rbf.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "import  numpy as np\n",
    "from sklearn.svm import SVR\n",
    "import matplotlib.pyplot as plt\n",
    "import pymc3 as pm\n",
    "\n",
    "seed = 20\n",
    "np.random.seed(seed)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "d = 5\n",
    "n = 100\n",
    "test_n = 10\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100, 5)\n(100,)\n"
     ]
    }
   ],
   "source": [
    "# data generation \n",
    "\n",
    "w = np.random.uniform(-10, 10, d )\n",
    "X = np.random.rand(n, d)\n",
    "_X = np.sin(X).ravel()\n",
    "_y = np.sum(np.multiply(X, w), axis=1)\n",
    "y = _y\n",
    "# Add noise to targets\n",
    "y[::5] += 3 * (0.5 - np.random.rand(y[::5].shape[0]))\n",
    "\n",
    "# test data\n",
    "X_new = np.random.rand(test_n, d)\n",
    "_X_new = np.sin(X_new).ravel()\n",
    "_y_new = np.sum(np.multiply(X_new, w), axis=1)\n",
    "y_new = _y_new\n",
    "\n",
    "print(X.shape)\n",
    "print(_y.shape)\n",
    " \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
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    {
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     "output_type": "stream",
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 369.63:   2%|▏         | 388/20000 [00:01<01:24, 232.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 369.63:   2%|▏         | 388/20000 [00:01<01:24, 232.64it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 369.59:   2%|▏         | 388/20000 [00:01<01:26, 227.83it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 369.59:   2%|▏         | 388/20000 [00:01<01:26, 227.67it/s]"
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    },
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 369.59:   2%|▏         | 416/20000 [00:01<01:21, 241.59it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 369.21:   2%|▏         | 416/20000 [00:01<01:21, 239.30it/s]"
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    },
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 370.3:   2%|▏         | 480/20000 [00:01<01:21, 240.60it/s] "
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    },
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 370.3:   2%|▏         | 480/20000 [00:01<01:21, 240.46it/s]"
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 370.1:   3%|▎         | 511/20000 [00:02<01:17, 252.00it/s]"
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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      "\rAverage Loss = 370.18:   3%|▎         | 511/20000 [00:02<01:19, 244.98it/s]"
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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      "\rAverage Loss = 370:   4%|▎         | 707/20000 [00:02<01:20, 240.72it/s]   "
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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      "\rAverage Loss = 369.19:   4%|▍         | 840/20000 [00:03<01:17, 245.89it/s]"
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.87:   6%|▌         | 1248/20000 [00:05<01:16, 245.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.87:   6%|▋         | 1274/20000 [00:05<01:15, 249.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.67:   6%|▋         | 1274/20000 [00:05<01:15, 248.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.67:   6%|▋         | 1274/20000 [00:05<01:15, 248.25it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.54:   6%|▋         | 1274/20000 [00:05<01:15, 246.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.54:   6%|▋         | 1274/20000 [00:05<01:15, 246.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.54:   6%|▋         | 1300/20000 [00:05<01:14, 249.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.59:   6%|▋         | 1300/20000 [00:05<01:15, 249.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.59:   6%|▋         | 1300/20000 [00:05<01:15, 249.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.12:   6%|▋         | 1300/20000 [00:05<01:15, 247.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.12:   6%|▋         | 1300/20000 [00:05<01:15, 247.57it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.04:   6%|▋         | 1300/20000 [00:05<01:16, 245.87it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.04:   6%|▋         | 1300/20000 [00:05<01:16, 245.72it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 367.04:   7%|▋         | 1326/20000 [00:05<01:14, 249.67it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.96:   7%|▋         | 1326/20000 [00:05<01:15, 248.81it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.96:   7%|▋         | 1326/20000 [00:05<01:15, 248.65it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.65:   7%|▋         | 1326/20000 [00:05<01:15, 247.40it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.65:   7%|▋         | 1326/20000 [00:05<01:15, 247.20it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.68:   7%|▋         | 1326/20000 [00:05<01:15, 245.73it/s]"
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.68:   7%|▋         | 1326/20000 [00:05<01:16, 245.62it/s]"
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.68:   7%|▋         | 1355/20000 [00:05<01:14, 250.40it/s]"
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.68:   7%|▋         | 1355/20000 [00:05<01:14, 249.22it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.68:   7%|▋         | 1355/20000 [00:05<01:14, 249.09it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.76:   7%|▋         | 1355/20000 [00:05<01:15, 247.34it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.76:   7%|▋         | 1355/20000 [00:05<01:15, 247.20it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.62:   7%|▋         | 1355/20000 [00:05<01:15, 245.91it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.62:   7%|▋         | 1355/20000 [00:05<01:15, 245.75it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.62:   7%|▋         | 1382/20000 [00:05<01:14, 250.45it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.48:   7%|▋         | 1382/20000 [00:05<01:14, 249.16it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.48:   7%|▋         | 1382/20000 [00:05<01:14, 249.02it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.29:   7%|▋         | 1382/20000 [00:05<01:15, 247.61it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.29:   7%|▋         | 1382/20000 [00:05<01:15, 247.47it/s]"
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.21:   7%|▋         | 1382/20000 [00:05<01:15, 246.22it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.21:   7%|▋         | 1382/20000 [00:05<01:15, 246.09it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.21:   7%|▋         | 1412/20000 [00:05<01:13, 251.23it/s]"
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.41:   7%|▋         | 1412/20000 [00:05<01:14, 249.97it/s]"
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 366.41:   7%|▋         | 1412/20000 [00:05<01:14, 249.91it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.99:   7%|▋         | 1412/20000 [00:05<01:14, 248.76it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.99:   7%|▋         | 1412/20000 [00:05<01:14, 248.65it/s]"
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.97:   7%|▋         | 1412/20000 [00:05<01:15, 246.92it/s]"
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.97:   7%|▋         | 1412/20000 [00:05<01:15, 246.86it/s]"
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.97:   7%|▋         | 1441/20000 [00:05<01:13, 251.89it/s]"
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.59:   7%|▋         | 1441/20000 [00:05<01:14, 250.37it/s]"
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.59:   7%|▋         | 1441/20000 [00:05<01:14, 250.31it/s]"
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.72:   7%|▋         | 1441/20000 [00:05<01:14, 249.04it/s]"
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.72:   7%|▋         | 1441/20000 [00:05<01:14, 248.95it/s]"
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.63:   7%|▋         | 1441/20000 [00:05<01:14, 247.56it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.63:   7%|▋         | 1441/20000 [00:05<01:14, 247.51it/s]"
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.63:   7%|▋         | 1471/20000 [00:05<01:13, 252.62it/s]"
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.39:   7%|▋         | 1471/20000 [00:05<01:13, 251.64it/s]"
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.39:   7%|▋         | 1471/20000 [00:05<01:13, 251.59it/s]"
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.32:   7%|▋         | 1471/20000 [00:05<01:14, 250.14it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.32:   7%|▋         | 1471/20000 [00:05<01:14, 250.08it/s]"
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.91:   7%|▋         | 1471/20000 [00:05<01:14, 248.44it/s]"
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     "output_type": "stream",
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      "\rAverage Loss = 364.91:   7%|▋         | 1471/20000 [00:05<01:14, 248.39it/s]"
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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      "\rAverage Loss = 366.16:   8%|▊         | 1501/20000 [00:05<01:13, 250.74it/s]"
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     "output_type": "stream",
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      "\rAverage Loss = 366.16:   8%|▊         | 1501/20000 [00:05<01:13, 250.59it/s]"
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     "output_type": "stream",
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      "\rAverage Loss = 366:   8%|▊         | 1501/20000 [00:06<01:14, 249.44it/s]   "
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     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 366:   8%|▊         | 1501/20000 [00:06<01:14, 249.34it/s]"
     ]
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.92:   8%|▊         | 1531/20000 [00:06<01:12, 253.30it/s]"
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.92:   8%|▊         | 1531/20000 [00:06<01:12, 253.14it/s]"
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.71:   8%|▊         | 1531/20000 [00:06<01:13, 251.89it/s]"
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.71:   8%|▊         | 1531/20000 [00:06<01:13, 251.83it/s]"
     ]
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.69:   8%|▊         | 1531/20000 [00:06<01:13, 250.31it/s]"
     ]
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.69:   8%|▊         | 1531/20000 [00:06<01:13, 250.22it/s]"
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.69:   8%|▊         | 1562/20000 [00:06<01:12, 255.03it/s]"
     ]
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.61:   8%|▊         | 1562/20000 [00:06<01:12, 253.78it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.61:   8%|▊         | 1562/20000 [00:06<01:12, 253.59it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.77:   8%|▊         | 1562/20000 [00:06<01:13, 251.81it/s]"
     ]
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.77:   8%|▊         | 1562/20000 [00:06<01:13, 251.67it/s]"
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.61:   8%|▊         | 1562/20000 [00:06<01:13, 250.52it/s]"
     ]
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.61:   8%|▊         | 1562/20000 [00:06<01:13, 250.40it/s]"
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.61:   8%|▊         | 1592/20000 [00:06<01:12, 255.03it/s]"
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.5:   8%|▊         | 1592/20000 [00:06<01:12, 253.50it/s] "
     ]
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     "output_type": "stream",
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      "\rAverage Loss = 365.5:   8%|▊         | 1592/20000 [00:06<01:12, 253.34it/s]"
     ]
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 365.22:   8%|▊         | 1592/20000 [00:06<01:12, 252.19it/s]"
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
     "text": [
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     ]
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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      "\rAverage Loss = 364.98:   8%|▊         | 1621/20000 [00:06<01:12, 253.64it/s]"
     ]
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.98:   8%|▊         | 1621/20000 [00:06<01:12, 253.53it/s]"
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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      "\rAverage Loss = 364.6:   8%|▊         | 1649/20000 [00:06<01:12, 253.40it/s] "
     ]
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
     "text": [
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.32:   9%|▊         | 1704/20000 [00:06<01:13, 250.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.43:   9%|▊         | 1704/20000 [00:06<01:13, 248.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.43:   9%|▊         | 1704/20000 [00:06<01:13, 248.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.18:   9%|▊         | 1704/20000 [00:06<01:13, 247.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.18:   9%|▊         | 1704/20000 [00:06<01:13, 247.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.18:   9%|▊         | 1728/20000 [00:06<01:13, 250.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.39:   9%|▊         | 1728/20000 [00:06<01:13, 249.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.39:   9%|▊         | 1728/20000 [00:06<01:13, 249.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.46:   9%|▊         | 1728/20000 [00:06<01:13, 248.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.46:   9%|▊         | 1728/20000 [00:06<01:13, 248.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.49:   9%|▊         | 1728/20000 [00:06<01:13, 247.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.49:   9%|▊         | 1728/20000 [00:06<01:13, 247.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.49:   9%|▉         | 1758/20000 [00:07<01:12, 250.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.5:   9%|▉         | 1758/20000 [00:07<01:12, 250.37it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.5:   9%|▉         | 1758/20000 [00:07<01:12, 250.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.41:   9%|▉         | 1758/20000 [00:07<01:13, 249.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.41:   9%|▉         | 1758/20000 [00:07<01:13, 249.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.39:   9%|▉         | 1758/20000 [00:07<01:13, 247.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.39:   9%|▉         | 1758/20000 [00:07<01:13, 247.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.39:   9%|▉         | 1787/20000 [00:07<01:12, 251.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.28:   9%|▉         | 1787/20000 [00:07<01:12, 250.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.28:   9%|▉         | 1787/20000 [00:07<01:12, 250.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.25:   9%|▉         | 1787/20000 [00:07<01:12, 249.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.25:   9%|▉         | 1787/20000 [00:07<01:12, 249.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.2:   9%|▉         | 1787/20000 [00:07<01:13, 248.01it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.2:   9%|▉         | 1787/20000 [00:07<01:13, 247.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.2:   9%|▉         | 1813/20000 [00:07<01:12, 251.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364:   9%|▉         | 1813/20000 [00:07<01:12, 250.23it/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364:   9%|▉         | 1813/20000 [00:07<01:12, 250.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.43:   9%|▉         | 1813/20000 [00:07<01:13, 249.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.43:   9%|▉         | 1813/20000 [00:07<01:13, 248.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.5:   9%|▉         | 1813/20000 [00:07<01:13, 247.78it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.5:   9%|▉         | 1813/20000 [00:07<01:13, 247.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.5:   9%|▉         | 1841/20000 [00:07<01:12, 251.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.54:   9%|▉         | 1841/20000 [00:07<01:12, 250.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.54:   9%|▉         | 1841/20000 [00:07<01:12, 250.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.58:   9%|▉         | 1841/20000 [00:07<01:12, 249.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.58:   9%|▉         | 1841/20000 [00:07<01:12, 249.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.54:   9%|▉         | 1841/20000 [00:07<01:13, 248.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.54:   9%|▉         | 1841/20000 [00:07<01:13, 247.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.54:   9%|▉         | 1871/20000 [00:07<01:11, 251.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.63:   9%|▉         | 1871/20000 [00:07<01:12, 250.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.63:   9%|▉         | 1871/20000 [00:07<01:12, 250.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.65:   9%|▉         | 1871/20000 [00:07<01:12, 249.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.65:   9%|▉         | 1871/20000 [00:07<01:12, 249.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.62:   9%|▉         | 1871/20000 [00:07<01:12, 248.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.62:   9%|▉         | 1871/20000 [00:07<01:12, 248.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.62:  10%|▉         | 1901/20000 [00:07<01:11, 252.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.42:  10%|▉         | 1901/20000 [00:07<01:12, 251.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.42:  10%|▉         | 1901/20000 [00:07<01:12, 251.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.51:  10%|▉         | 1901/20000 [00:07<01:12, 250.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 364.51:  10%|▉         | 1901/20000 [00:07<01:12, 249.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.88:  10%|▉         | 1901/20000 [00:07<01:12, 248.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.88:  10%|▉         | 1901/20000 [00:07<01:12, 248.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.88:  10%|▉         | 1931/20000 [00:07<01:11, 252.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.37:  10%|▉         | 1931/20000 [00:07<01:11, 251.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.37:  10%|▉         | 1931/20000 [00:07<01:11, 251.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.55:  10%|▉         | 1931/20000 [00:07<01:12, 250.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.55:  10%|▉         | 1931/20000 [00:07<01:12, 250.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.52:  10%|▉         | 1931/20000 [00:07<01:12, 249.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.52:  10%|▉         | 1931/20000 [00:07<01:12, 249.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.52:  10%|▉         | 1961/20000 [00:07<01:11, 253.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.35:  10%|▉         | 1961/20000 [00:07<01:11, 252.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.35:  10%|▉         | 1961/20000 [00:07<01:11, 252.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.41:  10%|▉         | 1961/20000 [00:07<01:11, 251.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.41:  10%|▉         | 1961/20000 [00:07<01:11, 251.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.66:  10%|▉         | 1961/20000 [00:07<01:12, 250.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.66:  10%|▉         | 1961/20000 [00:07<01:12, 249.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.66:  10%|▉         | 1991/20000 [00:07<01:10, 253.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.71:  10%|▉         | 1991/20000 [00:07<01:11, 252.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.71:  10%|▉         | 1991/20000 [00:07<01:11, 252.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.36:  10%|▉         | 1991/20000 [00:07<01:11, 251.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.36:  10%|▉         | 1991/20000 [00:07<01:11, 251.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.29:  10%|▉         | 1991/20000 [00:07<01:11, 250.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.29:  10%|▉         | 1991/20000 [00:07<01:11, 250.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.29:  10%|█         | 2021/20000 [00:07<01:10, 254.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.33:  10%|█         | 2021/20000 [00:07<01:11, 253.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.33:  10%|█         | 2021/20000 [00:07<01:11, 253.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.14:  10%|█         | 2021/20000 [00:08<01:11, 252.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.14:  10%|█         | 2021/20000 [00:08<01:11, 252.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.05:  10%|█         | 2021/20000 [00:08<01:11, 251.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.05:  10%|█         | 2021/20000 [00:08<01:11, 251.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 363.05:  10%|█         | 2051/20000 [00:08<01:10, 254.