8.054863,2.568440,0.524192,5.377677,0.267345\n",
      "\n",
      "Epoch 0/200, 1935/6287, 0:05:29.414032\n",
      "0,1935,8.833052,2.750744,1.508303,5.877746,0.760008\n",
      "\n",
      "Epoch 0/200, 1936/6287, 0:05:29.580204\n",
      "0,1936,6.351157,2.024850,0.690648,4.190004,0.447890\n",
      "\n",
      "Epoch 0/200, 1937/6287, 0:05:29.745476\n",
      "0,1937,8.516210,2.435716,0.862889,5.308453,0.470676\n",
      "\n",
      "Epoch 0/200, 1938/6287, 0:05:29.916456\n",
      "0,1938,8.685466,2.546540,0.172480,4.694477,0.189965\n",
      "\n",
      "Epoch 0/200, 1939/6287, 0:05:30.095763\n",
      "0,1939,8.297270,2.258471,0.056775,3.999398,0.093904\n",
      "\n",
      "Epoch 0/200, 1940/6287, 0:05:30.274736\n",
      "0,1940,6.275231,1.788167,0.176174,3.796389,0.843652\n",
      "\n",
      "Epoch 0/200, 1941/6287, 0:05:30.441094\n",
      "0,1941,7.690001,2.273529,0.011542,4.524932,0.480318\n",
      "\n",
      "Epoch 0/200, 1942/6287, 0:05:30.615144\n",
      "0,1942,8.124021,2.147732,0.213459,4.450721,0.225367\n",
      "\n",
      "Epoch 0/200, 1943/6287, 0:05:30.778763\n",
      "0,1943,12.097878,3.510556,0.733552,7.205774,0.575938\n",
      "\n",
      "Epoch 0/200, 1944/6287, 0:05:30.958823\n",
      "0,1944,7.520669,2.239657,0.247027,4.643048,0.239743\n",
      "\n",
      "Epoch 0/200, 1945/6287, 0:05:31.124647\n",
      "0,1945,11.043132,3.540055,1.606282,7.016071,1.077604\n",
      "\n",
      "Epoch 0/200, 1946/6287, 0:05:31.301938\n",
      "0,1946,8.503460,2.288051,1.063302,6.000291,0.538006\n",
      "\n",
      "Epoch 0/200, 1947/6287, 0:05:31.468868\n",
      "0,1947,10.441236,2.958849,0.133022,6.120131,0.129569\n",
      "\n",
      "Epoch 0/200, 1948/6287, 0:05:31.644428\n",
      "0,1948,7.831080,1.939191,0.057699,4.161499,0.217790\n",
      "\n",
      "Epoch 0/200, 1949/6287, 0:05:31.814804\n",
      "0,1949,6.031933,1.671899,0.064916,3.369105,0.443741\n",
      "\n",
      "Epoch 0/200, 1950/6287, 0:05:31.968774\n",
      "0,1950,8.149957,2.300064,0.187251,4.620325,0.509853\n",
      "\n",
      "Epoch 0/200, 1951/6287, 0:05:32.122595\n",
      "0,1951,9.029530,2.706366,0.660925,4.998722,0.773370\n",
      "\n",
      "Epoch 0/200, 1952/6287, 0:05:32.278203\n",
      "0,1952,8.339682,2.289688,0.119209,4.699674,0.374740\n",
      "\n",
      "Epoch 0/200, 1953/6287, 0:05:32.430459\n",
      "0,1953,8.301395,2.463151,0.037560,5.020220,0.106923\n",
      "\n",
      "Epoch 0/200, 1954/6287, 0:05:32.585153\n",
      "0,1954,6.798229,2.084207,1.068714,4.420934,0.712673\n",
      "\n",
      "Epoch 0/200, 1955/6287, 0:05:32.738230\n",
      "0,1955,7.765287,2.230061,0.453325,4.594522,0.309084\n",
      "\n",
      "Epoch 0/200, 1956/6287, 0:05:32.901956\n",
      "0,1956,7.801761,2.367677,0.237319,4.342856,0.227578\n",
      "\n",
      "Epoch 0/200, 1957/6287, 0:05:33.089199\n",
      "0,1957,13.048515,3.946958,1.006989,8.648827,0.623846\n",
      "\n",
      "Epoch 0/200, 1958/6287, 0:05:33.269836\n",
      "0,1958,6.102066,1.917562,0.575786,3.876867,0.290047\n",
      "\n",
      "Epoch 0/200, 1959/6287, 0:05:33.446437\n",
      "0,1959,8.914582,2.545762,1.195558,6.234943,0.815421\n",
      "\n",
      "Epoch 0/200, 1960/6287, 0:05:33.615797\n",
      "0,1960,7.957085,1.914970,0.449357,5.043805,0.784865\n",
      "\n",
      "Epoch 0/200, 1961/6287, 0:05:33.792844\n",
      "0,1961,10.891007,2.690292,0.047257,6.856704,0.448157\n",
      "\n",
      "Epoch 0/200, 1962/6287, 0:05:33.956815\n",
      "0,1962,15.324574,5.199406,0.594605,9.635133,0.458694\n",
      "\n",
      "Epoch 0/200, 1963/6287, 0:05:34.121786\n",
      "0,1963,6.543715,1.865027,0.702584,3.907751,0.685641\n",
      "\n",
      "Epoch 0/200, 1964/6287, 0:05:34.298166\n",
      "0,1964,10.277791,2.842101,0.191731,6.318680,0.513040\n",
      "\n",
      "Epoch 0/200, 1965/6287, 0:05:34.467012\n",
      "0,1965,7.628264,2.189950,0.579880,5.108284,0.500652\n",
      "\n",
      "Epoch 0/200, 1966/6287, 0:05:34.644212\n",
      "0,1966,7.105446,1.952695,0.286684,4.262597,0.326397\n",
      "\n",
      "Epoch 0/200, 1967/6287, 0:05:34.820944\n",
      "0,1967,6.866587,1.923826,0.269830,4.130184,0.314725\n",
      "\n",
      "Epoch 0/200, 1968/6287, 0:05:34.988152\n",
      "0,1968,9.954202,3.293137,1.001010,6.524805,0.687126\n",
      "\n",
      "Epoch 0/200, 1969/6287, 0:05:35.166408\n",
      "0,1969,12.675763,3.777084,0.929468,8.212117,0.628265\n",
      "\n",
      "Epoch 0/200, 1970/6287, 0:05:35.334092\n",
      "0,1970,9.268694,2.708602,0.617135,6.345713,0.434004\n",
      "\n",
      "Epoch 0/200, 1971/6287, 0:05:35.498472\n",
      "0,1971,6.184345,1.727719,0.283154,3.630467,0.213235\n",
      "\n",
      "Epoch 0/200, 1972/6287, 0:05:35.663770\n",
      "0,1972,7.467976,2.254528,0.650823,4.683875,0.962802\n",
      "\n",
      "Epoch 0/200, 1973/6287, 0:05:35.830216\n",
      "0,1973,12.298800,3.331323,0.347370,7.212248,0.416010\n",
      "\n",
      "Epoch 0/200, 1974/6287, 0:05:35.996513\n",
      "0,1974,7.098475,2.233455,0.812258,4.443770,0.820549\n",
      "\n",
      "Epoch 0/200, 1975/6287, 0:05:36.162913\n",
      "0,1975,9.750045,2.903459,0.193561,5.893497,0.589081\n",
      "\n",
      "Epoch 0/200, 1976/6287, 0:05:36.326368\n",
      "0,1976,8.177826,2.417220,0.188746,4.739986,0.418081\n",
      "\n",
      "Epoch 0/200, 1977/6287, 0:05:36.496033\n",
      "0,1977,8.020756,2.204010,0.074127,4.500954,0.063090\n",
      "\n",
      "Epoch 0/200, 1978/6287, 0:05:36.671371\n",
      "0,1978,9.063384,2.990872,0.496523,5.344868,0.394079\n",
      "\n",
      "Epoch 0/200, 1979/6287, 0:05:36.845953\n",
      "0,1979,5.499694,1.283926,0.162223,3.013354,0.111909\n",
      "\n",
      "Epoch 0/200, 1980/6287, 0:05:37.021865\n",
      "0,1980,9.468625,2.574906,0.699455,6.203085,0.565455\n",
      "\n",
      "Epoch 0/200, 1981/6287, 0:05:37.190693\n",
      "0,1981,7.419005,2.179463,0.329157,4.508617,0.206941\n",
      "\n",
      "Epoch 0/200, 1982/6287, 0:05:37.377330\n",