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.8:  10%|█         | 2051/20000 [00:08<01:10, 253.41it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.8:  10%|█         | 2051/20000 [00:08<01:10, 253.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.71:  10%|█         | 2051/20000 [00:08<01:11, 252.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.71:  10%|█         | 2051/20000 [00:08<01:11, 251.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.71:  10%|█         | 2080/20000 [00:08<01:10, 253.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.54:  10%|█         | 2080/20000 [00:08<01:10, 253.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.54:  10%|█         | 2080/20000 [00:08<01:10, 253.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.42:  10%|█         | 2080/20000 [00:08<01:11, 251.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.42:  10%|█         | 2080/20000 [00:08<01:11, 251.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.57:  10%|█         | 2080/20000 [00:08<01:11, 250.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.57:  10%|█         | 2080/20000 [00:08<01:11, 250.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.57:  11%|█         | 2107/20000 [00:08<01:10, 253.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.56:  11%|█         | 2107/20000 [00:08<01:10, 253.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.56:  11%|█         | 2107/20000 [00:08<01:10, 253.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.64:  11%|█         | 2107/20000 [00:08<01:11, 251.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.64:  11%|█         | 2107/20000 [00:08<01:11, 251.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.78:  11%|█         | 2107/20000 [00:08<01:11, 251.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.78:  11%|█         | 2107/20000 [00:08<01:11, 250.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.78:  11%|█         | 2136/20000 [00:08<01:10, 253.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.75:  11%|█         | 2136/20000 [00:08<01:10, 253.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.75:  11%|█         | 2136/20000 [00:08<01:10, 253.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.76:  11%|█         | 2136/20000 [00:08<01:10, 252.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.76:  11%|█         | 2136/20000 [00:08<01:10, 252.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.78:  11%|█         | 2136/20000 [00:08<01:11, 251.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.78:  11%|█         | 2136/20000 [00:08<01:11, 251.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.78:  11%|█         | 2163/20000 [00:08<01:10, 254.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.74:  11%|█         | 2163/20000 [00:08<01:10, 253.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.74:  11%|█         | 2163/20000 [00:08<01:10, 253.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.48:  11%|█         | 2163/20000 [00:08<01:10, 251.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.48:  11%|█         | 2163/20000 [00:08<01:10, 251.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.48:  11%|█         | 2190/20000 [00:08<01:10, 253.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.34:  11%|█         | 2190/20000 [00:08<01:10, 253.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.34:  11%|█         | 2190/20000 [00:08<01:10, 252.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.35:  11%|█         | 2190/20000 [00:08<01:10, 251.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.35:  11%|█         | 2190/20000 [00:08<01:10, 251.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.24:  11%|█         | 2190/20000 [00:08<01:11, 249.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.24:  11%|█         | 2190/20000 [00:08<01:11, 249.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.24:  11%|█         | 2215/20000 [00:08<01:10, 251.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.23:  11%|█         | 2215/20000 [00:08<01:10, 251.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.23:  11%|█         | 2215/20000 [00:08<01:10, 251.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.32:  11%|█         | 2215/20000 [00:08<01:11, 249.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.32:  11%|█         | 2215/20000 [00:08<01:11, 249.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.32:  11%|█         | 2238/20000 [00:08<01:10, 250.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.43:  11%|█         | 2238/20000 [00:08<01:10, 250.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.43:  11%|█         | 2238/20000 [00:08<01:10, 250.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.46:  11%|█         | 2238/20000 [00:08<01:11, 249.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.46:  11%|█         | 2238/20000 [00:08<01:11, 249.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.47:  11%|█         | 2238/20000 [00:09<01:11, 248.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.47:  11%|█         | 2238/20000 [00:09<01:11, 248.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.47:  11%|█▏        | 2262/20000 [00:09<01:10, 250.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.3:  11%|█▏        | 2262/20000 [00:09<01:10, 249.94it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.3:  11%|█▏        | 2262/20000 [00:09<01:10, 249.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.21:  11%|█▏        | 2262/20000 [00:09<01:11, 248.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.21:  11%|█▏        | 2262/20000 [00:09<01:11, 248.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.26:  11%|█▏        | 2262/20000 [00:09<01:11, 248.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.26:  11%|█▏        | 2262/20000 [00:09<01:11, 247.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.26:  11%|█▏        | 2291/20000 [00:09<01:10, 250.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.31:  11%|█▏        | 2291/20000 [00:09<01:10, 250.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.31:  11%|█▏        | 2291/20000 [00:09<01:10, 250.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.25:  11%|█▏        | 2291/20000 [00:09<01:11, 248.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.25:  11%|█▏        | 2291/20000 [00:09<01:11, 248.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.25:  12%|█▏        | 2315/20000 [00:09<01:10, 250.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.19:  12%|█▏        | 2315/20000 [00:09<01:10, 249.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.19:  12%|█▏        | 2315/20000 [00:09<01:10, 249.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.24:  12%|█▏        | 2315/20000 [00:09<01:11, 248.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.24:  12%|█▏        | 2315/20000 [00:09<01:11, 248.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.18:  12%|█▏        | 2315/20000 [00:09<01:11, 247.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.18:  12%|█▏        | 2315/20000 [00:09<01:11, 247.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.18:  12%|█▏        | 2342/20000 [00:09<01:10, 250.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.43:  12%|█▏        | 2342/20000 [00:09<01:10, 249.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.43:  12%|█▏        | 2342/20000 [00:09<01:10, 249.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.26:  12%|█▏        | 2342/20000 [00:09<01:10, 248.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.26:  12%|█▏        | 2342/20000 [00:09<01:11, 248.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.22:  12%|█▏        | 2342/20000 [00:09<01:11, 247.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.22:  12%|█▏        | 2342/20000 [00:09<01:11, 247.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.22:  12%|█▏        | 2372/20000 [00:09<01:10, 250.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.22:  12%|█▏        | 2372/20000 [00:09<01:10, 249.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.22:  12%|█▏        | 2372/20000 [00:09<01:10, 249.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.98:  12%|█▏        | 2372/20000 [00:09<01:10, 248.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.98:  12%|█▏        | 2372/20000 [00:09<01:10, 248.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.98:  12%|█▏        | 2398/20000 [00:09<01:10, 250.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.06:  12%|█▏        | 2398/20000 [00:09<01:10, 250.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 362.06:  12%|█▏        | 2398/20000 [00:09<01:10, 250.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.91:  12%|█▏        | 2398/20000 [00:09<01:10, 249.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.91:  12%|█▏        | 2398/20000 [00:09<01:10, 249.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.82:  12%|█▏        | 2398/20000 [00:09<01:10, 247.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.82:  12%|█▏        | 2398/20000 [00:09<01:11, 247.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.82:  12%|█▏        | 2423/20000 [00:09<01:10, 250.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.86:  12%|█▏        | 2423/20000 [00:09<01:10, 249.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.86:  12%|█▏        | 2423/20000 [00:09<01:10, 249.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.82:  12%|█▏        | 2423/20000 [00:09<01:10, 248.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.82:  12%|█▏        | 2423/20000 [00:09<01:10, 248.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.87:  12%|█▏        | 2423/20000 [00:09<01:10, 247.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.87:  12%|█▏        | 2423/20000 [00:09<01:10, 247.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.87:  12%|█▏        | 2452/20000 [00:09<01:10, 250.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.67:  12%|█▏        | 2452/20000 [00:09<01:10, 249.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.67:  12%|█▏        | 2452/20000 [00:09<01:10, 249.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.82:  12%|█▏        | 2452/20000 [00:09<01:10, 249.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.82:  12%|█▏        | 2452/20000 [00:09<01:10, 248.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.8:  12%|█▏        | 2452/20000 [00:09<01:10, 248.13it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.8:  12%|█▏        | 2452/20000 [00:09<01:10, 248.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.8:  12%|█▏        | 2482/20000 [00:09<01:09, 250.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.74:  12%|█▏        | 2482/20000 [00:09<01:10, 250.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.74:  12%|█▏        | 2482/20000 [00:09<01:10, 250.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.73:  12%|█▏        | 2482/20000 [00:10<01:10, 248.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.73:  12%|█▏        | 2482/20000 [00:10<01:10, 248.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 361.73:  13%|█▎        | 2509/20000 [00:10<01:10, 249.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.53:  13%|█▎        | 2509/20000 [00:10<01:10, 249.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.53:  13%|█▎        | 2509/20000 [00:10<01:10, 248.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.54:  13%|█▎        | 2509/20000 [00:10<01:10, 247.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.54:  13%|█▎        | 2509/20000 [00:10<01:10, 247.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.44:  13%|█▎        | 2509/20000 [00:10<01:11, 244.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.44:  13%|█▎        | 2509/20000 [00:10<01:11, 244.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.44:  13%|█▎        | 2533/20000 [00:10<01:10, 246.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.48:  13%|█▎        | 2533/20000 [00:10<01:11, 244.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.48:  13%|█▎        | 2533/20000 [00:10<01:11, 244.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.55:  13%|█▎        | 2533/20000 [00:10<01:11, 243.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.55:  13%|█▎        | 2533/20000 [00:10<01:11, 243.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.55:  13%|█▎        | 2553/20000 [00:10<01:11, 245.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.44:  13%|█▎        | 2553/20000 [00:10<01:11, 244.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.44:  13%|█▎        | 2553/20000 [00:10<01:11, 244.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.39:  13%|█▎        | 2553/20000 [00:10<01:11, 242.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.39:  13%|█▎        | 2553/20000 [00:10<01:11, 242.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.39:  13%|█▎        | 2572/20000 [00:10<01:11, 244.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.21:  13%|█▎        | 2572/20000 [00:10<01:11, 242.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.21:  13%|█▎        | 2572/20000 [00:10<01:11, 242.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.1:  13%|█▎        | 2572/20000 [00:10<01:12, 241.40it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.1:  13%|█▎        | 2572/20000 [00:10<01:12, 241.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.1:  13%|█▎        | 2591/20000 [00:10<01:11, 243.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.01:  13%|█▎        | 2591/20000 [00:10<01:12, 241.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.01:  13%|█▎        | 2591/20000 [00:10<01:12, 241.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.01:  13%|█▎        | 2609/20000 [00:10<01:11, 242.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.94:  13%|█▎        | 2609/20000 [00:10<01:11, 242.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.94:  13%|█▎        | 2609/20000 [00:10<01:11, 241.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.08:  13%|█▎        | 2609/20000 [00:10<01:12, 240.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.08:  13%|█▎        | 2609/20000 [00:10<01:12, 240.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360.08:  13%|█▎        | 2626/20000 [00:10<01:11, 241.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360:  13%|█▎        | 2626/20000 [00:10<01:12, 241.19it/s]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 360:  13%|█▎        | 2626/20000 [00:10<01:12, 241.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.92:  13%|█▎        | 2626/20000 [00:10<01:12, 240.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.92:  13%|█▎        | 2626/20000 [00:10<01:12, 240.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.88:  13%|█▎        | 2626/20000 [00:10<01:12, 239.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.88:  13%|█▎        | 2626/20000 [00:10<01:12, 239.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.88:  13%|█▎        | 2656/20000 [00:10<01:11, 242.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.85:  13%|█▎        | 2656/20000 [00:11<01:12, 239.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.85:  13%|█▎        | 2656/20000 [00:11<01:12, 239.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.7:  13%|█▎        | 2656/20000 [00:11<01:13, 237.20it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.7:  13%|█▎        | 2656/20000 [00:11<01:13, 237.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.7:  13%|█▎        | 2677/20000 [00:11<01:12, 238.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.43:  13%|█▎        | 2677/20000 [00:11<01:12, 238.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.43:  13%|█▎        | 2677/20000 [00:11<01:12, 238.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.26:  13%|█▎        | 2677/20000 [00:11<01:12, 237.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 359.26:  13%|█▎        | 2677/20000 [00:11<01:12, 237.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.98:  13%|█▎        | 2677/20000 [00:11<01:13, 236.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.98:  13%|█▎        | 2677/20000 [00:11<01:13, 236.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.98:  14%|█▎        | 2703/20000 [00:11<01:12, 238.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.89:  14%|█▎        | 2703/20000 [00:11<01:12, 238.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.89:  14%|█▎        | 2703/20000 [00:11<01:12, 238.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.74:  14%|█▎        | 2703/20000 [00:11<01:12, 237.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.74:  14%|█▎        | 2703/20000 [00:11<01:12, 237.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.4:  14%|█▎        | 2703/20000 [00:11<01:13, 236.82it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.4:  14%|█▎        | 2703/20000 [00:11<01:13, 236.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.4:  14%|█▎        | 2731/20000 [00:11<01:12, 238.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.27:  14%|█▎        | 2731/20000 [00:11<01:12, 238.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.27:  14%|█▎        | 2731/20000 [00:11<01:12, 238.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.42:  14%|█▎        | 2731/20000 [00:11<01:12, 237.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.42:  14%|█▎        | 2731/20000 [00:11<01:12, 237.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.62:  14%|█▎        | 2731/20000 [00:11<01:12, 236.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.62:  14%|█▎        | 2731/20000 [00:11<01:12, 236.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.62:  14%|█▍        | 2761/20000 [00:11<01:11, 239.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.58:  14%|█▍        | 2761/20000 [00:11<01:12, 238.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.58:  14%|█▍        | 2761/20000 [00:11<01:12, 238.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.58:  14%|█▍        | 2761/20000 [00:11<01:12, 238.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.58:  14%|█▍        | 2761/20000 [00:11<01:12, 237.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.58:  14%|█▍        | 2788/20000 [00:11<01:11, 239.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.49:  14%|█▍        | 2788/20000 [00:11<01:11, 239.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.49:  14%|█▍        | 2788/20000 [00:11<01:11, 239.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.38:  14%|█▍        | 2788/20000 [00:11<01:12, 238.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.38:  14%|█▍        | 2788/20000 [00:11<01:12, 238.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.23:  14%|█▍        | 2788/20000 [00:11<01:12, 237.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.23:  14%|█▍        | 2788/20000 [00:11<01:12, 237.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.23:  14%|█▍        | 2813/20000 [00:11<01:11, 239.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.08:  14%|█▍        | 2813/20000 [00:11<01:11, 239.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 358.08:  14%|█▍        | 2813/20000 [00:11<01:11, 239.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 357.69:  14%|█▍        | 2813/20000 [00:11<01:12, 238.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 357.69:  14%|█▍        | 2813/20000 [00:11<01:12, 238.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 357.43:  14%|█▍        | 2813/20000 [00:11<01:12, 237.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 357.43:  14%|█▍        | 2813/20000 [00:11<01:12, 237.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 357.43:  14%|█▍        | 2842/20000 [00:11<01:11, 240.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 357.02:  14%|█▍        | 2842/20000 [00:11<01:11, 239.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 357.02:  14%|█▍        | 2842/20000 [00:11<01:11, 239.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.92:  14%|█▍        | 2842/20000 [00:11<01:11, 238.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.92:  14%|█▍        | 2842/20000 [00:11<01:11, 238.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.81:  14%|█▍        | 2842/20000 [00:11<01:11, 238.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.81:  14%|█▍        | 2842/20000 [00:11<01:11, 238.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.81:  14%|█▍        | 2875/20000 [00:11<01:11, 240.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.67:  14%|█▍        | 2875/20000 [00:11<01:11, 240.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.67:  14%|█▍        | 2875/20000 [00:11<01:11, 240.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.57:  14%|█▍        | 2875/20000 [00:11<01:11, 239.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.57:  14%|█▍        | 2875/20000 [00:11<01:11, 239.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.71:  14%|█▍        | 2875/20000 [00:12<01:11, 239.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.71:  14%|█▍        | 2875/20000 [00:12<01:11, 239.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.71:  15%|█▍        | 2905/20000 [00:12<01:10, 241.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.61:  15%|█▍        | 2905/20000 [00:12<01:10, 240.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.61:  15%|█▍        | 2905/20000 [00:12<01:10, 240.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.44:  15%|█▍        | 2905/20000 [00:12<01:11, 240.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.44:  15%|█▍        | 2905/20000 [00:12<01:11, 240.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.34:  15%|█▍        | 2905/20000 [00:12<01:11, 239.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.34:  15%|█▍        | 2905/20000 [00:12<01:11, 239.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.34:  15%|█▍        | 2936/20000 [00:12<01:10, 241.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.23:  15%|█▍        | 2936/20000 [00:12<01:10, 241.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 356.23:  15%|█▍        | 2936/20000 [00:12<01:10, 241.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.83:  15%|█▍        | 2936/20000 [00:12<01:10, 240.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.83:  15%|█▍        | 2936/20000 [00:12<01:10, 240.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.64:  15%|█▍        | 2936/20000 [00:12<01:11, 240.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.64:  15%|█▍        | 2936/20000 [00:12<01:11, 239.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.64:  15%|█▍        | 2965/20000 [00:12<01:10, 242.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.62:  15%|█▍        | 2965/20000 [00:12<01:10, 241.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.62:  15%|█▍        | 2965/20000 [00:12<01:10, 241.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.36:  15%|█▍        | 2965/20000 [00:12<01:10, 241.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.36:  15%|█▍        | 2965/20000 [00:12<01:10, 241.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.24:  15%|█▍        | 2965/20000 [00:12<01:10, 240.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.24:  15%|█▍        | 2965/20000 [00:12<01:10, 240.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.24:  15%|█▍        | 2998/20000 [00:12<01:10, 242.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.19:  15%|█▍        | 2998/20000 [00:12<01:10, 242.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.19:  15%|█▍        | 2998/20000 [00:12<01:10, 242.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.02:  15%|█▍        | 2998/20000 [00:12<01:10, 241.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.02:  15%|█▍        | 2998/20000 [00:12<01:10, 241.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.08:  15%|█▍        | 2998/20000 [00:12<01:10, 241.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.08:  15%|█▍        | 2998/20000 [00:12<01:10, 241.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.08:  15%|█▌        | 3028/20000 [00:12<01:09, 243.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.91:  15%|█▌        | 3028/20000 [00:12<01:09, 243.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.91:  15%|█▌        | 3028/20000 [00:12<01:09, 242.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.03:  15%|█▌        | 3028/20000 [00:12<01:10, 242.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.03:  15%|█▌        | 3028/20000 [00:12<01:10, 242.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.08:  15%|█▌        | 3028/20000 [00:12<01:10, 241.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.08:  15%|█▌        | 3028/20000 [00:12<01:10, 241.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.08:  15%|█▌        | 3058/20000 [00:12<01:09, 243.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.05:  15%|█▌        | 3058/20000 [00:12<01:09, 242.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.05:  15%|█▌        | 3058/20000 [00:12<01:09, 242.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.17:  15%|█▌        | 3058/20000 [00:12<01:10, 241.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.17:  15%|█▌        | 3058/20000 [00:12<01:10, 241.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.11:  15%|█▌        | 3058/20000 [00:12<01:10, 241.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.11:  15%|█▌        | 3058/20000 [00:12<01:10, 241.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.11:  15%|█▌        | 3086/20000 [00:12<01:09, 243.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.23:  15%|█▌        | 3086/20000 [00:12<01:09, 242.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 355.23:  15%|█▌        | 3086/20000 [00:12<01:09, 242.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.82:  15%|█▌        | 3086/20000 [00:12<01:09, 242.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.82:  15%|█▌        | 3086/20000 [00:12<01:09, 241.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.85:  15%|█▌        | 3086/20000 [00:12<01:10, 241.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.85:  15%|█▌        | 3086/20000 [00:12<01:10, 241.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.85:  16%|█▌        | 3113/20000 [00:12<01:09, 243.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.56:  16%|█▌        | 3113/20000 [00:12<01:09, 242.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.56:  16%|█▌        | 3113/20000 [00:12<01:09, 242.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.37:  16%|█▌        | 3113/20000 [00:12<01:09, 241.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.37:  16%|█▌        | 3113/20000 [00:12<01:09, 241.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.37:  16%|█▌        | 3140/20000 [00:12<01:09, 242.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.46:  16%|█▌        | 3140/20000 [00:12<01:09, 242.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.46:  16%|█▌        | 3140/20000 [00:12<01:09, 242.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.32:  16%|█▌        | 3140/20000 [00:12<01:09, 242.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.32:  16%|█▌        | 3140/20000 [00:12<01:09, 242.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.19:  16%|█▌        | 3140/20000 [00:12<01:09, 241.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.19:  16%|█▌        | 3140/20000 [00:13<01:09, 241.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.19:  16%|█▌        | 3168/20000 [00:13<01:09, 243.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.14:  16%|█▌        | 3168/20000 [00:13<01:09, 243.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.14:  16%|█▌        | 3168/20000 [00:13<01:09, 243.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.99:  16%|█▌        | 3168/20000 [00:13<01:09, 242.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.99:  16%|█▌        | 3168/20000 [00:13<01:09, 242.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.01:  16%|█▌        | 3168/20000 [00:13<01:09, 242.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.01:  16%|█▌        | 3168/20000 [00:13<01:09, 242.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.01:  16%|█▌        | 3168/20000 [00:13<01:09, 241.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.01:  16%|█▌        | 3168/20000 [00:13<01:09, 241.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.01:  16%|█▌        | 3203/20000 [00:13<01:08, 244.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.01:  16%|█▌        | 3203/20000 [00:13<01:08, 243.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 354.01:  16%|█▌        | 3203/20000 [00:13<01:08, 243.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.97:  16%|█▌        | 3203/20000 [00:13<01:09, 242.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.97:  16%|█▌        | 3203/20000 [00:13<01:09, 242.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.73:  16%|█▌        | 3203/20000 [00:13<01:09, 241.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.73:  16%|█▌        | 3203/20000 [00:13<01:09, 241.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.73:  16%|█▌        | 3232/20000 [00:13<01:08, 243.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.66:  16%|█▌        | 3232/20000 [00:13<01:08, 243.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.66:  16%|█▌        | 3232/20000 [00:13<01:08, 243.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.55:  16%|█▌        | 3232/20000 [00:13<01:09, 243.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.55:  16%|█▌        | 3232/20000 [00:13<01:09, 242.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.44:  16%|█▌        | 3232/20000 [00:13<01:09, 242.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.44:  16%|█▌        | 3232/20000 [00:13<01:09, 242.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.44:  16%|█▋        | 3264/20000 [00:13<01:08, 244.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.49:  16%|█▋        | 3264/20000 [00:13<01:08, 244.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.49:  16%|█▋        | 3264/20000 [00:13<01:08, 244.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.29:  16%|█▋        | 3264/20000 [00:13<01:08, 243.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.29:  16%|█▋        | 3264/20000 [00:13<01:08, 243.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.27:  16%|█▋        | 3264/20000 [00:13<01:08, 242.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.27:  16%|█▋        | 3264/20000 [00:13<01:08, 242.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.27:  16%|█▋        | 3294/20000 [00:13<01:08, 244.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.24:  16%|█▋        | 3294/20000 [00:13<01:08, 244.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.24:  16%|█▋        | 3294/20000 [00:13<01:08, 244.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.34:  16%|█▋        | 3294/20000 [00:13<01:08, 244.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.34:  16%|█▋        | 3294/20000 [00:13<01:08, 243.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.35:  16%|█▋        | 3294/20000 [00:13<01:08, 243.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.35:  16%|█▋        | 3294/20000 [00:13<01:08, 243.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.35:  17%|█▋        | 3325/20000 [00:13<01:07, 245.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.24:  17%|█▋        | 3325/20000 [00:13<01:08, 244.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.24:  17%|█▋        | 3325/20000 [00:13<01:08, 244.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.24:  17%|█▋        | 3325/20000 [00:13<01:08, 244.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.24:  17%|█▋        | 3325/20000 [00:13<01:08, 244.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.04:  17%|█▋        | 3325/20000 [00:13<01:08, 243.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.04:  17%|█▋        | 3325/20000 [00:13<01:08, 243.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 353.04:  17%|█▋        | 3354/20000 [00:13<01:07, 245.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.99:  17%|█▋        | 3354/20000 [00:13<01:08, 244.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.99:  17%|█▋        | 3354/20000 [00:13<01:08, 244.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.85:  17%|█▋        | 3354/20000 [00:13<01:08, 243.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.85:  17%|█▋        | 3354/20000 [00:13<01:08, 243.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.81:  17%|█▋        | 3354/20000 [00:13<01:08, 242.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.81:  17%|█▋        | 3354/20000 [00:13<01:08, 242.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.81:  17%|█▋        | 3382/20000 [00:13<01:07, 244.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.71:  17%|█▋        | 3382/20000 [00:13<01:08, 243.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.71:  17%|█▋        | 3382/20000 [00:13<01:08, 243.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.59:  17%|█▋        | 3382/20000 [00:13<01:08, 243.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.59:  17%|█▋        | 3382/20000 [00:13<01:08, 243.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.59:  17%|█▋        | 3408/20000 [00:13<01:07, 244.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.68:  17%|█▋        | 3408/20000 [00:13<01:07, 244.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.68:  17%|█▋        | 3408/20000 [00:13<01:07, 244.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.54:  17%|█▋        | 3408/20000 [00:14<01:08, 243.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.54:  17%|█▋        | 3408/20000 [00:14<01:08, 243.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.37:  17%|█▋        | 3408/20000 [00:14<01:08, 242.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.37:  17%|█▋        | 3408/20000 [00:14<01:08, 242.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.37:  17%|█▋        | 3432/20000 [00:14<01:07, 244.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.45:  17%|█▋        | 3432/20000 [00:14<01:08, 243.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.45:  17%|█▋        | 3432/20000 [00:14<01:08, 243.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.32:  17%|█▋        | 3432/20000 [00:14<01:08, 242.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.32:  17%|█▋        | 3432/20000 [00:14<01:08, 242.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.32:  17%|█▋        | 3455/20000 [00:14<01:08, 243.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.33:  17%|█▋        | 3455/20000 [00:14<01:08, 242.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 352.33:  17%|█▋        | 3455/20000 [00:14<01:08, 242.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.96:  17%|█▋        | 3455/20000 [00:14<01:08, 241.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.96:  17%|█▋        | 3455/20000 [00:14<01:08, 241.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.96:  17%|█▋        | 3476/20000 [00:14<01:08, 242.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.95:  17%|█▋        | 3476/20000 [00:14<01:08, 242.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.95:  17%|█▋        | 3476/20000 [00:14<01:08, 242.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.87:  17%|█▋        | 3476/20000 [00:14<01:08, 241.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.87:  17%|█▋        | 3476/20000 [00:14<01:08, 241.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.87:  17%|█▋        | 3498/20000 [00:14<01:08, 242.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.88:  17%|█▋        | 3498/20000 [00:14<01:08, 242.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.88:  17%|█▋        | 3498/20000 [00:14<01:08, 242.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.57:  17%|█▋        | 3498/20000 [00:14<01:08, 241.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.57:  17%|█▋        | 3498/20000 [00:14<01:08, 241.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.59:  17%|█▋        | 3498/20000 [00:14<01:08, 240.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.59:  17%|█▋        | 3498/20000 [00:14<01:08, 240.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.59:  18%|█▊        | 3521/20000 [00:14<01:07, 242.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.47:  18%|█▊        | 3521/20000 [00:14<01:08, 241.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.47:  18%|█▊        | 3521/20000 [00:14<01:08, 241.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.35:  18%|█▊        | 3521/20000 [00:14<01:08, 241.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.35:  18%|█▊        | 3521/20000 [00:14<01:08, 241.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.35:  18%|█▊        | 3546/20000 [00:14<01:07, 242.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.39:  18%|█▊        | 3546/20000 [00:14<01:07, 242.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.39:  18%|█▊        | 3546/20000 [00:14<01:07, 242.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.29:  18%|█▊        | 3546/20000 [00:14<01:08, 241.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.29:  18%|█▊        | 3546/20000 [00:14<01:08, 241.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.26:  18%|█▊        | 3546/20000 [00:14<01:08, 240.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.26:  18%|█▊        | 3546/20000 [00:14<01:08, 240.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.26:  18%|█▊        | 3573/20000 [00:14<01:07, 242.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.31:  18%|█▊        | 3573/20000 [00:14<01:07, 242.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.31:  18%|█▊        | 3573/20000 [00:14<01:07, 242.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.29:  18%|█▊        | 3573/20000 [00:14<01:07, 241.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.29:  18%|█▊        | 3573/20000 [00:14<01:08, 241.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.22:  18%|█▊        | 3573/20000 [00:14<01:08, 241.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.22:  18%|█▊        | 3573/20000 [00:14<01:08, 240.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.22:  18%|█▊        | 3601/20000 [00:14<01:07, 242.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.28:  18%|█▊        | 3601/20000 [00:14<01:07, 242.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.28:  18%|█▊        | 3601/20000 [00:14<01:07, 242.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.24:  18%|█▊        | 3601/20000 [00:14<01:07, 241.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.24:  18%|█▊        | 3601/20000 [00:14<01:07, 241.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.24:  18%|█▊        | 3630/20000 [00:14<01:07, 242.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.18:  18%|█▊        | 3630/20000 [00:14<01:07, 242.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.18:  18%|█▊        | 3630/20000 [00:14<01:07, 242.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.22:  18%|█▊        | 3630/20000 [00:14<01:07, 242.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.22:  18%|█▊        | 3630/20000 [00:14<01:07, 242.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.19:  18%|█▊        | 3630/20000 [00:15<01:07, 241.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.19:  18%|█▊        | 3630/20000 [00:15<01:07, 241.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.19:  18%|█▊        | 3656/20000 [00:15<01:07, 242.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.11:  18%|█▊        | 3656/20000 [00:15<01:07, 242.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.11:  18%|█▊        | 3656/20000 [00:15<01:07, 242.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.1:  18%|█▊        | 3656/20000 [00:15<01:07, 241.99it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.1:  18%|█▊        | 3656/20000 [00:15<01:07, 241.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.94:  18%|█▊        | 3656/20000 [00:15<01:07, 241.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.94:  18%|█▊        | 3656/20000 [00:15<01:07, 241.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.94:  18%|█▊        | 3682/20000 [00:15<01:07, 242.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.88:  18%|█▊        | 3682/20000 [00:15<01:07, 241.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.88:  18%|█▊        | 3682/20000 [00:15<01:07, 241.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.02:  18%|█▊        | 3682/20000 [00:15<01:07, 241.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.02:  18%|█▊        | 3682/20000 [00:15<01:07, 241.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 351.02:  19%|█▊        | 3708/20000 [00:15<01:07, 242.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.87:  19%|█▊        | 3708/20000 [00:15<01:07, 242.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.87:  19%|█▊        | 3708/20000 [00:15<01:07, 242.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.84:  19%|█▊        | 3708/20000 [00:15<01:07, 241.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.84:  19%|█▊        | 3708/20000 [00:15<01:07, 241.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.89:  19%|█▊        | 3708/20000 [00:15<01:07, 241.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.89:  19%|█▊        | 3708/20000 [00:15<01:07, 240.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.89:  19%|█▊        | 3733/20000 [00:15<01:07, 242.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.8:  19%|█▊        | 3733/20000 [00:15<01:07, 242.00it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.8:  19%|█▊        | 3733/20000 [00:15<01:07, 241.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.52:  19%|█▊        | 3733/20000 [00:15<01:07, 241.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.52:  19%|█▊        | 3733/20000 [00:15<01:07, 241.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.52:  19%|█▉        | 3759/20000 [00:15<01:06, 242.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.36:  19%|█▉        | 3759/20000 [00:15<01:07, 242.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.36:  19%|█▉        | 3759/20000 [00:15<01:07, 242.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.24:  19%|█▉        | 3759/20000 [00:15<01:07, 241.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350.24:  19%|█▉        | 3759/20000 [00:15<01:07, 241.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350:  19%|█▉        | 3759/20000 [00:15<01:07, 240.88it/s]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350:  19%|█▉        | 3759/20000 [00:15<01:07, 240.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350:  19%|█▉        | 3783/20000 [00:15<01:06, 242.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.98:  19%|█▉        | 3783/20000 [00:15<01:07, 241.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.98:  19%|█▉        | 3783/20000 [00:15<01:07, 241.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350:  19%|█▉        | 3783/20000 [00:15<01:07, 241.36it/s]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 350:  19%|█▉        | 3783/20000 [00:15<01:07, 241.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.9:  19%|█▉        | 3783/20000 [00:15<01:07, 240.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.9:  19%|█▉        | 3783/20000 [00:15<01:07, 240.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.9:  19%|█▉        | 3811/20000 [00:15<01:06, 242.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.93:  19%|█▉        | 3811/20000 [00:15<01:06, 242.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.93:  19%|█▉        | 3811/20000 [00:15<01:06, 242.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.78:  19%|█▉        | 3811/20000 [00:15<01:06, 241.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.78:  19%|█▉        | 3811/20000 [00:15<01:07, 241.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.78:  19%|█▉        | 3811/20000 [00:15<01:07, 241.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.78:  19%|█▉        | 3811/20000 [00:15<01:07, 241.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.78:  19%|█▉        | 3842/20000 [00:15<01:06, 242.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.8:  19%|█▉        | 3842/20000 [00:15<01:06, 242.48it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.8:  19%|█▉        | 3842/20000 [00:15<01:06, 242.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.72:  19%|█▉        | 3842/20000 [00:15<01:06, 241.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.72:  19%|█▉        | 3842/20000 [00:15<01:06, 241.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.61:  19%|█▉        | 3842/20000 [00:15<01:06, 241.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.61:  19%|█▉        | 3842/20000 [00:15<01:06, 241.39it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.61:  19%|█▉        | 3871/20000 [00:15<01:06, 243.20it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.59:  19%|█▉        | 3871/20000 [00:15<01:06, 242.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.59:  19%|█▉        | 3871/20000 [00:15<01:06, 242.68it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.58:  19%|█▉        | 3871/20000 [00:15<01:06, 242.27it/s]"