      "0,1982,6.322298,1.893901,1.260059,4.115440,0.715168\n",
      "\n",
      "Epoch 0/200, 1983/6287, 0:05:37.551236\n",
      "0,1983,7.081616,1.915875,0.395598,4.211161,0.674480\n",
      "\n",
      "Epoch 0/200, 1984/6287, 0:05:37.733237\n",
      "0,1984,8.251456,2.756049,1.073217,5.278928,0.900278\n",
      "\n",
      "Epoch 0/200, 1985/6287, 0:05:37.907696\n",
      "0,1985,8.278721,2.270364,0.150962,5.185731,0.276922\n",
      "\n",
      "Epoch 0/200, 1986/6287, 0:05:38.075657\n",
      "0,1986,7.963773,2.382549,0.545913,4.824170,0.773046\n",
      "\n",
      "Epoch 0/200, 1987/6287, 0:05:38.243021\n",
      "0,1987,8.248184,2.158941,0.301147,4.847168,0.533653\n",
      "\n",
      "Epoch 0/200, 1988/6287, 0:05:38.422947\n",
      "0,1988,5.438883,1.439902,0.081971,3.261115,0.142257\n",
      "\n",
      "Epoch 0/200, 1989/6287, 0:05:38.599250\n",
      "0,1989,5.944974,1.825864,0.587081,3.928910,0.574555\n",
      "\n",
      "Epoch 0/200, 1990/6287, 0:05:38.766534\n",
      "0,1990,9.398997,2.559911,0.114513,6.172628,0.112947\n",
      "\n",
      "Epoch 0/200, 1991/6287, 0:05:38.945059\n",
      "0,1991,7.311118,2.103581,0.396187,4.588314,0.222940\n",
      "\n",
      "Epoch 0/200, 1992/6287, 0:05:39.109335\n",
      "0,1992,8.321768,2.187687,0.569088,5.275427,0.311842\n",
      "\n",
      "Epoch 0/200, 1993/6287, 0:05:39.272972\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,1993,5.963599,1.730069,0.146050,3.963957,0.115007\n",
      "\n",
      "Epoch 0/200, 1994/6287, 0:05:39.438892\n",
      "0,1994,7.156377,2.455386,0.332180,4.527145,0.228755\n",
      "\n",
      "Epoch 0/200, 1995/6287, 0:05:39.599974\n",
      "0,1995,11.775066,3.685045,0.295906,7.231339,0.243204\n",
      "\n",
      "Epoch 0/200, 1996/6287, 0:05:39.772855\n",
      "0,1996,7.183967,1.668751,0.270241,4.226642,0.277596\n",
      "\n",
      "Epoch 0/200, 1997/6287, 0:05:39.937491\n",
      "0,1997,10.748854,2.958449,0.132835,6.365805,0.080801\n",
      "\n",
      "Epoch 0/200, 1998/6287, 0:05:40.101642\n",
      "0,1998,7.056828,1.899606,0.035572,3.750041,0.369013\n",
      "\n",
      "Epoch 0/200, 1999/6287, 0:05:40.265494\n",
      "0,1999,6.224940,1.729609,0.121451,3.530281,0.314792\n",
      "\n",
      "Epoch 0/200, 2000/6287, 0:05:40.430162\n",
      "0,2000,9.534615,2.581766,0.202909,5.906517,0.226322\n",
      "\n",
      "Epoch 0/200, 2001/6287, 0:05:40.595874\n",
      "0,2001,7.484361,2.250419,0.128491,4.237279,0.503582\n",
      "\n",
      "Epoch 0/200, 2002/6287, 0:05:40.762984\n",
      "0,2002,6.726722,1.619345,0.207896,2.948946,0.694965\n",
      "\n",
      "Epoch 0/200, 2003/6287, 0:05:40.929293\n",
      "0,2003,13.248135,3.738540,0.445916,7.667911,0.383144\n",
      "\n",
      "Epoch 0/200, 2004/6287, 0:05:41.094219\n",
      "0,2004,7.177494,2.569686,0.767889,4.098528,0.442704\n",
      "\n",
      "Epoch 0/200, 2005/6287, 0:05:41.260277\n",
      "0,2005,8.030865,2.889044,0.413729,4.795054,0.272415\n",
      "\n",
      "Epoch 0/200, 2006/6287, 0:05:41.438209\n",
      "0,2006,6.931033,2.202033,1.512709,4.245149,0.873496\n",
      "\n",
      "Epoch 0/200, 2007/6287, 0:05:41.602408\n",
      "0,2007,7.821696,1.920189,0.417409,4.616300,0.590856\n",
      "\n",
      "Epoch 0/200, 2008/6287, 0:05:41.768168\n",
      "0,2008,10.646356,3.400155,0.413486,6.661081,0.213916\n",
      "\n",
      "Epoch 0/200, 2009/6287, 0:05:41.932020\n",
      "0,2009,9.150871,2.592657,0.635125,5.490083,0.389023\n",
      "\n",
      "Epoch 0/200, 2010/6287, 0:05:42.100793\n",
      "0,2010,7.317719,2.420277,0.234255,4.229383,0.262891\n",
      "\n",
      "Epoch 0/200, 2011/6287, 0:05:42.277473\n",
      "0,2011,8.346763,2.385607,0.065010,4.996802,0.335584\n",
      "\n",
      "Epoch 0/200, 2012/6287, 0:05:42.457303\n",
      "0,2012,10.799706,2.838827,0.314155,7.185036,0.663436\n",
      "\n",
      "Epoch 0/200, 2013/6287, 0:05:42.627724\n",
      "0,2013,7.788224,2.291982,0.161043,4.547562,0.367707\n",
      "\n",
      "Epoch 0/200, 2014/6287, 0:05:42.803393\n",
      "0,2014,8.558757,2.070805,0.004697,5.224521,0.060273\n",
      "\n",
      "Epoch 0/200, 2015/6287, 0:05:42.984117\n",
      "0,2015,7.489749,2.089812,0.254591,4.424034,0.302232\n",
      "\n",
      "Epoch 0/200, 2016/6287, 0:05:43.153967\n",
      "0,2016,6.917273,2.377427,0.602717,4.139262,0.342123\n",
      "\n",
      "Epoch 0/200, 2017/6287, 0:05:43.328091\n",
      "0,2017,6.699868,2.228291,0.798621,3.933425,0.584423\n",
      "\n",
      "Epoch 0/200, 2018/6287, 0:05:43.507944\n",
      "0,2018,5.805941,1.910600,0.334071,3.397399,0.265928\n",
      "\n",
      "Epoch 0/200, 2019/6287, 0:05:43.684231\n",
      "0,2019,5.866494,1.562276,0.099350,4.013015,0.064677\n",
      "\n",
      "Epoch 0/200, 2020/6287, 0:05:43.847561\n",
      "0,2020,12.215836,4.310423,0.415848,7.724328,0.598202\n",
      "\n",
      "Epoch 0/200, 2021/6287, 0:05:44.013093\n",
      "0,2021,12.197041,3.399071,0.475739,8.295290,0.251986\n",
      "\n",
      "Epoch 0/200, 2022/6287, 0:05:44.180314\n",
      "0,2022,7.895864,1.952004,0.313115,4.996648,0.207518\n",
      "\n",
      "Epoch 0/200, 2023/6287, 0:05:44.346593\n",
      "0,2023,11.272077,3.066572,0.583567,7.370125,0.603262\n",
      "\n",
      "Epoch 0/200, 2024/6287, 0:05:44.516296\n",
      "0,2024,8.914161,2.161821,0.012870,5.424038,0.278602\n",
      "\n",
      "Epoch 0/200, 2025/6287, 0:05:44.691687\n",
      "0,2025,9.350483,2.623253,0.138230,5.580028,0.362999\n",
      "\n",
      "Epoch 0/200, 2026/6287, 0:05:44.859078\n",
      "0,2026,8.683290,2.811563,0.049329,4.962612,0.315835\n",
      "\n",
      "Epoch 0/200, 2027/6287, 0:05:45.026554\n",
      "0,2027,6.861740,1.793240,0.017429,3.955486,0.185268\n",
      "\n",
      "Epoch 0/200, 2028/6287, 0:05:45.192929\n",
      "0,2028,6.150126,1.744220,0.505917,3.651222,0.626920\n",
      "\n",
      "Epoch 0/200, 2029/6287, 0:05:45.356232\n",
      "0,2029,6.118145,1.889401,0.503125,3.843944,0.267547\n",
      "\n",
      "Epoch 0/200, 2030/6287, 0:05:45.520941\n",