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    },
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.58:  19%|█▉        | 3871/20000 [00:15<01:06, 242.26it/s]"
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    },
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.42:  19%|█▉        | 3871/20000 [00:16<01:06, 241.71it/s]"
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    },
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.42:  19%|█▉        | 3871/20000 [00:16<01:06, 241.70it/s]"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.42:  20%|█▉        | 3902/20000 [00:16<01:06, 243.57it/s]"
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    },
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.4:  20%|█▉        | 3902/20000 [00:16<01:06, 243.06it/s] "
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    },
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.4:  20%|█▉        | 3902/20000 [00:16<01:06, 243.04it/s]"
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    },
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.45:  20%|█▉        | 3902/20000 [00:16<01:06, 242.57it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.45:  20%|█▉        | 3902/20000 [00:16<01:06, 242.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.4:  20%|█▉        | 3902/20000 [00:16<01:06, 242.07it/s] "
     ]
    },
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.4:  20%|█▉        | 3902/20000 [00:16<01:06, 242.05it/s]"
     ]
    },
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     "output_type": "stream",
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      "\rAverage Loss = 349.4:  20%|█▉        | 3931/20000 [00:16<01:05, 243.84it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.33:  20%|█▉        | 3931/20000 [00:16<01:06, 243.32it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.33:  20%|█▉        | 3931/20000 [00:16<01:06, 243.30it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.2:  20%|█▉        | 3931/20000 [00:16<01:06, 242.55it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.2:  20%|█▉        | 3931/20000 [00:16<01:06, 242.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.2:  20%|█▉        | 3960/20000 [00:16<01:05, 243.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.15:  20%|█▉        | 3960/20000 [00:16<01:05, 243.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.15:  20%|█▉        | 3960/20000 [00:16<01:05, 243.77it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.05:  20%|█▉        | 3960/20000 [00:16<01:05, 243.35it/s]"
     ]
    },
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.05:  20%|█▉        | 3960/20000 [00:16<01:05, 243.33it/s]"
     ]
    },
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.03:  20%|█▉        | 3960/20000 [00:16<01:06, 242.81it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.03:  20%|█▉        | 3960/20000 [00:16<01:06, 242.79it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 349.03:  20%|█▉        | 3990/20000 [00:16<01:05, 244.19it/s]"
     ]
    },
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 348.94:  20%|█▉        | 3990/20000 [00:16<01:05, 244.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 348.94:  20%|█▉        | 3990/20000 [00:16<01:05, 244.08it/s]"
     ]
    },
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     "output_type": "stream",
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      "\rAverage Loss = 348.83:  20%|█▉        | 3990/20000 [00:16<01:05, 243.60it/s]"
     ]
    },
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     "output_type": "stream",
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      "\rAverage Loss = 348.83:  20%|█▉        | 3990/20000 [00:16<01:05, 243.58it/s]"
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    },
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     "output_type": "stream",
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      "\rAverage Loss = 348.88:  20%|█▉        | 3990/20000 [00:16<01:05, 243.04it/s]"
     ]
    },
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 348.88:  20%|█▉        | 3990/20000 [00:16<01:05, 243.00it/s]"
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    },
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     "output_type": "stream",
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    },
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     "output_type": "stream",
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     "output_type": "stream",
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 348.1:  20%|██        | 4074/20000 [00:16<01:05, 244.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 348:  20%|██        | 4074/20000 [00:16<01:05, 243.62it/s]  "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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     ]
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    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.7:  21%|██        | 4101/20000 [00:16<01:05, 243.14it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.7:  21%|██        | 4101/20000 [00:16<01:05, 243.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.7:  21%|██        | 4131/20000 [00:16<01:04, 244.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.54:  21%|██        | 4131/20000 [00:16<01:04, 244.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 347.54:  21%|██        | 4131/20000 [00:16<01:04, 244.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 347.45:  21%|██        | 4131/20000 [00:16<01:05, 243.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.4:  21%|██        | 4158/20000 [00:16<01:04, 244.84it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.4:  21%|██        | 4158/20000 [00:16<01:04, 244.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.48:  21%|██        | 4158/20000 [00:17<01:04, 244.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.48:  21%|██        | 4158/20000 [00:17<01:04, 244.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.44:  21%|██        | 4158/20000 [00:17<01:04, 243.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.44:  21%|██        | 4158/20000 [00:17<01:04, 243.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.44:  21%|██        | 4185/20000 [00:17<01:04, 245.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.47:  21%|██        | 4185/20000 [00:17<01:04, 244.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.47:  21%|██        | 4185/20000 [00:17<01:04, 244.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.52:  21%|██        | 4185/20000 [00:17<01:04, 244.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.52:  21%|██        | 4185/20000 [00:17<01:04, 244.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.27:  21%|██        | 4185/20000 [00:17<01:04, 243.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.27:  21%|██        | 4185/20000 [00:17<01:04, 243.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.27:  21%|██        | 4212/20000 [00:17<01:04, 245.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.26:  21%|██        | 4212/20000 [00:17<01:04, 244.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.26:  21%|██        | 4212/20000 [00:17<01:04, 244.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.23:  21%|██        | 4212/20000 [00:17<01:04, 244.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 347.23:  21%|██        | 4212/20000 [00:17<01:04, 244.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 347.04:  21%|██        | 4212/20000 [00:17<01:04, 243.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 347.04:  21%|██        | 4212/20000 [00:17<01:04, 243.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 347.02:  21%|██        | 4248/20000 [00:17<01:04, 244.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.97:  21%|██▏       | 4277/20000 [00:17<01:04, 245.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.97:  21%|██▏       | 4277/20000 [00:17<01:04, 245.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.86:  21%|██▏       | 4277/20000 [00:17<01:04, 245.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.86:  21%|██▏       | 4277/20000 [00:17<01:04, 245.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.74:  21%|██▏       | 4277/20000 [00:17<01:04, 244.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.74:  21%|██▏       | 4277/20000 [00:17<01:04, 244.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.74:  22%|██▏       | 4306/20000 [00:17<01:03, 245.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.7:  22%|██▏       | 4306/20000 [00:17<01:03, 245.69it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.7:  22%|██▏       | 4306/20000 [00:17<01:03, 245.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.59:  22%|██▏       | 4306/20000 [00:17<01:04, 245.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.59:  22%|██▏       | 4306/20000 [00:17<01:04, 245.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.51:  22%|██▏       | 4306/20000 [00:17<01:04, 243.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.51:  22%|██▏       | 4306/20000 [00:17<01:04, 243.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.51:  22%|██▏       | 4334/20000 [00:17<01:03, 244.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.44:  22%|██▏       | 4334/20000 [00:17<01:04, 244.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.44:  22%|██▏       | 4334/20000 [00:17<01:04, 244.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.46:  22%|██▏       | 4334/20000 [00:17<01:04, 244.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.46:  22%|██▏       | 4334/20000 [00:17<01:04, 244.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.43:  22%|██▏       | 4334/20000 [00:17<01:04, 243.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.43:  22%|██▏       | 4334/20000 [00:17<01:04, 243.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.43:  22%|██▏       | 4363/20000 [00:17<01:03, 245.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.35:  22%|██▏       | 4363/20000 [00:17<01:03, 244.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.35:  22%|██▏       | 4363/20000 [00:17<01:03, 244.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.23:  22%|██▏       | 4363/20000 [00:17<01:04, 244.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.23:  22%|██▏       | 4363/20000 [00:17<01:04, 244.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.31:  22%|██▏       | 4363/20000 [00:17<01:04, 243.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.31:  22%|██▏       | 4363/20000 [00:17<01:04, 243.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.31:  22%|██▏       | 4396/20000 [00:17<01:03, 245.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.26:  22%|██▏       | 4396/20000 [00:17<01:03, 245.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.26:  22%|██▏       | 4396/20000 [00:17<01:03, 245.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.2:  22%|██▏       | 4396/20000 [00:17<01:03, 244.75it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.2:  22%|██▏       | 4396/20000 [00:17<01:03, 244.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.2:  22%|██▏       | 4396/20000 [00:17<01:03, 244.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.2:  22%|██▏       | 4396/20000 [00:17<01:03, 244.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.2:  22%|██▏       | 4424/20000 [00:18<01:03, 245.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.18:  22%|██▏       | 4424/20000 [00:18<01:03, 245.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.18:  22%|██▏       | 4424/20000 [00:18<01:03, 245.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.08:  22%|██▏       | 4424/20000 [00:18<01:03, 244.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.08:  22%|██▏       | 4424/20000 [00:18<01:03, 244.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.06:  22%|██▏       | 4424/20000 [00:18<01:03, 244.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.06:  22%|██▏       | 4424/20000 [00:18<01:03, 244.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.06:  22%|██▏       | 4452/20000 [00:18<01:03, 245.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.03:  22%|██▏       | 4452/20000 [00:18<01:03, 245.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.03:  22%|██▏       | 4452/20000 [00:18<01:03, 245.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.04:  22%|██▏       | 4452/20000 [00:18<01:03, 244.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.04:  22%|██▏       | 4452/20000 [00:18<01:03, 244.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.04:  22%|██▏       | 4479/20000 [00:18<01:03, 245.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.05:  22%|██▏       | 4479/20000 [00:18<01:03, 245.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 346.05:  22%|██▏       | 4479/20000 [00:18<01:03, 245.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.87:  22%|██▏       | 4479/20000 [00:18<01:03, 244.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.87:  22%|██▏       | 4479/20000 [00:18<01:03, 244.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.85:  22%|██▏       | 4479/20000 [00:18<01:03, 244.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.85:  22%|██▏       | 4479/20000 [00:18<01:03, 244.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.85:  23%|██▎       | 4506/20000 [00:18<01:03, 245.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.84:  23%|██▎       | 4506/20000 [00:18<01:03, 245.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.84:  23%|██▎       | 4506/20000 [00:18<01:03, 245.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.79:  23%|██▎       | 4506/20000 [00:18<01:03, 244.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.79:  23%|██▎       | 4506/20000 [00:18<01:03, 244.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.84:  23%|██▎       | 4506/20000 [00:18<01:03, 243.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.84:  23%|██▎       | 4506/20000 [00:18<01:03, 243.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.84:  23%|██▎       | 4532/20000 [00:18<01:03, 245.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.84:  23%|██▎       | 4532/20000 [00:18<01:03, 244.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.84:  23%|██▎       | 4532/20000 [00:18<01:03, 244.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.69:  23%|██▎       | 4532/20000 [00:18<01:03, 244.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.69:  23%|██▎       | 4532/20000 [00:18<01:03, 244.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.69:  23%|██▎       | 4556/20000 [00:18<01:03, 245.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.72:  23%|██▎       | 4556/20000 [00:18<01:03, 244.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.72:  23%|██▎       | 4556/20000 [00:18<01:03, 244.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.55:  23%|██▎       | 4556/20000 [00:18<01:03, 244.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.55:  23%|██▎       | 4556/20000 [00:18<01:03, 244.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.5:  23%|██▎       | 4556/20000 [00:18<01:03, 243.83it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.5:  23%|██▎       | 4556/20000 [00:18<01:03, 243.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.5:  23%|██▎       | 4582/20000 [00:18<01:02, 245.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.45:  23%|██▎       | 4582/20000 [00:18<01:02, 244.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.45:  23%|██▎       | 4582/20000 [00:18<01:03, 244.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.45:  23%|██▎       | 4582/20000 [00:18<01:03, 244.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.45:  23%|██▎       | 4582/20000 [00:18<01:03, 244.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.32:  23%|██▎       | 4582/20000 [00:18<01:03, 243.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.32:  23%|██▎       | 4582/20000 [00:18<01:03, 243.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.32:  23%|██▎       | 4611/20000 [00:18<01:02, 245.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.16:  23%|██▎       | 4611/20000 [00:18<01:02, 244.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.16:  23%|██▎       | 4611/20000 [00:18<01:02, 244.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.17:  23%|██▎       | 4611/20000 [00:18<01:02, 244.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.17:  23%|██▎       | 4611/20000 [00:18<01:02, 244.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.17:  23%|██▎       | 4638/20000 [00:18<01:02, 245.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.18:  23%|██▎       | 4638/20000 [00:18<01:02, 245.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.18:  23%|██▎       | 4638/20000 [00:18<01:02, 245.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.1:  23%|██▎       | 4638/20000 [00:18<01:02, 244.85it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.1:  23%|██▎       | 4638/20000 [00:18<01:02, 244.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.12:  23%|██▎       | 4638/20000 [00:18<01:02, 244.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.12:  23%|██▎       | 4638/20000 [00:18<01:02, 244.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.12:  23%|██▎       | 4664/20000 [00:18<01:02, 245.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.04:  23%|██▎       | 4664/20000 [00:19<01:02, 245.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.04:  23%|██▎       | 4664/20000 [00:19<01:02, 245.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.05:  23%|██▎       | 4664/20000 [00:19<01:02, 244.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 345.05:  23%|██▎       | 4664/20000 [00:19<01:02, 244.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.91:  23%|██▎       | 4664/20000 [00:19<01:02, 244.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.91:  23%|██▎       | 4664/20000 [00:19<01:02, 244.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.91:  23%|██▎       | 4691/20000 [00:19<01:02, 245.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.76:  23%|██▎       | 4691/20000 [00:19<01:02, 245.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.76:  23%|██▎       | 4691/20000 [00:19<01:02, 245.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.74:  23%|██▎       | 4691/20000 [00:19<01:02, 244.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.74:  23%|██▎       | 4691/20000 [00:19<01:02, 244.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.74:  24%|██▎       | 4717/20000 [00:19<01:02, 245.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.73:  24%|██▎       | 4717/20000 [00:19<01:02, 245.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.73:  24%|██▎       | 4717/20000 [00:19<01:02, 245.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.69:  24%|██▎       | 4717/20000 [00:19<01:02, 244.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.69:  24%|██▎       | 4717/20000 [00:19<01:02, 244.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.66:  24%|██▎       | 4717/20000 [00:19<01:02, 244.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.66:  24%|██▎       | 4717/20000 [00:19<01:02, 244.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.66:  24%|██▎       | 4742/20000 [00:19<01:02, 245.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.66:  24%|██▎       | 4742/20000 [00:19<01:02, 245.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.66:  24%|██▎       | 4742/20000 [00:19<01:02, 245.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.72:  24%|██▎       | 4742/20000 [00:19<01:02, 244.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.72:  24%|██▎       | 4742/20000 [00:19<01:02, 244.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.67:  24%|██▎       | 4742/20000 [00:19<01:02, 244.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.67:  24%|██▎       | 4742/20000 [00:19<01:02, 244.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.67:  24%|██▍       | 4771/20000 [00:19<01:02, 245.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.69:  24%|██▍       | 4771/20000 [00:19<01:02, 245.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.69:  24%|██▍       | 4771/20000 [00:19<01:02, 245.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.69:  24%|██▍       | 4771/20000 [00:19<01:02, 244.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.69:  24%|██▍       | 4771/20000 [00:19<01:02, 244.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.69:  24%|██▍       | 4798/20000 [00:19<01:01, 245.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.68:  24%|██▍       | 4798/20000 [00:19<01:01, 245.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.68:  24%|██▍       | 4798/20000 [00:19<01:01, 245.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.68:  24%|██▍       | 4798/20000 [00:19<01:02, 245.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.68:  24%|██▍       | 4798/20000 [00:19<01:02, 245.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.6:  24%|██▍       | 4798/20000 [00:19<01:02, 244.60it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.6:  24%|██▍       | 4798/20000 [00:19<01:02, 244.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.6:  24%|██▍       | 4824/20000 [00:19<01:01, 245.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.6:  24%|██▍       | 4824/20000 [00:19<01:02, 244.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.6:  24%|██▍       | 4824/20000 [00:19<01:02, 244.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.55:  24%|██▍       | 4824/20000 [00:19<01:02, 244.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.55:  24%|██▍       | 4824/20000 [00:19<01:02, 244.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.55:  24%|██▍       | 4850/20000 [00:19<01:01, 245.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.55:  24%|██▍       | 4850/20000 [00:19<01:01, 245.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.55:  24%|██▍       | 4850/20000 [00:19<01:01, 245.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.51:  24%|██▍       | 4850/20000 [00:19<01:01, 244.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.51:  24%|██▍       | 4850/20000 [00:19<01:01, 244.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.61:  24%|██▍       | 4850/20000 [00:19<01:01, 244.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.61:  24%|██▍       | 4850/20000 [00:19<01:01, 244.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.61:  24%|██▍       | 4878/20000 [00:19<01:01, 245.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.62:  24%|██▍       | 4878/20000 [00:19<01:01, 245.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.62:  24%|██▍       | 4878/20000 [00:19<01:01, 245.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.58:  24%|██▍       | 4878/20000 [00:19<01:01, 244.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.58:  24%|██▍       | 4878/20000 [00:19<01:01, 244.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.41:  24%|██▍       | 4878/20000 [00:19<01:01, 244.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.41:  24%|██▍       | 4878/20000 [00:19<01:01, 244.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.41:  25%|██▍       | 4906/20000 [00:19<01:01, 245.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.33:  25%|██▍       | 4906/20000 [00:19<01:01, 245.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.33:  25%|██▍       | 4906/20000 [00:19<01:01, 245.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.26:  25%|██▍       | 4906/20000 [00:20<01:01, 244.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.26:  25%|██▍       | 4906/20000 [00:20<01:01, 244.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.21:  25%|██▍       | 4906/20000 [00:20<01:01, 244.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.21:  25%|██▍       | 4906/20000 [00:20<01:01, 244.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.21:  25%|██▍       | 4933/20000 [00:20<01:01, 245.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.16:  25%|██▍       | 4933/20000 [00:20<01:01, 245.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.16:  25%|██▍       | 4933/20000 [00:20<01:01, 245.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.12:  25%|██▍       | 4933/20000 [00:20<01:01, 244.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.12:  25%|██▍       | 4933/20000 [00:20<01:01, 244.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.09:  25%|██▍       | 4933/20000 [00:20<01:01, 244.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.09:  25%|██▍       | 4933/20000 [00:20<01:01, 244.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.09:  25%|██▍       | 4961/20000 [00:20<01:01, 245.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.11:  25%|██▍       | 4961/20000 [00:20<01:01, 245.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.11:  25%|██▍       | 4961/20000 [00:20<01:01, 245.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.14:  25%|██▍       | 4961/20000 [00:20<01:01, 244.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.14:  25%|██▍       | 4961/20000 [00:20<01:01, 244.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.14:  25%|██▍       | 4987/20000 [00:20<01:01, 245.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.1:  25%|██▍       | 4987/20000 [00:20<01:01, 245.50it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.1:  25%|██▍       | 4987/20000 [00:20<01:01, 245.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.08:  25%|██▍       | 4987/20000 [00:20<01:01, 245.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.08:  25%|██▍       | 4987/20000 [00:20<01:01, 244.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.01:  25%|██▍       | 4987/20000 [00:20<01:01, 244.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.01:  25%|██▍       | 4987/20000 [00:20<01:01, 244.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.01:  25%|██▌       | 5012/20000 [00:20<01:01, 245.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.95:  25%|██▌       | 5012/20000 [00:20<01:01, 245.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.95:  25%|██▌       | 5012/20000 [00:20<01:01, 245.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.96:  25%|██▌       | 5012/20000 [00:20<01:01, 244.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.96:  25%|██▌       | 5012/20000 [00:20<01:01, 244.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.96:  25%|██▌       | 5038/20000 [00:20<01:00, 245.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.92:  25%|██▌       | 5038/20000 [00:20<01:00, 245.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.92:  25%|██▌       | 5038/20000 [00:20<01:00, 245.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.96:  25%|██▌       | 5038/20000 [00:20<01:01, 245.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.96:  25%|██▌       | 5038/20000 [00:20<01:01, 245.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.99:  25%|██▌       | 5038/20000 [00:20<01:01, 244.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.99:  25%|██▌       | 5038/20000 [00:20<01:01, 244.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.99:  25%|██▌       | 5064/20000 [00:20<01:00, 245.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.96:  25%|██▌       | 5064/20000 [00:20<01:00, 245.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.96:  25%|██▌       | 5064/20000 [00:20<01:00, 245.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.95:  25%|██▌       | 5064/20000 [00:20<01:00, 244.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.95:  25%|██▌       | 5064/20000 [00:20<01:01, 244.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.95:  25%|██▌       | 5089/20000 [00:20<01:00, 245.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.9:  25%|██▌       | 5089/20000 [00:20<01:00, 245.32it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.9:  25%|██▌       | 5089/20000 [00:20<01:00, 245.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.07:  25%|██▌       | 5089/20000 [00:20<01:00, 244.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.07:  25%|██▌       | 5089/20000 [00:20<01:00, 244.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.07:  25%|██▌       | 5089/20000 [00:20<01:00, 244.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.07:  25%|██▌       | 5089/20000 [00:20<01:00, 244.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.07:  26%|██▌       | 5114/20000 [00:20<01:00, 245.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.02:  26%|██▌       | 5114/20000 [00:20<01:00, 245.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 344.02:  26%|██▌       | 5114/20000 [00:20<01:00, 245.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.91:  26%|██▌       | 5114/20000 [00:20<01:00, 244.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.92:  26%|██▌       | 5114/20000 [00:20<01:00, 244.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.92:  26%|██▌       | 5114/20000 [00:20<01:00, 244.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.92:  26%|██▌       | 5144/20000 [00:20<01:00, 245.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.93:  26%|██▌       | 5144/20000 [00:20<01:00, 245.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.93:  26%|██▌       | 5144/20000 [00:20<01:00, 245.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.92:  26%|██▌       | 5144/20000 [00:20<01:00, 244.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.92:  26%|██▌       | 5144/20000 [00:21<01:00, 244.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.92:  26%|██▌       | 5144/20000 [00:21<01:00, 244.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.92:  26%|██▌       | 5144/20000 [00:21<01:00, 244.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.92:  26%|██▌       | 5171/20000 [00:21<01:00, 245.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.86:  26%|██▌       | 5171/20000 [00:21<01:00, 245.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.86:  26%|██▌       | 5171/20000 [00:21<01:00, 245.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.71:  26%|██▌       | 5171/20000 [00:21<01:00, 244.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.71:  26%|██▌       | 5171/20000 [00:21<01:00, 244.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.71:  26%|██▌       | 5198/20000 [00:21<01:00, 245.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.68:  26%|██▌       | 5198/20000 [00:21<01:00, 245.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.68:  26%|██▌       | 5198/20000 [00:21<01:00, 245.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.65:  26%|██▌       | 5198/20000 [00:21<01:00, 245.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.65:  26%|██▌       | 5198/20000 [00:21<01:00, 245.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.7:  26%|██▌       | 5198/20000 [00:21<01:00, 244.48it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.7:  26%|██▌       | 5198/20000 [00:21<01:00, 244.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.7:  26%|██▌       | 5224/20000 [00:21<01:00, 245.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.71:  26%|██▌       | 5224/20000 [00:21<01:00, 245.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.71:  26%|██▌       | 5224/20000 [00:21<01:00, 245.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.69:  26%|██▌       | 5224/20000 [00:21<01:00, 244.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.69:  26%|██▌       | 5224/20000 [00:21<01:00, 244.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.58:  26%|██▌       | 5224/20000 [00:21<01:00, 244.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.58:  26%|██▌       | 5224/20000 [00:21<01:00, 244.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.58:  26%|██▋       | 5251/20000 [00:21<01:00, 245.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.61:  26%|██▋       | 5251/20000 [00:21<01:00, 245.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.61:  26%|██▋       | 5251/20000 [00:21<01:00, 245.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.62:  26%|██▋       | 5251/20000 [00:21<01:00, 244.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.62:  26%|██▋       | 5251/20000 [00:21<01:00, 244.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.58:  26%|██▋       | 5251/20000 [00:21<01:00, 244.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.58:  26%|██▋       | 5251/20000 [00:21<01:00, 244.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.58:  26%|██▋       | 5281/20000 [00:21<00:59, 245.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.63:  26%|██▋       | 5281/20000 [00:21<01:00, 245.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.63:  26%|██▋       | 5281/20000 [00:21<01:00, 245.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.64:  26%|██▋       | 5281/20000 [00:21<01:00, 244.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.64:  26%|██▋       | 5281/20000 [00:21<01:00, 244.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.64:  27%|██▋       | 5308/20000 [00:21<00:59, 245.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.62:  27%|██▋       | 5308/20000 [00:21<00:59, 245.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.62:  27%|██▋       | 5308/20000 [00:21<00:59, 245.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.39:  27%|██▋       | 5308/20000 [00:21<00:59, 245.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.39:  27%|██▋       | 5308/20000 [00:21<00:59, 245.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.32:  27%|██▋       | 5308/20000 [00:21<01:00, 244.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.32:  27%|██▋       | 5308/20000 [00:21<01:00, 244.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.32:  27%|██▋       | 5334/20000 [00:21<00:59, 245.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.37:  27%|██▋       | 5334/20000 [00:21<00:59, 245.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.37:  27%|██▋       | 5334/20000 [00:21<00:59, 245.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.39:  27%|██▋       | 5334/20000 [00:21<00:59, 244.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.39:  27%|██▋       | 5334/20000 [00:21<00:59, 244.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.39:  27%|██▋       | 5359/20000 [00:21<00:59, 244.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.33:  27%|██▋       | 5359/20000 [00:21<00:59, 244.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.33:  27%|██▋       | 5359/20000 [00:21<00:59, 244.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.36:  27%|██▋       | 5359/20000 [00:21<01:00, 243.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.36:  27%|██▋       | 5359/20000 [00:21<01:00, 243.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.36:  27%|██▋       | 5359/20000 [00:22<01:00, 243.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.36:  27%|██▋       | 5359/20000 [00:22<01:00, 243.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.36:  27%|██▋       | 5381/20000 [00:22<00:59, 244.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.31:  27%|██▋       | 5381/20000 [00:22<00:59, 244.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.31:  27%|██▋       | 5381/20000 [00:22<00:59, 244.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.32:  27%|██▋       | 5381/20000 [00:22<00:59, 243.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.32:  27%|██▋       | 5381/20000 [00:22<00:59, 243.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.24:  27%|██▋       | 5381/20000 [00:22<01:00, 243.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.24:  27%|██▋       | 5381/20000 [00:22<01:00, 243.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.24:  27%|██▋       | 5411/20000 [00:22<00:59, 244.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.21:  27%|██▋       | 5411/20000 [00:22<00:59, 244.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.21:  27%|██▋       | 5411/20000 [00:22<00:59, 244.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.2:  27%|██▋       | 5411/20000 [00:22<00:59, 243.82it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.2:  27%|██▋       | 5411/20000 [00:22<00:59, 243.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.2:  27%|██▋       | 5438/20000 [00:22<00:59, 244.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.17:  27%|██▋       | 5438/20000 [00:22<00:59, 244.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.17:  27%|██▋       | 5438/20000 [00:22<00:59, 244.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.17:  27%|██▋       | 5438/20000 [00:22<00:59, 244.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.17:  27%|██▋       | 5438/20000 [00:22<00:59, 244.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.16:  27%|██▋       | 5438/20000 [00:22<00:59, 243.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.16:  27%|██▋       | 5438/20000 [00:22<00:59, 243.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.16:  27%|██▋       | 5465/20000 [00:22<00:59, 244.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.09:  27%|██▋       | 5465/20000 [00:22<00:59, 244.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.09:  27%|██▋       | 5465/20000 [00:22<00:59, 244.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.02:  27%|██▋       | 5465/20000 [00:22<00:59, 244.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.02:  27%|██▋       | 5465/20000 [00:22<00:59, 243.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.02:  27%|██▋       | 5490/20000 [00:22<00:59, 244.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.04:  27%|██▋       | 5490/20000 [00:22<00:59, 244.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 343.04:  27%|██▋       | 5490/20000 [00:22<00:59, 244.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.93:  27%|██▋       | 5490/20000 [00:22<00:59, 244.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.93:  27%|██▋       | 5490/20000 [00:22<00:59, 244.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.96:  27%|██▋       | 5490/20000 [00:22<00:59, 243.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.96:  27%|██▋       | 5490/20000 [00:22<00:59, 243.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.96:  28%|██▊       | 5515/20000 [00:22<00:59, 244.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.89:  28%|██▊       | 5515/20000 [00:22<00:59, 244.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.89:  28%|██▊       | 5515/20000 [00:22<00:59, 244.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.83:  28%|██▊       | 5515/20000 [00:22<00:59, 244.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.83:  28%|██▊       | 5515/20000 [00:22<00:59, 244.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.82:  28%|██▊       | 5515/20000 [00:22<00:59, 243.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.82:  28%|██▊       | 5515/20000 [00:22<00:59, 243.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.82:  28%|██▊       | 5541/20000 [00:22<00:59, 244.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.8:  28%|██▊       | 5541/20000 [00:22<00:59, 244.38it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.8:  28%|██▊       | 5541/20000 [00:22<00:59, 244.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.84:  28%|██▊       | 5541/20000 [00:22<00:59, 243.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.84:  28%|██▊       | 5541/20000 [00:22<00:59, 243.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.84:  28%|██▊       | 5566/20000 [00:22<00:58, 244.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.88:  28%|██▊       | 5566/20000 [00:22<00:59, 244.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.88:  28%|██▊       | 5566/20000 [00:22<00:59, 244.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.89:  28%|██▊       | 5566/20000 [00:22<00:59, 244.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.89:  28%|██▊       | 5566/20000 [00:22<00:59, 244.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.79:  28%|██▊       | 5566/20000 [00:22<00:59, 243.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.79:  28%|██▊       | 5566/20000 [00:22<00:59, 243.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.79:  28%|██▊       | 5592/20000 [00:22<00:58, 244.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.79:  28%|██▊       | 5592/20000 [00:22<00:58, 244.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.79:  28%|██▊       | 5592/20000 [00:22<00:58, 244.