      "0,2030,8.025985,2.442909,1.177486,5.178466,0.651064\n",
      "\n",
      "Epoch 0/200, 2031/6287, 0:05:45.687999\n",
      "0,2031,5.184799,1.572468,0.596743,3.222653,0.310615\n",
      "\n",
      "Epoch 0/200, 2032/6287, 0:05:45.855604\n",
      "0,2032,6.436152,1.770114,0.324507,4.149726,0.204372\n",
      "\n",
      "Epoch 0/200, 2033/6287, 0:05:46.018975\n",
      "0,2033,6.764382,1.864502,0.511502,4.109337,0.359213\n",
      "\n",
      "Epoch 0/200, 2034/6287, 0:05:46.181164\n",
      "0,2034,6.319944,1.658013,0.222796,3.822611,0.384347\n",
      "\n",
      "Epoch 0/200, 2035/6287, 0:05:46.343767\n",
      "0,2035,7.722215,2.193725,0.018854,4.628304,0.194380\n",
      "\n",
      "Epoch 0/200, 2036/6287, 0:05:46.515065\n",
      "0,2036,10.400374,2.897283,0.162486,6.210071,0.403827\n",
      "\n",
      "Epoch 0/200, 2037/6287, 0:05:46.692455\n",
      "0,2037,8.077489,2.221479,0.001144,4.648276,0.420822\n",
      "\n",
      "Epoch 0/200, 2038/6287, 0:05:46.859839\n",
      "0,2038,8.553306,2.589881,0.259243,4.857418,0.612434\n",
      "\n",
      "Epoch 0/200, 2039/6287, 0:05:47.029504\n",
      "0,2039,5.886116,1.847284,0.026402,3.557773,0.440836\n",
      "\n",
      "Epoch 0/200, 2040/6287, 0:05:47.186375\n",
      "0,2040,6.804668,2.085117,0.487213,4.511535,0.313629\n",
      "\n",
      "Epoch 0/200, 2041/6287, 0:05:47.351265\n",
      "0,2041,7.198307,1.985268,0.396842,4.982308,0.214159\n",
      "\n",
      "Epoch 0/200, 2042/6287, 0:05:47.516919\n",
      "0,2042,4.625051,1.485135,1.146786,3.138431,0.573779\n",
      "\n",
      "Epoch 0/200, 2043/6287, 0:05:47.694274\n",
      "0,2043,6.781931,2.195636,0.666553,4.499232,0.354141\n",
      "\n",
      "Epoch 0/200, 2044/6287, 0:05:47.872576\n",
      "0,2044,7.102284,2.109722,0.595712,4.409002,0.352242\n",
      "\n",
      "Epoch 0/200, 2045/6287, 0:05:48.045191\n",
      "0,2045,8.535741,2.538581,0.439959,5.245037,0.662593\n",
      "\n",
      "Epoch 0/200, 2046/6287, 0:05:48.211619\n",
      "0,2046,8.866243,2.440919,0.041025,5.372912,0.039464\n",
      "\n",
      "Epoch 0/200, 2047/6287, 0:05:48.374815\n",
      "0,2047,10.215087,3.133543,0.150387,5.896719,0.434772\n",
      "\n",
      "Epoch 0/200, 2048/6287, 0:05:48.540329\n",
      "0,2048,8.606437,2.275606,0.027213,4.302257,0.200633\n",
      "\n",
      "Epoch 0/200, 2049/6287, 0:05:48.714804\n",
      "0,2049,7.863147,1.816066,0.236394,3.942017,0.213719\n",
      "\n",
      "Epoch 0/200, 2050/6287, 0:05:48.877283\n",
      "0,2050,9.774072,2.583096,0.322390,6.404449,0.527150\n",
      "\n",
      "Epoch 0/200, 2051/6287, 0:05:49.060546\n",
      "0,2051,6.998706,1.995583,0.257655,3.763151,0.189806\n",
      "\n",
      "Epoch 0/200, 2052/6287, 0:05:49.232258\n",
      "0,2052,8.653089,2.088964,0.572922,6.078578,0.506845\n",
      "\n",
      "Epoch 0/200, 2053/6287, 0:05:49.405053\n",
      "0,2053,5.539201,1.650043,0.279634,3.474013,0.262725\n",
      "\n",
      "Epoch 0/200, 2054/6287, 0:05:49.582500\n",
      "0,2054,7.042050,2.193235,1.660966,4.735740,0.904979\n",
      "\n",
      "Epoch 0/200, 2055/6287, 0:05:49.756065\n",
      "0,2055,6.825229,2.028977,0.835979,4.527775,0.427545\n",
      "\n",
      "Epoch 0/200, 2056/6287, 0:05:49.921208\n",
      "0,2056,5.194871,1.555036,0.970385,3.340973,0.584918\n",
      "\n",
      "Epoch 0/200, 2057/6287, 0:05:50.099832\n",
      "0,2057,9.271416,2.475858,0.634742,6.118437,0.526675\n",
      "\n",
      "Epoch 0/200, 2058/6287, 0:05:50.277871\n",
      "0,2058,6.864612,1.889862,0.373297,4.107254,0.589281\n",
      "\n",
      "Epoch 0/200, 2059/6287, 0:05:50.440033\n",
      "0,2059,8.245932,1.911635,0.037688,4.826183,0.618378\n",
      "\n",
      "Epoch 0/200, 2060/6287, 0:05:50.602472\n",
      "0,2060,6.948657,1.780356,0.189287,4.040452,0.508496\n",
      "\n",
      "Epoch 0/200, 2061/6287, 0:05:50.761382\n",
      "0,2061,6.845901,1.606853,0.094667,4.013401,0.381691\n",
      "\n",
      "Epoch 0/200, 2062/6287, 0:05:50.922400\n",
      "0,2062,8.681090,2.266047,0.178196,4.750275,0.251772\n",
      "\n",
      "Epoch 0/200, 2063/6287, 0:05:51.094273\n",
      "0,2063,13.138243,4.284521,0.227144,8.509991,0.115747\n",
      "\n",
      "Epoch 0/200, 2064/6287, 0:05:51.267165\n",
      "0,2064,5.967699,1.795027,0.381807,3.621169,0.498999\n",
      "\n",
      "Epoch 0/200, 2065/6287, 0:05:51.430885\n",
      "0,2065,6.508442,2.070016,0.578540,4.368989,0.289547\n",
      "\n",
      "Epoch 0/200, 2066/6287, 0:05:51.596794\n",
      "0,2066,7.350626,2.369702,1.008238,4.849732,0.515549\n",
      "\n",
      "Epoch 0/200, 2067/6287, 0:05:51.758876\n",
      "0,2067,10.140434,3.138819,0.387907,6.430784,0.243860\n",
      "\n",
      "Epoch 0/200, 2068/6287, 0:05:51.922603\n",
      "0,2068,6.765178,1.965724,0.033355,4.430637,0.347444\n",
      "\n",
      "Epoch 0/200, 2069/6287, 0:05:52.086283\n",
      "0,2069,9.265182,2.718133,0.587108,5.835717,1.095232\n",
      "\n",
      "Epoch 0/200, 2070/6287, 0:05:52.252877\n",
      "0,2070,11.351048,3.407111,0.649013,7.483465,0.804988\n",
      "\n",
      "Epoch 0/200, 2071/6287, 0:05:52.432468\n",
      "0,2071,8.382730,2.556840,0.582918,5.291378,0.872245\n",
      "\n",
      "Epoch 0/200, 2072/6287, 0:05:52.606421\n",
      "0,2072,7.967879,1.696188,0.298050,5.386309,0.533434\n",
      "\n",
      "Epoch 0/200, 2073/6287, 0:05:52.770422\n",
      "0,2073,8.558003,2.695219,0.827258,5.399708,0.622542\n",
      "\n",
      "Epoch 0/200, 2074/6287, 0:05:52.939246\n",
      "0,2074,6.254811,1.798585,1.107597,3.995755,0.722257\n",
      "\n",
      "Epoch 0/200, 2075/6287, 0:05:53.128853\n",
      "0,2075,7.554346,2.217351,0.781209,5.022198,0.539743\n",
      "\n",
      "Epoch 0/200, 2076/6287, 0:05:53.303983\n",
      "0,2076,6.954178,1.648621,0.354162,4.470774,0.415644\n",
      "\n",
      "Epoch 0/200, 2077/6287, 0:05:53.482419\n",
      "0,2077,8.389614,2.002981,1.057996,5.478371,0.930891\n",
      "\n",
      "Epoch 0/200, 2078/6287, 0:05:53.644643\n",
      "0,2078,9.617499,2.786817,0.196212,6.282700,0.249771\n",
      "\n",
      "Epoch 0/200, 2079/6287, 0:05:53.813087\n",
      "0,2079,8.955707,2.452144,0.059854,5.585911,0.056356\n",
      "\n",
      "Epoch 0/200, 2080/6287, 0:05:53.987797\n",
      "0,2080,8.826905,2.901818,0.402513,5.135997,0.340210\n",
      "\n",
      "Epoch 0/200, 2081/6287, 0:05:54.152001\n",
      "0,2081,6.703494,1.570356,0.451737,4.417748,0.456884\n",
      "\n",
      "Epoch 0/200, 2082/6287, 0:05:54.313041\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,2082,8.827540,2.515414,0.545266,5.678504,0.370498\n",
      "\n",
      "Epoch 0/200, 2083/6287, 0:05:54.476190\n",
      "0,2083,9.180479,2.365874,0.123122,5.596650,0.246671\n",
      "\n",
      "Epoch 0/200, 2084/6287, 0:05:54.642514\n",
      "0,2084,6.850434,2.030701,0.372863,4.173362,0.336026\n",
      "\n",
      "Epoch 0/200, 2085/6287, 0:05:54.817191\n",
      "0,2085,7.511168,2.438530,0.074200,4.379641,0.142049\n",
      "\n",
      "Epoch 0/200, 2086/6287, 0:05:54.984291\n",
      "0,2086,6.548649,1.958963,0.298809,4.003896,0.549799\n",
      "\n",
      "Epoch 0/200, 2087/6287, 0:05:55.162739\n",
      "0,2087,6.830312,1.922394,0.354903,4.431469,0.352063\n",
      "\n",
      "Epoch 0/200, 2088/6287, 0:05:55.336635\n",
      "0,2088,4.449808,1.461022,0.831646,2.694633,0.528857\n",
      "\n",
      "Epoch 0/200, 2089/6287, 0:05:55.501027\n",
      "0,2089,8.801099,2.571254,0.207913,5.339154,0.140466\n",
      "\n",
      "Epoch 0/200, 2090/6287, 0:05:55.665303\n",
      "0,2090,7.003242,2.031548,0.361300,4.096142,0.514946\n",
      "\n",
      "Epoch 0/200, 2091/6287, 0:05:55.829075\n",
      "0,2091,8.441812,2.677393,0.516771,5.077122,0.464235\n",
      "\n",
      "Epoch 0/200, 2092/6287, 0:05:55.993419\n",
      "0,2092,6.804101,1.864329,0.242042,4.049974,0.329578\n",
      "\n",
      "Epoch 0/200, 2093/6287, 0:05:56.172936\n",
      "0,2093,11.932482,3.663212,0.954590,8.077680,0.487819\n",
      "\n",
      "Epoch 0/200, 2094/6287, 0:05:56.347217\n",
      "0,2094,8.656177,2.652637,0.141418,5.082782,0.145246\n",
      "\n",
      "Epoch 0/200, 2095/6287, 0:05:56.514672\n",
      "0,2095,7.474609,2.082573,0.419799,4.469983,0.255212\n",
      "\n",
      "Epoch 0/200, 2096/6287, 0:05:56.685671\n",
      "0,2096,7.237184,1.799116,0.114738,4.130181,0.515778\n",
      "\n",
      "Epoch 0/200, 2097/6287, 0:05:56.846180\n",
      "0,2097,11.023035,3.177716,0.166308,6.340937,0.535758\n",
      "\n",
      "Epoch 0/200, 2098/6287, 0:05:57.010631\n",
      "0,2098,9.997163,2.935735,0.269941,6.267786,0.275856\n",
      "\n",
      "Epoch 0/200, 2099/6287, 0:05:57.190229\n",
      "0,2099,6.683553,1.948622,0.170347,4.264125,0.315880\n",
      "\n",
      "Epoch 0/200, 2100/6287, 0:05:57.365250\n",
      "0,2100,7.073803,2.213127,0.006215,4.599044,0.174974\n",
      "\n",
      "Epoch 0/200, 2101/6287, 0:05:57.531991\n",
      "0,2101,5.993865,2.214967,0.458394,3.590188,0.232513\n",
      "\n",
      "Epoch 0/200, 2102/6287, 0:05:57.697130\n",
      "0,2102,7.771423,2.286347,1.276377,5.121515,1.424892\n",
      "\n",
      "Epoch 0/200, 2103/6287, 0:05:57.860816\n",
      "0,2103,7.153601,1.972288,0.646206,4.479619,0.373576\n",
      "\n",
      "Epoch 0/200, 2104/6287, 0:05:58.022655\n",
      "0,2104,5.529512,1.473813,0.491867,3.529690,0.252894\n",
      "\n",
      "Epoch 0/200, 2105/6287, 0:05:58.186143\n",
      "0,2105,6.589906,2.021063,0.607109,4.077505,0.317414\n",
      "\n",
      "Epoch 0/200, 2106/6287, 0:05:58.349902\n",
      "0,2106,9.047462,2.382048,0.088167,5.103815,0.131679\n",
      "\n",
      "Epoch 0/200, 2107/6287, 0:05:58.520572\n",
      "0,2107,9.161518,2.508398,0.004875,4.718002,0.824302\n",
      "\n",
      "Epoch 0/200, 2108/6287, 0:05:58.694107\n",
      "0,2108,7.488174,1.787259,0.444292,3.905097,1.128451\n",
      "\n",
      "Epoch 0/200, 2109/6287, 0:05:58.862008\n",
      "0,2109,6.784988,1.719888,0.473197,3.305375,0.505412\n",
      "\n",
      "Epoch 0/200, 2110/6287, 0:05:59.041247\n",
      "0,2110,8.759847,2.256253,0.154575,4.789657,0.335126\n",
      "\n",
      "Epoch 0/200, 2111/6287, 0:05:59.221872\n",
      "0,2111,10.034001,2.822102,0.207704,6.223501,0.555757\n",
      "\n",
      "Epoch 0/200, 2112/6287, 0:05:59.387712\n",
      "0,2112,6.607035,1.704402,0.287924,4.101579,0.308597\n",
      "\n",
      "Epoch 0/200, 2113/6287, 0:05:59.555570\n",
      "0,2113,8.181847,2.174685,0.391510,5.349054,0.553355\n",
      "\n",
      "Epoch 0/200, 2114/6287, 0:05:59.732225\n",
      "0,2114,10.826087,3.001337,0.675897,7.410600,0.625611\n",
      "\n",
      "Epoch 0/200, 2115/6287, 0:05:59.897713\n",
      "0,2115,6.331522,1.793635,0.383070,3.917368,0.633604\n",
      "\n",
      "Epoch 0/200, 2116/6287, 0:06:00.069767\n",
      "0,2116,6.336364,1.859766,1.253422,4.152843,0.660841\n",
      "\n",
      "Epoch 0/200, 2117/6287, 0:06:00.259780\n",
      "0,2117,7.707612,2.313178,0.533331,4.800652,0.435135\n",
      "\n",
      "Epoch 0/200, 2118/6287, 0:06:00.437827\n",
      "0,2118,9.955338,2.748356,0.474317,6.788481,0.365686\n",
      "\n",
      "Epoch 0/200, 2119/6287, 0:06:00.619167\n",
      "0,2119,6.566948,1.753275,0.309713,4.033624,0.300411\n",
      "\n",
      "Epoch 0/200, 2120/6287, 0:06:00.799282\n",
      "0,2120,6.214954,1.809642,0.321749,4.024718,0.428197\n",
      "\n",
      "Epoch 0/200, 2121/6287, 0:06:00.966606\n",
      "0,2121,7.310595,2.080836,0.273229,4.434845,0.284051\n",
      "\n",
      "Epoch 0/200, 2122/6287, 0:06:01.136201\n",
      "0,2122,7.827834,2.114979,0.182211,4.824636,0.618922\n",
      "\n",
      "Epoch 0/200, 2123/6287, 0:06:01.316574\n",
      "0,2123,8.956916,2.443436,0.095380,5.721004,0.495218\n",
      "\n",
      "Epoch 0/200, 2124/6287, 0:06:01.496565\n",
      "0,2124,8.721119,2.747513,0.198667,5.398968,0.331519\n",
      "\n",
      "Epoch 0/200, 2125/6287, 0:06:01.673095\n",
      "0,2125,13.975749,4.417720,0.156676,8.378931,0.148180\n",
      "\n",
      "Epoch 0/200, 2126/6287, 0:06:01.841968\n",