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.81:  28%|██▊       | 5592/20000 [00:22<00:59, 244.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.81:  28%|██▊       | 5592/20000 [00:22<00:59, 243.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.8:  28%|██▊       | 5592/20000 [00:22<00:59, 243.68it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.8:  28%|██▊       | 5592/20000 [00:22<00:59, 243.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.8:  28%|██▊       | 5621/20000 [00:22<00:58, 244.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.8:  28%|██▊       | 5621/20000 [00:22<00:58, 244.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.8:  28%|██▊       | 5621/20000 [00:22<00:58, 244.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.71:  28%|██▊       | 5621/20000 [00:23<00:58, 244.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.71:  28%|██▊       | 5621/20000 [00:23<00:58, 244.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.71:  28%|██▊       | 5650/20000 [00:23<00:58, 245.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.64:  28%|██▊       | 5650/20000 [00:23<00:58, 245.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.64:  28%|██▊       | 5650/20000 [00:23<00:58, 244.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.56:  28%|██▊       | 5650/20000 [00:23<00:58, 244.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.56:  28%|██▊       | 5650/20000 [00:23<00:58, 244.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.6:  28%|██▊       | 5650/20000 [00:23<00:58, 244.26it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.6:  28%|██▊       | 5650/20000 [00:23<00:58, 244.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.6:  28%|██▊       | 5677/20000 [00:23<00:58, 245.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.53:  28%|██▊       | 5677/20000 [00:23<00:58, 244.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.53:  28%|██▊       | 5677/20000 [00:23<00:58, 244.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.51:  28%|██▊       | 5677/20000 [00:23<00:58, 244.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.51:  28%|██▊       | 5677/20000 [00:23<00:58, 244.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.51:  28%|██▊       | 5677/20000 [00:23<00:58, 244.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.51:  28%|██▊       | 5677/20000 [00:23<00:58, 244.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.51:  29%|██▊       | 5704/20000 [00:23<00:58, 245.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.52:  29%|██▊       | 5704/20000 [00:23<00:58, 244.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.52:  29%|██▊       | 5704/20000 [00:23<00:58, 244.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.4:  29%|██▊       | 5704/20000 [00:23<00:58, 244.56it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.4:  29%|██▊       | 5704/20000 [00:23<00:58, 244.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.43:  29%|██▊       | 5704/20000 [00:23<00:58, 244.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.43:  29%|██▊       | 5704/20000 [00:23<00:58, 244.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.43:  29%|██▊       | 5731/20000 [00:23<00:58, 245.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.46:  29%|██▊       | 5731/20000 [00:23<00:58, 244.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.46:  29%|██▊       | 5731/20000 [00:23<00:58, 244.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.45:  29%|██▊       | 5731/20000 [00:23<00:58, 244.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.45:  29%|██▊       | 5731/20000 [00:23<00:58, 244.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.37:  29%|██▊       | 5731/20000 [00:23<00:58, 244.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.37:  29%|██▊       | 5731/20000 [00:23<00:58, 244.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.37:  29%|██▉       | 5761/20000 [00:23<00:58, 245.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.35:  29%|██▉       | 5761/20000 [00:23<00:58, 245.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.35:  29%|██▉       | 5761/20000 [00:23<00:58, 245.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.32:  29%|██▉       | 5761/20000 [00:23<00:58, 244.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.32:  29%|██▉       | 5761/20000 [00:23<00:58, 244.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.32:  29%|██▉       | 5789/20000 [00:23<00:57, 245.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.26:  29%|██▉       | 5789/20000 [00:23<00:57, 245.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.26:  29%|██▉       | 5789/20000 [00:23<00:57, 245.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.26:  29%|██▉       | 5789/20000 [00:23<00:57, 245.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.26:  29%|██▉       | 5789/20000 [00:23<00:58, 244.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.18:  29%|██▉       | 5789/20000 [00:23<00:58, 244.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.18:  29%|██▉       | 5789/20000 [00:23<00:58, 244.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.18:  29%|██▉       | 5816/20000 [00:23<00:57, 245.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.19:  29%|██▉       | 5816/20000 [00:23<00:57, 245.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.19:  29%|██▉       | 5816/20000 [00:23<00:57, 245.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.16:  29%|██▉       | 5816/20000 [00:23<00:57, 244.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.16:  29%|██▉       | 5816/20000 [00:23<00:57, 244.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.11:  29%|██▉       | 5816/20000 [00:23<00:57, 244.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.11:  29%|██▉       | 5816/20000 [00:23<00:58, 244.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.11:  29%|██▉       | 5844/20000 [00:23<00:57, 245.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.05:  29%|██▉       | 5844/20000 [00:23<00:57, 245.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.05:  29%|██▉       | 5844/20000 [00:23<00:57, 245.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.1:  29%|██▉       | 5844/20000 [00:23<00:57, 244.96it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.1:  29%|██▉       | 5844/20000 [00:23<00:57, 244.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.01:  29%|██▉       | 5844/20000 [00:23<00:57, 244.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.01:  29%|██▉       | 5844/20000 [00:23<00:57, 244.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.01:  29%|██▉       | 5871/20000 [00:23<00:57, 245.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.01:  29%|██▉       | 5871/20000 [00:23<00:57, 245.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 342.01:  29%|██▉       | 5871/20000 [00:23<00:57, 245.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.97:  29%|██▉       | 5871/20000 [00:23<00:57, 245.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.97:  29%|██▉       | 5871/20000 [00:23<00:57, 244.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.97:  29%|██▉       | 5898/20000 [00:24<00:57, 245.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.95:  29%|██▉       | 5898/20000 [00:24<00:57, 244.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.95:  29%|██▉       | 5898/20000 [00:24<00:57, 244.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.93:  29%|██▉       | 5898/20000 [00:24<00:57, 243.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.93:  29%|██▉       | 5898/20000 [00:24<00:57, 243.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.92:  29%|██▉       | 5898/20000 [00:24<00:57, 243.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.92:  29%|██▉       | 5898/20000 [00:24<00:57, 243.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.92:  30%|██▉       | 5923/20000 [00:24<00:57, 244.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.92:  30%|██▉       | 5923/20000 [00:24<00:57, 243.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.92:  30%|██▉       | 5923/20000 [00:24<00:57, 243.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.99:  30%|██▉       | 5923/20000 [00:24<00:57, 243.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.99:  30%|██▉       | 5923/20000 [00:24<00:57, 243.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.96:  30%|██▉       | 5923/20000 [00:24<00:57, 243.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.96:  30%|██▉       | 5923/20000 [00:24<00:57, 243.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.96:  30%|██▉       | 5951/20000 [00:24<00:57, 244.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.96:  30%|██▉       | 5951/20000 [00:24<00:57, 243.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.96:  30%|██▉       | 5951/20000 [00:24<00:57, 243.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.97:  30%|██▉       | 5951/20000 [00:24<00:57, 243.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.97:  30%|██▉       | 5951/20000 [00:24<00:57, 243.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.97:  30%|██▉       | 5979/20000 [00:24<00:57, 244.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.89:  30%|██▉       | 5979/20000 [00:24<00:57, 244.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.89:  30%|██▉       | 5979/20000 [00:24<00:57, 244.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.91:  30%|██▉       | 5979/20000 [00:24<00:57, 243.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.91:  30%|██▉       | 5979/20000 [00:24<00:57, 243.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.87:  30%|██▉       | 5979/20000 [00:24<00:57, 243.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.87:  30%|██▉       | 5979/20000 [00:24<00:57, 243.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.87:  30%|███       | 6007/20000 [00:24<00:57, 244.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.86:  30%|███       | 6007/20000 [00:24<00:57, 244.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.86:  30%|███       | 6007/20000 [00:24<00:57, 244.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.82:  30%|███       | 6007/20000 [00:24<00:57, 243.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.82:  30%|███       | 6007/20000 [00:24<00:57, 243.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.81:  30%|███       | 6007/20000 [00:24<00:57, 243.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.81:  30%|███       | 6007/20000 [00:24<00:57, 243.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.81:  30%|███       | 6033/20000 [00:24<00:57, 244.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.79:  30%|███       | 6033/20000 [00:24<00:57, 244.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.79:  30%|███       | 6033/20000 [00:24<00:57, 244.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.73:  30%|███       | 6033/20000 [00:24<00:57, 243.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.73:  30%|███       | 6033/20000 [00:24<00:57, 243.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.73:  30%|███       | 6060/20000 [00:24<00:56, 244.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.65:  30%|███       | 6060/20000 [00:24<00:56, 244.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.65:  30%|███       | 6060/20000 [00:24<00:56, 244.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.6:  30%|███       | 6060/20000 [00:24<00:57, 244.21it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.6:  30%|███       | 6060/20000 [00:24<00:57, 244.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.61:  30%|███       | 6060/20000 [00:24<00:57, 243.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.61:  30%|███       | 6060/20000 [00:24<00:57, 243.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.61:  30%|███       | 6086/20000 [00:24<00:56, 244.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.58:  30%|███       | 6086/20000 [00:24<00:56, 244.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.58:  30%|███       | 6086/20000 [00:24<00:56, 244.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.44:  30%|███       | 6086/20000 [00:24<00:56, 244.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.44:  30%|███       | 6086/20000 [00:24<00:56, 244.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.41:  30%|███       | 6086/20000 [00:24<00:57, 243.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.41:  30%|███       | 6086/20000 [00:24<00:57, 243.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.41:  31%|███       | 6115/20000 [00:24<00:56, 244.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.39:  31%|███       | 6115/20000 [00:24<00:56, 244.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.39:  31%|███       | 6115/20000 [00:24<00:56, 244.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.37:  31%|███       | 6115/20000 [00:25<00:56, 244.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.37:  31%|███       | 6115/20000 [00:25<00:56, 244.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.34:  31%|███       | 6115/20000 [00:25<00:56, 243.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.34:  31%|███       | 6115/20000 [00:25<00:56, 243.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.34:  31%|███       | 6142/20000 [00:25<00:56, 244.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.3:  31%|███       | 6142/20000 [00:25<00:56, 244.66it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.3:  31%|███       | 6142/20000 [00:25<00:56, 244.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.24:  31%|███       | 6142/20000 [00:25<00:56, 244.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.24:  31%|███       | 6142/20000 [00:25<00:56, 244.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.24:  31%|███       | 6169/20000 [00:25<00:56, 244.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.16:  31%|███       | 6169/20000 [00:25<00:56, 244.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.16:  31%|███       | 6169/20000 [00:25<00:56, 244.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.06:  31%|███       | 6169/20000 [00:25<00:56, 244.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.06:  31%|███       | 6169/20000 [00:25<00:56, 244.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.07:  31%|███       | 6169/20000 [00:25<00:56, 243.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.07:  31%|███       | 6169/20000 [00:25<00:56, 243.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.07:  31%|███       | 6196/20000 [00:25<00:56, 244.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.07:  31%|███       | 6196/20000 [00:25<00:56, 244.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.07:  31%|███       | 6196/20000 [00:25<00:56, 244.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.05:  31%|███       | 6196/20000 [00:25<00:56, 244.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 341.05:  31%|███       | 6196/20000 [00:25<00:56, 244.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.92:  31%|███       | 6196/20000 [00:25<00:56, 243.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.92:  31%|███       | 6196/20000 [00:25<00:56, 243.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.92:  31%|███       | 6222/20000 [00:25<00:56, 244.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.89:  31%|███       | 6222/20000 [00:25<00:56, 244.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.89:  31%|███       | 6222/20000 [00:25<00:56, 244.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.93:  31%|███       | 6222/20000 [00:25<00:56, 243.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.93:  31%|███       | 6222/20000 [00:25<00:56, 243.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.93:  31%|███       | 6246/20000 [00:25<00:56, 244.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.93:  31%|███       | 6246/20000 [00:25<00:56, 244.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.93:  31%|███       | 6246/20000 [00:25<00:56, 244.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.87:  31%|███       | 6246/20000 [00:25<00:56, 244.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.87:  31%|███       | 6246/20000 [00:25<00:56, 244.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.84:  31%|███       | 6246/20000 [00:25<00:56, 243.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.84:  31%|███       | 6246/20000 [00:25<00:56, 243.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.84:  31%|███▏      | 6274/20000 [00:25<00:56, 244.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.81:  31%|███▏      | 6274/20000 [00:25<00:56, 244.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.81:  31%|███▏      | 6274/20000 [00:25<00:56, 244.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.74:  31%|███▏      | 6274/20000 [00:25<00:56, 244.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.74:  31%|███▏      | 6274/20000 [00:25<00:56, 244.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.75:  31%|███▏      | 6274/20000 [00:25<00:56, 243.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.75:  31%|███▏      | 6274/20000 [00:25<00:56, 243.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.75:  32%|███▏      | 6301/20000 [00:25<00:55, 244.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.75:  32%|███▏      | 6301/20000 [00:25<00:56, 244.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.75:  32%|███▏      | 6301/20000 [00:25<00:56, 244.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.67:  32%|███▏      | 6301/20000 [00:25<00:56, 244.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.67:  32%|███▏      | 6301/20000 [00:25<00:56, 244.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.66:  32%|███▏      | 6301/20000 [00:25<00:56, 243.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.66:  32%|███▏      | 6301/20000 [00:25<00:56, 243.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.66:  32%|███▏      | 6331/20000 [00:25<00:55, 244.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.62:  32%|███▏      | 6331/20000 [00:25<00:55, 244.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.62:  32%|███▏      | 6331/20000 [00:25<00:55, 244.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.51:  32%|███▏      | 6331/20000 [00:25<00:55, 244.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.51:  32%|███▏      | 6331/20000 [00:25<00:55, 244.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.51:  32%|███▏      | 6359/20000 [00:25<00:55, 245.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.47:  32%|███▏      | 6359/20000 [00:25<00:55, 244.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.47:  32%|███▏      | 6359/20000 [00:25<00:55, 244.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.49:  32%|███▏      | 6359/20000 [00:25<00:55, 244.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.49:  32%|███▏      | 6359/20000 [00:25<00:55, 244.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.47:  32%|███▏      | 6359/20000 [00:26<00:55, 244.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.47:  32%|███▏      | 6359/20000 [00:26<00:55, 244.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.47:  32%|███▏      | 6387/20000 [00:26<00:55, 245.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.43:  32%|███▏      | 6387/20000 [00:26<00:55, 245.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.43:  32%|███▏      | 6387/20000 [00:26<00:55, 245.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.43:  32%|███▏      | 6387/20000 [00:26<00:55, 244.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.43:  32%|███▏      | 6387/20000 [00:26<00:55, 244.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.37:  32%|███▏      | 6387/20000 [00:26<00:55, 244.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.37:  32%|███▏      | 6387/20000 [00:26<00:55, 244.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.37:  32%|███▏      | 6415/20000 [00:26<00:55, 245.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.35:  32%|███▏      | 6415/20000 [00:26<00:55, 244.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.35:  32%|███▏      | 6415/20000 [00:26<00:55, 244.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.27:  32%|███▏      | 6415/20000 [00:26<00:55, 244.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.27:  32%|███▏      | 6415/20000 [00:26<00:55, 244.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.22:  32%|███▏      | 6415/20000 [00:26<00:55, 244.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.22:  32%|███▏      | 6415/20000 [00:26<00:55, 243.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.22:  32%|███▏      | 6442/20000 [00:26<00:55, 244.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.16:  32%|███▏      | 6442/20000 [00:26<00:55, 244.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.16:  32%|███▏      | 6442/20000 [00:26<00:55, 244.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.16:  32%|███▏      | 6442/20000 [00:26<00:55, 244.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.16:  32%|███▏      | 6442/20000 [00:26<00:55, 244.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.17:  32%|███▏      | 6442/20000 [00:26<00:55, 244.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.17:  32%|███▏      | 6442/20000 [00:26<00:55, 244.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.17:  32%|███▏      | 6471/20000 [00:26<00:55, 245.