      "0,2126,7.426513,1.986328,1.006629,4.582283,0.746114\n",
      "\n",
      "Epoch 0/200, 2127/6287, 0:06:02.018654\n",
      "0,2127,6.574076,1.828834,0.062751,4.334542,0.526693\n",
      "\n",
      "Epoch 0/200, 2128/6287, 0:06:02.182267\n",
      "0,2128,7.096604,2.080801,0.189963,4.666424,0.431375\n",
      "\n",
      "Epoch 0/200, 2129/6287, 0:06:02.349882\n",
      "0,2129,11.051125,3.120699,0.612138,7.512014,0.482610\n",
      "\n",
      "Epoch 0/200, 2130/6287, 0:06:02.526483\n",
      "0,2130,9.099290,3.031271,1.182063,5.956112,0.621136\n",
      "\n",
      "Epoch 0/200, 2131/6287, 0:06:02.694983\n",
      "0,2131,8.280691,2.479994,1.043294,5.426815,0.643273\n",
      "\n",
      "Epoch 0/200, 2132/6287, 0:06:02.885573\n",
      "0,2132,8.951109,2.885175,0.423694,5.222743,0.524507\n",
      "\n",
      "Epoch 0/200, 2133/6287, 0:06:03.069509\n",
      "0,2133,8.805597,2.611168,0.411939,5.595226,0.265782\n",
      "\n",
      "Epoch 0/200, 2134/6287, 0:06:03.246814\n",
      "0,2134,6.551048,1.719246,0.027712,3.508131,0.236073\n",
      "\n",
      "Epoch 0/200, 2135/6287, 0:06:03.432843\n",
      "0,2135,8.934750,1.709818,0.119508,4.270010,1.013569\n",
      "\n",
      "Epoch 0/200, 2136/6287, 0:06:03.613256\n",
      "0,2136,7.094502,1.799597,0.105527,3.306382,0.258953\n",
      "\n",
      "Epoch 0/200, 2137/6287, 0:06:03.778674\n",
      "0,2137,13.867460,4.214344,0.044557,8.552486,0.128705\n",
      "\n",
      "Epoch 0/200, 2138/6287, 0:06:03.946707\n",
      "0,2138,9.078805,2.524270,0.310053,5.792312,0.323967\n",
      "\n",
      "Epoch 0/200, 2139/6287, 0:06:04.122028\n",
      "0,2139,12.983160,3.916224,0.127264,8.326426,0.263079\n",
      "\n",
      "Epoch 0/200, 2140/6287, 0:06:04.298819\n",
      "0,2140,5.142929,1.535526,0.784255,3.346139,0.567682\n",
      "\n",
      "Epoch 0/200, 2141/6287, 0:06:04.468722\n",
      "0,2141,9.798558,3.212261,0.696963,6.249026,0.438141\n",
      "\n",
      "Epoch 0/200, 2142/6287, 0:06:04.646101\n",
      "0,2142,7.350883,2.065211,0.935904,4.963852,0.522735\n",
      "\n",
      "Epoch 0/200, 2143/6287, 0:06:04.815323\n",
      "0,2143,9.162426,2.767968,0.835611,6.177245,0.461620\n",
      "\n",
      "Epoch 0/200, 2144/6287, 0:06:04.981482\n",
      "0,2144,8.677228,2.573230,0.428335,5.016502,0.222810\n",
      "\n",
      "Epoch 0/200, 2145/6287, 0:06:05.144127\n",
      "0,2145,10.231106,3.065153,0.168690,6.216700,0.338292\n",
      "\n",
      "Epoch 0/200, 2146/6287, 0:06:05.311400\n",
      "0,2146,10.165699,3.184270,0.007242,5.846411,0.694457\n",
      "\n",
      "Epoch 0/200, 2147/6287, 0:06:05.476553\n",
      "0,2147,6.456704,2.004996,0.215046,3.827308,0.452951\n",
      "\n",
      "Epoch 0/200, 2148/6287, 0:06:05.641953\n",
      "0,2148,7.746023,2.436470,0.144351,4.222086,0.475676\n",
      "\n",
      "Epoch 0/200, 2149/6287, 0:06:05.808576\n",
      "0,2149,7.495116,2.182316,0.677719,4.551126,0.465711\n",
      "\n",
      "Epoch 0/200, 2150/6287, 0:06:05.976123\n",
      "0,2150,7.617194,2.457608,0.339802,4.369631,0.261004\n",
      "\n",
      "Epoch 0/200, 2151/6287, 0:06:06.155349\n",
      "0,2151,6.456187,1.857300,0.072258,4.133764,0.042200\n",
      "\n",
      "Epoch 0/200, 2152/6287, 0:06:06.335499\n",
      "0,2152,6.994694,2.086923,0.256680,4.016564,0.180223\n",
      "\n",
      "Epoch 0/200, 2153/6287, 0:06:06.522740\n",
      "0,2153,9.159092,3.129170,0.254234,5.369223,0.213558\n",
      "\n",
      "Epoch 0/200, 2154/6287, 0:06:06.698259\n",
      "0,2154,9.018265,3.014137,0.255080,5.684192,0.310668\n",
      "\n",
      "Epoch 0/200, 2155/6287, 0:06:06.873103\n",
      "0,2155,6.746055,2.105566,0.691868,4.291627,0.417080\n",
      "\n",
      "Epoch 0/200, 2156/6287, 0:06:07.048377\n",
      "0,2156,7.534644,2.602458,0.682121,4.474328,0.355720\n",
      "\n",
      "Epoch 0/200, 2157/6287, 0:06:07.224828\n",
      "0,2157,7.744920,2.459559,0.612423,5.046461,0.512979\n",
      "\n",
      "Epoch 0/200, 2158/6287, 0:06:07.400625\n",
      "0,2158,7.478059,2.327353,0.472239,4.772581,0.452844\n",
      "\n",
      "Epoch 0/200, 2159/6287, 0:06:07.576078\n",
      "0,2159,8.869760,2.477264,0.017594,5.642976,0.193128\n",
      "\n",
      "Epoch 0/200, 2160/6287, 0:06:07.750129\n",
      "0,2160,7.214562,2.081238,0.078706,3.926305,0.422489\n",
      "\n",
      "Epoch 0/200, 2161/6287, 0:06:07.927553\n",
      "0,2161,8.669817,2.114158,0.187078,6.009997,0.322902\n",
      "\n",
      "Epoch 0/200, 2162/6287, 0:06:08.098063\n",
      "0,2162,7.423573,2.577977,1.038795,4.653781,0.828425\n",
      "\n",
      "Epoch 0/200, 2163/6287, 0:06:08.266182\n",
      "0,2163,11.090752,3.975521,0.134441,7.000943,0.170521\n",
      "\n",
      "Epoch 0/200, 2164/6287, 0:06:08.432349\n",
      "0,2164,6.063954,1.840796,0.797952,3.912632,0.623299\n",
      "\n",
      "Epoch 0/200, 2165/6287, 0:06:08.602169\n",
      "0,2165,7.123618,2.141206,0.260812,4.461966,0.140686\n",
      "\n",
      "Epoch 0/200, 2166/6287, 0:06:08.777152\n",
      "0,2166,8.849950,3.122566,0.245997,5.383978,0.127004\n",
      "\n",
      "Epoch 0/200, 2167/6287, 0:06:08.940255\n",
      "0,2167,6.960668,2.126440,0.211379,4.219274,0.212779\n",
      "\n",
      "Epoch 0/200, 2168/6287, 0:06:09.117467\n",
      "0,2168,5.857823,1.807274,0.254647,3.566180,0.328630\n",
      "\n",
      "Epoch 0/200, 2169/6287, 0:06:09.295927\n",
      "0,2169,6.685088,1.925937,0.390602,4.466643,0.342576\n",
      "\n",
      "Epoch 0/200, 2170/6287, 0:06:09.470469\n",
      "0,2170,12.369265,3.693530,0.000085,7.713142,0.297143\n",
      "\n",
      "Epoch 0/200, 2171/6287, 0:06:09.639030\n",
      "0,2171,6.350660,1.771413,0.346225,3.859731,0.337647\n",
      "\n",
      "Epoch 0/200, 2172/6287, 0:06:09.815503\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,2172,7.870696,2.440676,0.315788,4.932544,0.319903\n",
      "\n",
      "Epoch 0/200, 2173/6287, 0:06:09.984246\n",
      "0,2173,7.842772,2.119821,0.284252,4.996888,0.331077\n",
      "\n",
      "Epoch 0/200, 2174/6287, 0:06:10.150305\n",