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.18:  32%|███▏      | 6471/20000 [00:26<00:55, 244.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.18:  32%|███▏      | 6471/20000 [00:26<00:55, 244.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.13:  32%|███▏      | 6471/20000 [00:26<00:55, 244.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.13:  32%|███▏      | 6471/20000 [00:26<00:55, 244.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.15:  32%|███▏      | 6471/20000 [00:26<00:55, 244.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.15:  32%|███▏      | 6471/20000 [00:26<00:55, 244.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.15:  33%|███▎      | 6501/20000 [00:26<00:55, 245.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.05:  33%|███▎      | 6501/20000 [00:26<00:55, 244.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.05:  33%|███▎      | 6501/20000 [00:26<00:55, 244.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.03:  33%|███▎      | 6501/20000 [00:26<00:55, 244.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.03:  33%|███▎      | 6501/20000 [00:26<00:55, 244.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.03:  33%|███▎      | 6528/20000 [00:26<00:54, 245.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.06:  33%|███▎      | 6528/20000 [00:26<00:55, 244.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.06:  33%|███▎      | 6528/20000 [00:26<00:55, 244.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.03:  33%|███▎      | 6528/20000 [00:26<00:55, 244.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340.03:  33%|███▎      | 6528/20000 [00:26<00:55, 244.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340:  33%|███▎      | 6528/20000 [00:26<00:55, 244.28it/s]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340:  33%|███▎      | 6528/20000 [00:26<00:55, 244.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 340:  33%|███▎      | 6553/20000 [00:26<00:54, 245.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.97:  33%|███▎      | 6553/20000 [00:26<00:54, 244.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.97:  33%|███▎      | 6553/20000 [00:26<00:54, 244.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.93:  33%|███▎      | 6553/20000 [00:26<00:54, 244.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.93:  33%|███▎      | 6553/20000 [00:26<00:54, 244.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.87:  33%|███▎      | 6553/20000 [00:26<00:55, 244.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.87:  33%|███▎      | 6553/20000 [00:26<00:55, 244.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.87:  33%|███▎      | 6581/20000 [00:26<00:54, 245.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.87:  33%|███▎      | 6581/20000 [00:26<00:54, 244.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.87:  33%|███▎      | 6581/20000 [00:26<00:54, 244.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.81:  33%|███▎      | 6581/20000 [00:26<00:54, 244.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.81:  33%|███▎      | 6581/20000 [00:26<00:54, 244.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.81:  33%|███▎      | 6609/20000 [00:26<00:54, 245.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.82:  33%|███▎      | 6609/20000 [00:26<00:54, 245.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.82:  33%|███▎      | 6609/20000 [00:26<00:54, 245.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.79:  33%|███▎      | 6609/20000 [00:26<00:54, 244.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.79:  33%|███▎      | 6609/20000 [00:26<00:54, 244.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.78:  33%|███▎      | 6609/20000 [00:27<00:54, 244.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.78:  33%|███▎      | 6609/20000 [00:27<00:54, 244.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.78:  33%|███▎      | 6636/20000 [00:27<00:54, 245.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.75:  33%|███▎      | 6636/20000 [00:27<00:54, 245.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.75:  33%|███▎      | 6636/20000 [00:27<00:54, 245.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.76:  33%|███▎      | 6636/20000 [00:27<00:54, 244.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.76:  33%|███▎      | 6636/20000 [00:27<00:54, 244.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.72:  33%|███▎      | 6636/20000 [00:27<00:54, 244.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.72:  33%|███▎      | 6636/20000 [00:27<00:54, 244.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.72:  33%|███▎      | 6663/20000 [00:27<00:54, 245.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.68:  33%|███▎      | 6663/20000 [00:27<00:54, 245.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.68:  33%|███▎      | 6663/20000 [00:27<00:54, 245.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.68:  33%|███▎      | 6663/20000 [00:27<00:54, 244.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.68:  33%|███▎      | 6663/20000 [00:27<00:54, 244.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.68:  33%|███▎      | 6690/20000 [00:27<00:54, 245.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.66:  33%|███▎      | 6690/20000 [00:27<00:54, 245.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.66:  33%|███▎      | 6690/20000 [00:27<00:54, 245.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.61:  33%|███▎      | 6690/20000 [00:27<00:54, 245.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.61:  33%|███▎      | 6690/20000 [00:27<00:54, 245.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.55:  33%|███▎      | 6690/20000 [00:27<00:54, 244.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.55:  33%|███▎      | 6690/20000 [00:27<00:54, 244.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.55:  34%|███▎      | 6717/20000 [00:27<00:54, 245.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.54:  34%|███▎      | 6717/20000 [00:27<00:54, 245.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.54:  34%|███▎      | 6717/20000 [00:27<00:54, 245.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.48:  34%|███▎      | 6717/20000 [00:27<00:54, 245.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.48:  34%|███▎      | 6717/20000 [00:27<00:54, 244.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.43:  34%|███▎      | 6717/20000 [00:27<00:54, 244.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.43:  34%|███▎      | 6717/20000 [00:27<00:54, 244.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.43:  34%|███▎      | 6743/20000 [00:27<00:54, 245.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.37:  34%|███▎      | 6743/20000 [00:27<00:54, 245.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.37:  34%|███▎      | 6743/20000 [00:27<00:54, 245.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.35:  34%|███▎      | 6743/20000 [00:27<00:54, 244.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.35:  34%|███▎      | 6743/20000 [00:27<00:54, 244.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.31:  34%|███▎      | 6743/20000 [00:27<00:54, 244.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.31:  34%|███▎      | 6743/20000 [00:27<00:54, 244.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.31:  34%|███▍      | 6771/20000 [00:27<00:53, 245.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.3:  34%|███▍      | 6771/20000 [00:27<00:53, 245.30it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.3:  34%|███▍      | 6771/20000 [00:27<00:53, 245.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.31:  34%|███▍      | 6771/20000 [00:27<00:54, 244.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.31:  34%|███▍      | 6771/20000 [00:27<00:54, 244.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.31:  34%|███▍      | 6799/20000 [00:27<00:53, 245.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.31:  34%|███▍      | 6799/20000 [00:27<00:53, 245.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.31:  34%|███▍      | 6799/20000 [00:27<00:53, 245.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.32:  34%|███▍      | 6799/20000 [00:27<00:53, 245.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.32:  34%|███▍      | 6799/20000 [00:27<00:53, 245.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.32:  34%|███▍      | 6799/20000 [00:27<00:53, 244.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.32:  34%|███▍      | 6799/20000 [00:27<00:53, 244.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.32:  34%|███▍      | 6826/20000 [00:27<00:53, 245.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.28:  34%|███▍      | 6826/20000 [00:27<00:53, 245.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.28:  34%|███▍      | 6826/20000 [00:27<00:53, 245.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.28:  34%|███▍      | 6826/20000 [00:27<00:53, 244.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.28:  34%|███▍      | 6826/20000 [00:27<00:53, 244.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.33:  34%|███▍      | 6826/20000 [00:27<00:53, 244.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.33:  34%|███▍      | 6826/20000 [00:27<00:53, 244.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.33:  34%|███▍      | 6851/20000 [00:27<00:53, 245.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.27:  34%|███▍      | 6851/20000 [00:27<00:53, 244.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.27:  34%|███▍      | 6851/20000 [00:27<00:53, 244.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.28:  34%|███▍      | 6851/20000 [00:28<00:53, 244.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.28:  34%|███▍      | 6851/20000 [00:28<00:53, 244.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.28:  34%|███▍      | 6875/20000 [00:28<00:53, 245.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.21:  34%|███▍      | 6875/20000 [00:28<00:53, 244.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.21:  34%|███▍      | 6875/20000 [00:28<00:53, 244.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.19:  34%|███▍      | 6875/20000 [00:28<00:53, 244.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.19:  34%|███▍      | 6875/20000 [00:28<00:53, 244.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.2:  34%|███▍      | 6875/20000 [00:28<00:53, 244.17it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.2:  34%|███▍      | 6875/20000 [00:28<00:53, 244.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.2:  35%|███▍      | 6901/20000 [00:28<00:53, 245.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.2:  35%|███▍      | 6901/20000 [00:28<00:53, 244.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.2:  35%|███▍      | 6901/20000 [00:28<00:53, 244.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.18:  35%|███▍      | 6901/20000 [00:28<00:53, 244.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.18:  35%|███▍      | 6901/20000 [00:28<00:53, 244.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.18:  35%|███▍      | 6925/20000 [00:28<00:53, 245.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.18:  35%|███▍      | 6925/20000 [00:28<00:53, 244.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.18:  35%|███▍      | 6925/20000 [00:28<00:53, 244.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.1:  35%|███▍      | 6925/20000 [00:28<00:53, 244.15it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.1:  35%|███▍      | 6925/20000 [00:28<00:53, 244.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.1:  35%|███▍      | 6949/20000 [00:28<00:53, 244.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.09:  35%|███▍      | 6949/20000 [00:28<00:53, 244.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.09:  35%|███▍      | 6949/20000 [00:28<00:53, 244.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.07:  35%|███▍      | 6949/20000 [00:28<00:53, 243.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 339.07:  35%|███▍      | 6949/20000 [00:28<00:53, 243.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.99:  35%|███▍      | 6949/20000 [00:28<00:53, 243.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.99:  35%|███▍      | 6949/20000 [00:28<00:53, 243.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.99:  35%|███▍      | 6971/20000 [00:28<00:53, 244.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.99:  35%|███▍      | 6971/20000 [00:28<00:53, 243.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.99:  35%|███▍      | 6971/20000 [00:28<00:53, 243.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.94:  35%|███▍      | 6971/20000 [00:28<00:53, 243.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.94:  35%|███▍      | 6971/20000 [00:28<00:53, 243.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.94:  35%|███▍      | 6991/20000 [00:28<00:53, 243.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.94:  35%|███▍      | 6991/20000 [00:28<00:53, 243.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.94:  35%|███▍      | 6991/20000 [00:28<00:53, 243.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.87:  35%|███▍      | 6991/20000 [00:28<00:53, 243.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.87:  35%|███▍      | 6991/20000 [00:28<00:53, 243.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.87:  35%|███▌      | 7011/20000 [00:28<00:53, 243.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.88:  35%|███▌      | 7011/20000 [00:28<00:53, 243.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.88:  35%|███▌      | 7011/20000 [00:28<00:53, 243.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.84:  35%|███▌      | 7011/20000 [00:28<00:53, 242.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.84:  35%|███▌      | 7011/20000 [00:28<00:53, 242.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.84:  35%|███▌      | 7032/20000 [00:28<00:53, 243.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.85:  35%|███▌      | 7032/20000 [00:28<00:53, 243.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.85:  35%|███▌      | 7032/20000 [00:28<00:53, 243.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.85:  35%|███▌      | 7032/20000 [00:28<00:53, 242.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.85:  35%|███▌      | 7032/20000 [00:28<00:53, 242.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.85:  35%|███▌      | 7052/20000 [00:28<00:53, 243.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.82:  35%|███▌      | 7052/20000 [00:29<00:53, 242.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.82:  35%|███▌      | 7052/20000 [00:29<00:53, 242.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.84:  35%|███▌      | 7052/20000 [00:29<00:53, 242.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.84:  35%|███▌      | 7052/20000 [00:29<00:53, 242.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.84:  35%|███▌      | 7071/20000 [00:29<00:53, 242.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.87:  35%|███▌      | 7071/20000 [00:29<00:53, 242.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.87:  35%|███▌      | 7071/20000 [00:29<00:53, 242.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.87:  35%|███▌      | 7089/20000 [00:29<00:53, 242.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.84:  35%|███▌      | 7089/20000 [00:29<00:53, 242.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.84:  35%|███▌      | 7089/20000 [00:29<00:53, 242.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.85:  35%|███▌      | 7089/20000 [00:29<00:53, 241.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.85:  35%|███▌      | 7089/20000 [00:29<00:53, 241.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.85:  36%|███▌      | 7108/20000 [00:29<00:53, 242.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.83:  36%|███▌      | 7108/20000 [00:29<00:53, 242.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.83:  36%|███▌      | 7108/20000 [00:29<00:53, 242.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.81:  36%|███▌      | 7108/20000 [00:29<00:53, 241.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.81:  36%|███▌      | 7108/20000 [00:29<00:53, 241.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.81:  36%|███▌      | 7126/20000 [00:29<00:53, 242.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.82:  36%|███▌      | 7126/20000 [00:29<00:53, 241.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.82:  36%|███▌      | 7126/20000 [00:29<00:53, 241.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.77:  36%|███▌      | 7126/20000 [00:29<00:53, 241.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.77:  36%|███▌      | 7126/20000 [00:29<00:53, 241.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.77:  36%|███▌      | 7144/20000 [00:29<00:53, 241.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.77:  36%|███▌      | 7144/20000 [00:29<00:53, 241.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.77:  36%|███▌      | 7144/20000 [00:29<00:53, 241.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.79:  36%|███▌      | 7144/20000 [00:29<00:53, 240.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.79:  36%|███▌      | 7144/20000 [00:29<00:53, 240.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.79:  36%|███▌      | 7162/20000 [00:29<00:53, 241.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.78:  36%|███▌      | 7162/20000 [00:29<00:53, 241.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.78:  36%|███▌      | 7162/20000 [00:29<00:53, 241.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.79:  36%|███▌      | 7162/20000 [00:29<00:53, 240.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.79:  36%|███▌      | 7162/20000 [00:29<00:53, 240.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.79:  36%|███▌      | 7181/20000 [00:29<00:53, 241.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.78:  36%|███▌      | 7181/20000 [00:29<00:53, 240.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.78:  36%|███▌      | 7181/20000 [00:29<00:53, 240.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.75:  36%|███▌      | 7181/20000 [00:29<00:53, 240.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.75:  36%|███▌      | 7181/20000 [00:29<00:53, 240.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.75:  36%|███▌      | 7205/20000 [00:29<00:53, 241.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.74:  36%|███▌      | 7205/20000 [00:29<00:53, 241.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.74:  36%|███▌      | 7205/20000 [00:29<00:53, 241.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.78:  36%|███▌      | 7205/20000 [00:29<00:53, 240.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.78:  36%|███▌      | 7205/20000 [00:29<00:53, 240.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 338.76:  36%|███▌      | 7205/20000 [00:29<00:53, 240.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.76:  36%|███▌      | 7205/20000 [00:29<00:53, 240.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.76:  36%|███▌      | 7231/20000 [00:29<00:52, 241.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.7:  36%|███▌      | 7231/20000 [00:30<00:53, 240.88it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.7:  36%|███▌      | 7231/20000 [00:30<00:53, 240.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.63:  36%|███▌      | 7231/20000 [00:30<00:53, 240.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.63:  36%|███▌      | 7231/20000 [00:30<00:53, 240.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.63:  36%|███▋      | 7258/20000 [00:30<00:52, 241.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.6:  36%|███▋      | 7258/20000 [00:30<00:52, 241.08it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.6:  36%|███▋      | 7258/20000 [00:30<00:52, 241.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.56:  36%|███▋      | 7258/20000 [00:30<00:52, 240.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.56:  36%|███▋      | 7258/20000 [00:30<00:52, 240.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.56:  36%|███▋      | 7280/20000 [00:30<00:52, 241.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.56:  36%|███▋      | 7280/20000 [00:30<00:52, 241.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.56:  36%|███▋      | 7280/20000 [00:30<00:52, 240.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.54:  36%|███▋      | 7280/20000 [00:30<00:52, 240.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.54:  36%|███▋      | 7280/20000 [00:30<00:52, 240.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.46:  36%|███▋      | 7280/20000 [00:30<00:52, 240.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.46:  36%|███▋      | 7280/20000 [00:30<00:52, 240.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.46:  37%|███▋      | 7302/20000 [00:30<00:52, 240.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.43:  37%|███▋      | 7302/20000 [00:30<00:52, 240.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.43:  37%|███▋      | 7302/20000 [00:30<00:52, 240.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.45:  37%|███▋      | 7302/20000 [00:30<00:52, 240.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.45:  37%|███▋      | 7302/20000 [00:30<00:52, 240.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.47:  37%|███▋      | 7302/20000 [00:30<00:52, 240.