      "0,2174,6.334914,2.009399,0.352140,3.613550,0.312356\n",
      "\n",
      "Epoch 0/200, 2175/6287, 0:06:10.317723\n",
      "0,2175,6.241074,1.823155,0.198158,3.346125,0.417733\n",
      "\n",
      "Epoch 0/200, 2176/6287, 0:06:10.482019\n",
      "0,2176,8.529482,2.720743,0.644913,5.074611,0.418750\n",
      "\n",
      "Epoch 0/200, 2177/6287, 0:06:10.650129\n",
      "0,2177,9.095065,2.807914,0.639777,5.909708,0.413128\n",
      "\n",
      "Epoch 0/200, 2178/6287, 0:06:10.819057\n",
      "0,2178,7.081415,2.221230,0.357566,4.046690,0.272214\n",
      "\n",
      "Epoch 0/200, 2179/6287, 0:06:11.001303\n",
      "0,2179,6.764416,2.100927,0.281802,3.761409,0.202324\n",
      "\n",
      "Epoch 0/200, 2180/6287, 0:06:11.175576\n",
      "0,2180,7.705219,2.063877,0.051253,4.232903,0.273789\n",
      "\n",
      "Epoch 0/200, 2181/6287, 0:06:11.342104\n",
      "0,2181,10.105090,3.151951,0.300896,6.383983,0.661750\n",
      "\n",
      "Epoch 0/200, 2182/6287, 0:06:11.508362\n",
      "0,2182,5.079526,1.340815,0.272236,2.939558,0.222846\n",
      "\n",
      "Epoch 0/200, 2183/6287, 0:06:11.674132\n",
      "0,2183,9.605723,2.657894,0.164219,6.256601,0.138255\n",
      "\n",
      "Epoch 0/200, 2184/6287, 0:06:11.840345\n",
      "0,2184,9.509001,2.826141,0.183211,5.709510,0.092640\n",
      "\n",
      "Epoch 0/200, 2185/6287, 0:06:12.018749\n",
      "0,2185,6.698307,1.872537,0.157554,3.934058,0.356305\n",
      "\n",
      "Epoch 0/200, 2186/6287, 0:06:12.206869\n",
      "0,2186,5.939523,1.386577,0.159847,3.548735,0.214688\n",
      "\n",
      "Epoch 0/200, 2187/6287, 0:06:12.383153\n",
      "0,2187,9.609715,2.648346,0.653727,6.285883,0.390422\n",
      "\n",
      "Epoch 0/200, 2188/6287, 0:06:12.564227\n",
      "0,2188,7.384016,2.132363,0.040203,4.838114,0.236007\n",
      "\n",
      "Epoch 0/200, 2189/6287, 0:06:12.739267\n",
      "0,2189,7.314653,2.105918,0.322705,4.618714,0.198894\n",
      "\n",
      "Epoch 0/200, 2190/6287, 0:06:12.905124\n",
      "0,2190,6.900012,2.127077,0.201067,4.137372,0.265165\n",
      "\n",
      "Epoch 0/200, 2191/6287, 0:06:13.071551\n",
      "0,2191,6.642733,1.908286,0.432090,4.086198,0.336245\n",
      "\n",
      "Epoch 0/200, 2192/6287, 0:06:13.236512\n",
      "0,2192,6.372434,1.941968,0.986566,4.243762,0.865352\n",
      "\n",
      "Epoch 0/200, 2193/6287, 0:06:13.401148\n",
      "0,2193,7.409041,2.144819,0.700191,5.048837,0.416319\n",
      "\n",
      "Epoch 0/200, 2194/6287, 0:06:13.568289\n",
      "0,2194,9.976503,2.818560,0.312644,6.121623,0.210232\n",
      "\n",
      "Epoch 0/200, 2195/6287, 0:06:13.734496\n",
      "0,2195,12.004002,3.682266,0.254694,7.494135,0.280781\n",
      "\n",
      "Epoch 0/200, 2196/6287, 0:06:13.916594\n",
      "0,2196,10.092802,3.088540,0.480095,6.107580,0.553223\n",
      "\n",
      "Epoch 0/200, 2197/6287, 0:06:14.093921\n",
      "0,2197,12.254429,3.414137,0.291362,8.002367,0.613295\n",
      "\n",
      "Epoch 0/200, 2198/6287, 0:06:14.272344\n",
      "0,2198,10.269581,2.698619,0.191451,6.398326,0.179647\n",
      "\n",
      "Epoch 0/200, 2199/6287, 0:06:14.450944\n",
      "0,2199,9.747923,2.752036,0.173310,5.996717,0.363334\n",
      "\n",
      "Epoch 0/200, 2200/6287, 0:06:14.616163\n",
      "0,2200,10.662948,2.891715,0.440490,5.846768,0.222229\n",
      "\n",
      "Epoch 0/200, 2201/6287, 0:06:14.783561\n",
      "0,2201,7.984060,2.162733,0.266995,4.889942,0.246657\n",
      "\n",
      "Epoch 0/200, 2202/6287, 0:06:14.965030\n",
      "0,2202,7.457495,2.290798,0.586548,4.500982,0.750856\n",
      "\n",
      "Epoch 0/200, 2203/6287, 0:06:15.138935\n",
      "0,2203,7.735714,2.157799,0.796436,5.053887,0.425102\n",
      "\n",
      "Epoch 0/200, 2204/6287, 0:06:15.306219\n",
      "0,2204,7.364882,1.776360,0.167088,4.934674,0.172951\n",
      "\n",
      "Epoch 0/200, 2205/6287, 0:06:15.489285\n",
      "0,2205,13.311619,3.528378,0.269338,8.818910,0.137996\n",
      "\n",
      "Epoch 0/200, 2206/6287, 0:06:15.670697\n",
      "0,2206,8.868620,2.505577,0.199005,4.911871,0.115141\n",
      "\n",
      "Epoch 0/200, 2207/6287, 0:06:15.849354\n",
      "0,2207,7.132387,1.971674,0.085804,4.265505,0.231494\n",
      "\n",
      "Epoch 0/200, 2208/6287, 0:06:16.017863\n",
      "0,2208,6.941758,2.036841,0.394207,3.778633,0.395677\n",
      "\n",
      "Epoch 0/200, 2209/6287, 0:06:16.198858\n",
      "0,2209,8.997129,2.647578,0.274706,5.629157,0.161707\n",
      "\n",
      "Epoch 0/200, 2210/6287, 0:06:16.378611\n",
      "0,2210,8.239824,2.360438,0.186879,5.424244,0.135972\n",
      "\n",
      "Epoch 0/200, 2211/6287, 0:06:16.555760\n",
      "0,2211,7.607543,1.866568,0.208184,4.608571,0.237051\n",
      "\n",
      "Epoch 0/200, 2212/6287, 0:06:16.727723\n",
      "0,2212,8.675358,2.426489,0.277192,5.268451,0.214917\n",
      "\n",
      "Epoch 0/200, 2213/6287, 0:06:16.902385\n",
      "0,2213,8.871201,2.321073,0.303361,5.290303,0.296461\n",
      "\n",
      "Epoch 0/200, 2214/6287, 0:06:17.072528\n",
      "0,2214,7.539255,2.244116,0.361931,4.599422,0.730473\n",
      "\n",
      "Epoch 0/200, 2215/6287, 0:06:17.249795\n",
      "0,2215,9.749849,2.717633,0.009964,6.001467,0.287270\n",
      "\n",
      "Epoch 0/200, 2216/6287, 0:06:17.419311\n",
      "0,2216,9.403018,2.464552,0.027176,5.369147,0.191248\n",
      "\n",
      "Epoch 0/200, 2217/6287, 0:06:17.609367\n",
      "0,2217,6.106838,1.661597,0.324567,3.789121,0.528413\n",
      "\n",
      "Epoch 0/200, 2218/6287, 0:06:17.784340\n",
      "0,2218,8.874035,2.654950,0.245145,5.277110,0.395320\n",
      "\n",
      "Epoch 0/200, 2219/6287, 0:06:17.970354\n",
      "0,2219,7.612467,2.292259,0.377141,4.547166,0.257110\n",
      "\n",
      "Epoch 0/200, 2220/6287, 0:06:18.147367\n",
      "0,2220,6.503669,1.711730,0.506982,4.310328,0.407515\n",
      "\n",
      "Epoch 0/200, 2221/6287, 0:06:18.329244\n",
      "0,2221,9.456513,2.888363,0.315536,6.069313,0.181406\n",
      "\n",
      "Epoch 0/200, 2222/6287, 0:06:18.506926\n",
      "0,2222,6.988343,2.126555,0.273375,3.806911,0.155505\n",
      "\n",
      "Epoch 0/200, 2223/6287, 0:06:18.684273\n",
      "0,2223,10.098431,3.172655,0.444107,5.975178,0.485594\n",
      "\n",
      "Epoch 0/200, 2224/6287, 0:06:18.852603\n",
      "0,2224,6.555767,1.863424,0.265819,3.829539,0.173081\n",
      "\n",
      "Epoch 0/200, 2225/6287, 0:06:19.033322\n",
      "0,2225,6.583279,1.916521,0.067027,3.839412,0.346375\n",
      "\n",
      "Epoch 0/200, 2226/6287, 0:06:19.216267\n",
      "0,2226,7.695693,1.897020,0.132706,5.052352,0.727842\n",
      "\n",
      "Epoch 0/200, 2227/6287, 0:06:19.391708\n",
      "0,2227,9.688415,3.015130,0.719099,5.974705,0.429947\n",
      "\n",
      "Epoch 0/200, 2228/6287, 0:06:19.552572\n",
      "0,2228,5.976164,1.809775,1.029322,3.491463,0.781086\n",
      "\n",
      "Epoch 0/200, 2229/6287, 0:06:19.716766\n",
      "0,2229,8.276681,2.441758,0.275652,5.540225,0.477187\n",
      "\n",
      "Epoch 0/200, 2230/6287, 0:06:19.906856\n",
      "0,2230,8.324864,2.471305,0.133895,5.066514,0.265690\n",
      "\n",
      "Epoch 0/200, 2231/6287, 0:06:20.084748\n",
      "0,2231,9.125015,2.475227,0.453894,5.481920,0.290244\n",
      "\n",
      "Epoch 0/200, 2232/6287, 0:06:20.257451\n",
      "0,2232,10.262450,2.845163,0.250270,6.543350,0.149277\n",
      "\n",
      "Epoch 0/200, 2233/6287, 0:06:20.435298\n",
      "0,2233,9.599487,2.678220,0.207481,5.224879,0.259069\n",
      "\n",
      "Epoch 0/200, 2234/6287, 0:06:20.605924\n",
      "0,2234,10.390173,3.199162,0.004284,6.063187,0.372603\n",
      "\n",
      "Epoch 0/200, 2235/6287, 0:06:20.776055\n",
      "0,2235,10.164167,2.824734,0.311775,5.648481,0.354978\n",
      "\n",
      "Epoch 0/200, 2236/6287, 0:06:20.952596\n",
      "0,2236,7.273176,2.351089,0.471841,4.159086,0.556760\n",
      "\n",
      "Epoch 0/200, 2237/6287, 0:06:21.118389\n",
      "0,2237,7.339923,2.285232,1.106719,4.503177,0.798605\n",
      "\n",
      "Epoch 0/200, 2238/6287, 0:06:21.286141\n",
      "0,2238,7.633484,2.482989,0.806160,4.691196,0.473395\n",
      "\n",
      "Epoch 0/200, 2239/6287, 0:06:21.466643\n",
      "0,2239,7.371745,2.278082,0.227297,4.893249,0.293506\n",
      "\n",
      "Epoch 0/200, 2240/6287, 0:06:21.638047\n",
      "0,2240,6.845510,1.930600,0.441933,4.257778,0.322293\n",
      "\n",
      "Epoch 0/200, 2241/6287, 0:06:21.817033\n",
      "0,2241,7.556265,2.125539,0.510595,5.058182,0.489748\n",
      "\n",
      "Epoch 0/200, 2242/6287, 0:06:22.001332\n",
      "0,2242,11.772100,3.258872,0.065725,7.865672,0.159396\n",
      "\n",
      "Epoch 0/200, 2243/6287, 0:06:22.190966\n",
      "0,2243,8.404759,2.542513,0.366367,5.192573,0.276304\n",
      "\n",
      "Epoch 0/200, 2244/6287, 0:06:22.361101\n",
      "0,2244,8.553862,2.364448,0.122114,5.055659,0.194449\n",
      "\n",
      "Epoch 0/200, 2245/6287, 0:06:22.533102\n",
      "0,2245,7.220146,2.003369,0.253020,4.455736,0.280602\n",
      "\n",
      "Epoch 0/200, 2246/6287, 0:06:22.711167\n",
      "0,2246,6.570656,1.857250,0.162285,3.823015,0.235126\n",
      "\n",
      "Epoch 0/200, 2247/6287, 0:06:22.885971\n",
      "0,2247,8.653677,2.467862,0.224534,5.260194,0.282618\n",
      "\n",
      "Epoch 0/200, 2248/6287, 0:06:23.050861\n",
      "0,2248,12.804140,3.878091,0.087964,7.707858,0.086051\n",
      "\n",
      "Epoch 0/200, 2249/6287, 0:06:23.216612\n",
      "0,2249,9.147286,2.626418,0.188544,5.613774,0.172137\n",
      "\n",
      "Epoch 0/200, 2250/6287, 0:06:23.381465\n",
      "0,2250,7.204403,2.064876,0.061962,4.034915,0.223997\n",
      "\n",
      "Epoch 0/200, 2251/6287, 0:06:23.549384\n",
      "0,2251,6.869357,1.840720,0.499833,4.515732,0.534557\n",
      "\n",
      "Epoch 0/200, 2252/6287, 0:06:23.714495\n",
      "0,2252,6.746605,1.734316,0.064172,4.015935,0.088802\n",
      "\n",
      "Epoch 0/200, 2253/6287, 0:06:23.892918\n",
      "0,2253,8.184967,2.527008,0.200787,4.751307,0.140144\n",
      "\n",
      "Epoch 0/200, 2254/6287, 0:06:24.069003\n",
      "0,2254,8.117989,2.624022,0.447350,4.892904,0.271658\n",
      "\n",
      "Epoch 0/200, 2255/6287, 0:06:24.234070\n",
      "0,2255,5.726883,1.590214,0.187348,3.157310,0.109527\n",
      "\n",
      "Epoch 0/200, 2256/6287, 0:06:24.401671\n",
      "0,2256,11.199717,3.420534,0.050707,6.541140,0.047330\n",
      "\n",
      "Epoch 0/200, 2257/6287, 0:06:24.570098\n",
      "0,2257,8.492174,2.200083,0.047108,4.881961,0.288824\n",
      "\n",
      "Epoch 0/200, 2258/6287, 0:06:24.738341\n",
      "0,2258,5.704904,1.601352,0.339530,3.151263,0.267076\n",
      "\n",
      "Epoch 0/200, 2259/6287, 0:06:24.919316\n",
      "0,2259,8.687226,2.320802,0.032489,4.351604,0.289882\n",
      "\n",
      "Epoch 0/200, 2260/6287, 0:06:25.099396\n",
      "0,2260,9.359858,2.726186,0.029666,5.628643,0.040150\n",
      "\n",
      "Epoch 0/200, 2261/6287, 0:06:25.266908\n",
      "0,2261,7.950259,2.491930,0.498234,4.653066,0.335255\n",
      "\n",
      "Epoch 0/200, 2262/6287, 0:06:25.429495\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0,2262,6.604745,1.876313,0.340465,4.039958,0.305865\n",
      "\n",
      "Epoch 0/200, 2263/6287, 0:06:25.597462\n",
      "0,2263,7.847116,2.508362,0.461982,5.200217,0.539402\n",
      "\n",
      "Epoch 0/200, 2264/6287, 0:06:25.774265\n",
      "0,2264,8.241440,2.602883,0.671679,5.269098,0.366097\n",
      "\n",
      "Epoch 0/200, 2265/6287, 0:06:25.956144\n",
      "0,2265,8.449683,2.757350,0.032339,5.556087,0.045376\n",
      "\n",
      "Epoch 0/200, 2266/6287, 0:06:26.143259\n",
      "0,2266,4.801265,1.353290,0.858146,3.015000,0.443444\n",
      "\n",
      "Epoch 0/200, 2267/6287, 0:06:26.316708\n",
      "0,2267,6.471489,1.811617,0.197180,3.601923,0.189146\n",
      "\n",
      "Epoch 0/200, 2268/6287, 0:06:26.496348\n",
      "0,2268,7.223846,2.352361,0.242974,4.152226,0.182683\n",
      "\n",
      "Epoch 0/200, 2269/6287, 0:06:26.672049\n",
      "0,2269,15.266252,3.996608,0.131538,10.125533,0.212564\n",
      "\n",
      "Epoch 0/200, 2270/6287, 0:06:26.841462\n",
      "0,2270,10.040293,2.685197,0.290865,5.957933,0.297652\n",
      "\n",
      "Epoch 0/200, 2271/6287, 0:06:27.009164\n",
      "0,2271,9.832395,2.821450,0.091986,5.775933,0.242415\n",
      "\n",
      "Epoch 0/200, 2272/6287, 0:06:27.185181\n",
      "0,2272,5.872867,1.488648,0.145727,3.486780,0.534807\n",
      "\n",
      "Epoch 0/200, 2273/6287, 0:06:27.351058\n",
      "0,2273,7.146831,1.908110,0.155916,3.915276,0.539324\n",
      "\n",
      "Epoch 0/200, 2274/6287, 0:06:27.521890\n",
      "0,2274,5.487741,1.708772,0.257029,3.306835,0.437037\n",
      "\n",
      "Epoch 0/200, 2275/6287, 0:06:27.701949\n",
      "0,2275,8.722787,2.709176,0.796637,5.880918,0.403619\n",
      "\n",
      "Epoch 0/200, 2276/6287, 0:06:27.868989\n",
      "0,2276,5.498067,1.649870,0.553563,3.622645,0.355171\n",
      "\n",
      "Epoch 0/200, 2277/6287, 0:06:28.032243\n"
     ]
    }
   ],
   "source": [
    "start_time = datetime.datetime.now()\n",
    "for i in range(CURR_EPOCH,NUM_EPOCHS):\n",
    "    for j, img in enumerate(imgLoader):\n",
    "        elapsed_time = datetime.datetime.now()-start_time\n",
    "        print(\"Epoch %d/%d, %d/%d, %s\"%(i,LR_DECAY_END,j,len(imageSet),str(elapsed_time)))\n",
    "        src_x = Variable(x.copy_(img['x']))\n",
    "        src_y = Variable(y.copy_(img['y']))\n",
    "        \n",
    "        gan_opt.zero_grad()\n",
    "        \n",
    "        #identity Loss\n",
    "        mapY_Y = G(src_y)\n",
    "        lossY_Y = identity_loss(mapY_Y, src_y)*5.0\n",
    "        \n",
    "        mapX_X = F(src_x)\n",
    "        lossX_X = identity_loss(mapX_X, src_x)*5.0\n",
    "        \n",
    "        #GAN Loss\n",
    "        mapX_Y = G(src_x) #Generate image Y' from image X\n",
    "        dX_Y = Dy(mapX_Y) #Check if image Y' seems real\n",
    "        lossX_Y = gan_loss(dX_Y, dReal) #Calculate Y' realism error\n",
    "        \n",
    "        mapY_X = F(src_y) #Generate image X' from image Y\n",
    "        dY_X = Dx(mapY_X) #Check if image X' seems real\n",
    "        lossY_X = gan_loss(dY_X, dReal) #Calculate X' realism error\n",
    "        \n",
    "        #Cycle Consistency Loss\n",
    "        mapX_Y_X = F(mapX_Y)\n",
    "        lossX_Y_X = cycle_loss(mapX_Y_X, src_x)*10.0\n",
    "        \n",
    "        mapY_X_Y = G(mapY_X)\n",
    "        lossY_X_Y = cycle_loss(mapY_X_Y, src_y)*10.0\n",
    "        \n",
    "        mapLoss = lossY_Y + lossX_X + lossX_Y + lossY_X + lossX_Y_X + lossY_X_Y\n",
    "        mapLoss.backward()\n",
    "        \n",
    "        gan_opt.step()\n",
    "        \n",
    "        #Dx\n",
    "        dx_opt.zero_grad()\n",
    "        \n",
    "        dX_res = Dx(src_x)\n",
    "        lossX = gan_loss(dX_res, dReal)\n",
    "        \n",
    "        mapY_X_old = buffY_X.cycle(mapY_X)\n",
    "        dY_X = Dx(mapY_X_old.detach())\n",
    "        lossY_X = gan_loss(dY_X, dFake)\n",
    "        \n",
    "        dxLoss = (lossX + lossY_X)*0.5\n",
    "        dxLoss.backward()\n",
    "        \n",
    "        dx_opt.step()\n",
    "        \n",
    "        #Dy\n",
    "        dy_opt.zero_grad()\n",
    "        \n",
    "        dY_res = Dy(src_y)\n",
    "        lossY = gan_loss(dY_res, dReal)\n",
    "        \n",
    "        mapX_Y_old = buffX_Y.cycle(mapX_Y)\n",
    "        dX_Y = Dy(mapX_Y_old.detach())\n",
    "        lossX_Y = gan_loss(dX_Y, dFake)\n",
    "        \n",
    "        dyLoss = (lossY + lossX_Y)*0.5\n",
    "        dyLoss.backward()\n",
    "        \n",
    "        dy_opt.step()     \n",
    "        \n",
    "        print(\"%d,%d,%f,%f,%f,%f,%f\\n\"%(i,j,mapLoss.data[0], \n",
    "                                          (lossX_X+lossY_Y).data[0], \n",
    "                                          (lossX_Y+lossY_X).data[0], \n",
    "                                          (lossX_Y_X+lossY_X_Y).data[0], \n",
    "                                          (dxLoss+dyLoss).data[0]))\n",
    "        \n",
    "        logfile.write(\"%d,%d,%f,%f,%f,%f,%f\\n\"%(i,j,mapLoss.data[0], \n",
    "                                          (lossX_X+lossY_Y).data[0], \n",
    "                                          (lossX_Y+lossY_X).data[0], \n",
    "                                          (lossX_Y_X+lossY_X_Y).data[0], \n",
    "                                          (dxLoss+dyLoss).data[0]))\n",
    "        \n",
    "    tv.save_image(src_x.data, './img/' + dataset + '/src_x_%d.jpg'%(i))\n",
    "    tv.save_image(src_y.data, './img/' + dataset + '/src_y_%d.jpg'%(i))\n",
    "    tv.save_image(mapX_Y.data, './img/' + dataset + '/mapX_Y_%d.jpg'%(i))\n",
    "    tv.save_image(mapY_X.data, './img/' + dataset + '/mapY_X_%d.jpg'%(i))\n",
    "    gan_lr.step()\n",
    "    dx_lr.step()\n",
    "    dy_lr.step()\n",
    "    \n",
    "\n",
    "    if not os.path.isdir(\"./model/\"):\n",
    "        os.mkdir(\"./model/\")\n",
    "    \n",
    "    if not os.path.isdir(\"./model/\" + dataset + \"/\"):\n",
    "        os.mkdir(\"./model/\" + dataset + \"/\")\n",
    "    model_file = open(\"./model/\" + dataset + \"/model_info.txt\", \"w\")\n",
    "    model_file.write(\"%d\"%(i+1))\n",
    "    model_file.close()\n",
    "    torch.save(G.state_dict(), './model/' + dataset + '/G.data')\n",
    "    torch.save(F.state_dict(), './model/' + dataset + '/F.data')\n",
    "    torch.save(Dx.state_dict(), './model/' + dataset + '/Dx.data')\n",
    "    torch.save(Dy.state_dict(), './model/' + dataset + '/Dy.data')\n",
    "    torch.save(gan_opt.state_dict(), './model/' + dataset + '/gan_opt.data')\n",
    "    torch.save(dx_opt.state_dict(), './model/' + dataset + '/dx_opt.data')\n",
    "    torch.save(dy_opt.state_dict(), './model/' + dataset + '/dy_opt.data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "logfile.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "print(\"Finished training\")"
   ]
  }
 ],
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