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.47:  37%|███▋      | 7302/20000 [00:30<00:52, 240.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.47:  37%|███▋      | 7331/20000 [00:30<00:52, 241.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.43:  37%|███▋      | 7331/20000 [00:30<00:52, 240.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.43:  37%|███▋      | 7331/20000 [00:30<00:52, 240.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.44:  37%|███▋      | 7331/20000 [00:30<00:52, 240.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.44:  37%|███▋      | 7331/20000 [00:30<00:52, 240.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.44:  37%|███▋      | 7354/20000 [00:30<00:52, 240.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.39:  37%|███▋      | 7354/20000 [00:30<00:52, 239.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.39:  37%|███▋      | 7354/20000 [00:30<00:52, 239.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.35:  37%|███▋      | 7354/20000 [00:30<00:52, 239.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.35:  37%|███▋      | 7354/20000 [00:30<00:52, 239.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.35:  37%|███▋      | 7376/20000 [00:30<00:52, 240.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.36:  37%|███▋      | 7376/20000 [00:30<00:52, 240.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.36:  37%|███▋      | 7376/20000 [00:30<00:52, 239.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.32:  37%|███▋      | 7376/20000 [00:30<00:52, 239.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.32:  37%|███▋      | 7376/20000 [00:30<00:52, 239.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.32:  37%|███▋      | 7376/20000 [00:30<00:52, 239.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.32:  37%|███▋      | 7376/20000 [00:30<00:52, 239.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.32:  37%|███▋      | 7402/20000 [00:30<00:52, 240.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.34:  37%|███▋      | 7402/20000 [00:30<00:52, 240.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.34:  37%|███▋      | 7402/20000 [00:30<00:52, 239.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.35:  37%|███▋      | 7402/20000 [00:30<00:52, 239.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.35:  37%|███▋      | 7402/20000 [00:30<00:52, 239.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.35:  37%|███▋      | 7402/20000 [00:30<00:52, 239.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.35:  37%|███▋      | 7402/20000 [00:30<00:52, 239.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.35:  37%|███▋      | 7431/20000 [00:30<00:52, 240.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.34:  37%|███▋      | 7431/20000 [00:30<00:52, 240.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.34:  37%|███▋      | 7431/20000 [00:30<00:52, 240.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.34:  37%|███▋      | 7431/20000 [00:30<00:52, 239.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.34:  37%|███▋      | 7431/20000 [00:30<00:52, 239.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.34:  37%|███▋      | 7457/20000 [00:31<00:52, 240.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.37:  37%|███▋      | 7457/20000 [00:31<00:52, 240.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.37:  37%|███▋      | 7457/20000 [00:31<00:52, 240.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.29:  37%|███▋      | 7457/20000 [00:31<00:52, 240.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.29:  37%|███▋      | 7457/20000 [00:31<00:52, 239.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.26:  37%|███▋      | 7457/20000 [00:31<00:52, 239.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.26:  37%|███▋      | 7457/20000 [00:31<00:52, 239.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.26:  37%|███▋      | 7483/20000 [00:31<00:52, 240.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.26:  37%|███▋      | 7483/20000 [00:31<00:52, 240.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.26:  37%|███▋      | 7483/20000 [00:31<00:52, 240.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.27:  37%|███▋      | 7483/20000 [00:31<00:52, 239.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.27:  37%|███▋      | 7483/20000 [00:31<00:52, 239.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.27:  38%|███▊      | 7508/20000 [00:31<00:51, 240.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.28:  38%|███▊      | 7508/20000 [00:31<00:51, 240.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.28:  38%|███▊      | 7508/20000 [00:31<00:51, 240.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.26:  38%|███▊      | 7508/20000 [00:31<00:52, 239.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.26:  38%|███▊      | 7508/20000 [00:31<00:52, 239.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.21:  38%|███▊      | 7508/20000 [00:31<00:52, 239.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.21:  38%|███▊      | 7508/20000 [00:31<00:52, 239.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.21:  38%|███▊      | 7532/20000 [00:31<00:51, 240.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.23:  38%|███▊      | 7532/20000 [00:31<00:51, 239.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.23:  38%|███▊      | 7532/20000 [00:31<00:51, 239.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.27:  38%|███▊      | 7532/20000 [00:31<00:52, 239.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.27:  38%|███▊      | 7532/20000 [00:31<00:52, 239.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.27:  38%|███▊      | 7555/20000 [00:31<00:51, 240.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.23:  38%|███▊      | 7555/20000 [00:31<00:51, 239.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.23:  38%|███▊      | 7555/20000 [00:31<00:51, 239.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.2:  38%|███▊      | 7555/20000 [00:31<00:51, 239.66it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.2:  38%|███▊      | 7555/20000 [00:31<00:51, 239.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.21:  38%|███▊      | 7555/20000 [00:31<00:51, 239.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.21:  38%|███▊      | 7555/20000 [00:31<00:51, 239.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.21:  38%|███▊      | 7584/20000 [00:31<00:51, 240.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.2:  38%|███▊      | 7584/20000 [00:31<00:51, 240.05it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.2:  38%|███▊      | 7584/20000 [00:31<00:51, 240.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.24:  38%|███▊      | 7584/20000 [00:31<00:51, 239.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.24:  38%|███▊      | 7584/20000 [00:31<00:51, 239.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.22:  38%|███▊      | 7584/20000 [00:31<00:51, 239.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.22:  38%|███▊      | 7584/20000 [00:31<00:51, 239.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.22:  38%|███▊      | 7615/20000 [00:31<00:51, 240.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.21:  38%|███▊      | 7615/20000 [00:31<00:51, 240.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.21:  38%|███▊      | 7615/20000 [00:31<00:51, 240.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.18:  38%|███▊      | 7615/20000 [00:31<00:51, 239.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.18:  38%|███▊      | 7615/20000 [00:31<00:51, 239.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.15:  38%|███▊      | 7615/20000 [00:31<00:51, 239.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.15:  38%|███▊      | 7615/20000 [00:31<00:51, 239.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.15:  38%|███▊      | 7641/20000 [00:31<00:51, 240.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.15:  38%|███▊      | 7641/20000 [00:31<00:51, 240.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.15:  38%|███▊      | 7641/20000 [00:31<00:51, 240.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.15:  38%|███▊      | 7641/20000 [00:31<00:51, 239.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.15:  38%|███▊      | 7641/20000 [00:31<00:51, 239.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.15:  38%|███▊      | 7668/20000 [00:31<00:51, 240.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.14:  38%|███▊      | 7668/20000 [00:31<00:51, 240.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.14:  38%|███▊      | 7668/20000 [00:31<00:51, 240.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.11:  38%|███▊      | 7668/20000 [00:31<00:51, 240.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.11:  38%|███▊      | 7668/20000 [00:31<00:51, 240.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.09:  38%|███▊      | 7668/20000 [00:31<00:51, 239.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.09:  38%|███▊      | 7668/20000 [00:31<00:51, 239.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.09:  38%|███▊      | 7694/20000 [00:31<00:51, 240.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.08:  38%|███▊      | 7694/20000 [00:32<00:51, 240.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.08:  38%|███▊      | 7694/20000 [00:32<00:51, 240.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.13:  38%|███▊      | 7694/20000 [00:32<00:51, 240.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.13:  38%|███▊      | 7694/20000 [00:32<00:51, 239.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.12:  38%|███▊      | 7694/20000 [00:32<00:51, 239.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.12:  38%|███▊      | 7694/20000 [00:32<00:51, 239.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.12:  39%|███▊      | 7722/20000 [00:32<00:51, 240.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.14:  39%|███▊      | 7722/20000 [00:32<00:51, 240.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.14:  39%|███▊      | 7722/20000 [00:32<00:51, 240.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.14:  39%|███▊      | 7722/20000 [00:32<00:51, 240.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.14:  39%|███▊      | 7722/20000 [00:32<00:51, 240.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.14:  39%|███▊      | 7749/20000 [00:32<00:50, 240.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.1:  39%|███▊      | 7749/20000 [00:32<00:50, 240.36it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.1:  39%|███▊      | 7749/20000 [00:32<00:50, 240.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.08:  39%|███▊      | 7749/20000 [00:32<00:51, 240.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.08:  39%|███▊      | 7749/20000 [00:32<00:51, 240.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.07:  39%|███▊      | 7749/20000 [00:32<00:51, 239.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.07:  39%|███▊      | 7749/20000 [00:32<00:51, 239.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.07:  39%|███▉      | 7774/20000 [00:32<00:50, 240.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.03:  39%|███▉      | 7774/20000 [00:32<00:50, 240.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.03:  39%|███▉      | 7774/20000 [00:32<00:50, 240.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.01:  39%|███▉      | 7774/20000 [00:32<00:50, 240.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 338.01:  39%|███▉      | 7774/20000 [00:32<00:50, 239.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.94:  39%|███▉      | 7774/20000 [00:32<00:50, 239.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.94:  39%|███▉      | 7774/20000 [00:32<00:50, 239.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.94:  39%|███▉      | 7805/20000 [00:32<00:50, 240.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.9:  39%|███▉      | 7805/20000 [00:32<00:50, 240.40it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.9:  39%|███▉      | 7805/20000 [00:32<00:50, 240.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.84:  39%|███▉      | 7805/20000 [00:32<00:50, 240.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.84:  39%|███▉      | 7805/20000 [00:32<00:50, 240.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.83:  39%|███▉      | 7805/20000 [00:32<00:50, 239.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.83:  39%|███▉      | 7805/20000 [00:32<00:50, 239.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.83:  39%|███▉      | 7832/20000 [00:32<00:50, 240.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.81:  39%|███▉      | 7832/20000 [00:32<00:50, 240.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.81:  39%|███▉      | 7832/20000 [00:32<00:50, 240.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.79:  39%|███▉      | 7832/20000 [00:32<00:50, 240.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.79:  39%|███▉      | 7832/20000 [00:32<00:50, 240.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.73:  39%|███▉      | 7832/20000 [00:32<00:50, 239.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.73:  39%|███▉      | 7832/20000 [00:32<00:50, 239.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.73:  39%|███▉      | 7861/20000 [00:32<00:50, 240.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.73:  39%|███▉      | 7861/20000 [00:32<00:50, 240.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.73:  39%|███▉      | 7861/20000 [00:32<00:50, 240.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.73:  39%|███▉      | 7861/20000 [00:32<00:50, 240.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.73:  39%|███▉      | 7861/20000 [00:32<00:50, 240.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.73:  39%|███▉      | 7888/20000 [00:32<00:50, 240.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.69:  39%|███▉      | 7888/20000 [00:32<00:50, 240.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.69:  39%|███▉      | 7888/20000 [00:32<00:50, 240.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.66:  39%|███▉      | 7888/20000 [00:32<00:50, 240.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.66:  39%|███▉      | 7888/20000 [00:32<00:50, 240.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.66:  39%|███▉      | 7888/20000 [00:32<00:50, 239.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.66:  39%|███▉      | 7888/20000 [00:32<00:50, 239.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.66:  40%|███▉      | 7913/20000 [00:32<00:50, 240.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.63:  40%|███▉      | 7913/20000 [00:32<00:50, 240.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.63:  40%|███▉      | 7913/20000 [00:32<00:50, 240.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.59:  40%|███▉      | 7913/20000 [00:32<00:50, 240.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.59:  40%|███▉      | 7913/20000 [00:32<00:50, 240.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.57:  40%|███▉      | 7913/20000 [00:32<00:50, 239.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.57:  40%|███▉      | 7913/20000 [00:32<00:50, 239.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.57:  40%|███▉      | 7944/20000 [00:33<00:50, 240.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.59:  40%|███▉      | 7944/20000 [00:33<00:50, 240.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.59:  40%|███▉      | 7944/20000 [00:33<00:50, 240.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.58:  40%|███▉      | 7944/20000 [00:33<00:50, 240.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.58:  40%|███▉      | 7944/20000 [00:33<00:50, 240.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.58:  40%|███▉      | 7970/20000 [00:33<00:49, 240.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.55:  40%|███▉      | 7970/20000 [00:33<00:49, 240.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.55:  40%|███▉      | 7970/20000 [00:33<00:49, 240.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.51:  40%|███▉      | 7970/20000 [00:33<00:50, 240.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.51:  40%|███▉      | 7970/20000 [00:33<00:50, 240.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.49:  40%|███▉      | 7970/20000 [00:33<00:50, 240.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.49:  40%|███▉      | 7970/20000 [00:33<00:50, 240.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.49:  40%|███▉      | 7996/20000 [00:33<00:49, 240.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.47:  40%|███▉      | 7996/20000 [00:33<00:49, 240.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.47:  40%|███▉      | 7996/20000 [00:33<00:49, 240.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.48:  40%|███▉      | 7996/20000 [00:33<00:49, 240.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.48:  40%|███▉      | 7996/20000 [00:33<00:50, 240.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.47:  40%|███▉      | 7996/20000 [00:33<00:50, 239.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.47:  40%|███▉      | 7996/20000 [00:33<00:50, 239.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.47:  40%|████      | 8021/20000 [00:33<00:49, 240.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.45:  40%|████      | 8021/20000 [00:33<00:49, 240.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.45:  40%|████      | 8021/20000 [00:33<00:49, 240.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.39:  40%|████      | 8021/20000 [00:33<00:49, 239.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.39:  40%|████      | 8021/20000 [00:33<00:49, 239.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.39:  40%|████      | 8044/20000 [00:33<00:49, 240.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.36:  40%|████      | 8044/20000 [00:33<00:49, 239.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.36:  40%|████      | 8044/20000 [00:33<00:49, 239.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.33:  40%|████      | 8044/20000 [00:33<00:49, 239.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.33:  40%|████      | 8044/20000 [00:33<00:49, 239.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.33:  40%|████      | 8066/20000 [00:33<00:49, 240.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.32:  40%|████      | 8066/20000 [00:33<00:49, 239.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.32:  40%|████      | 8066/20000 [00:33<00:49, 239.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.3:  40%|████      | 8066/20000 [00:33<00:49, 239.44it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.3:  40%|████      | 8066/20000 [00:33<00:49, 239.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.3:  40%|████      | 8087/20000 [00:33<00:49, 239.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.3:  40%|████      | 8087/20000 [00:33<00:49, 239.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.3:  40%|████      | 8087/20000 [00:33<00:49, 239.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.26:  40%|████      | 8087/20000 [00:33<00:49, 239.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.26:  40%|████      | 8087/20000 [00:33<00:49, 239.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.27:  40%|████      | 8087/20000 [00:33<00:49, 239.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.27:  40%|████      | 8087/20000 [00:33<00:49, 239.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.27:  41%|████      | 8113/20000 [00:33<00:49, 239.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.27:  41%|████      | 8113/20000 [00:33<00:49, 239.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.27:  41%|████      | 8113/20000 [00:33<00:49, 239.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.25:  41%|████      | 8113/20000 [00:33<00:49, 239.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.25:  41%|████      | 8113/20000 [00:33<00:49, 239.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.24:  41%|████      | 8113/20000 [00:33<00:49, 239.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.24:  41%|████      | 8113/20000 [00:33<00:49, 239.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.24:  41%|████      | 8141/20000 [00:33<00:49, 239.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.19:  41%|████      | 8141/20000 [00:33<00:49, 239.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.19:  41%|████      | 8141/20000 [00:33<00:49, 239.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.2:  41%|████      | 8141/20000 [00:33<00:49, 239.47it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.2:  41%|████      | 8141/20000 [00:33<00:49, 239.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.2:  41%|████      | 8169/20000 [00:34<00:49, 240.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.2:  41%|████      | 8169/20000 [00:34<00:49, 240.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.2:  41%|████      | 8169/20000 [00:34<00:49, 240.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.19:  41%|████      | 8169/20000 [00:34<00:49, 239.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.19:  41%|████      | 8169/20000 [00:34<00:49, 239.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.2:  41%|████      | 8169/20000 [00:34<00:49, 239.58it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.2:  41%|████      | 8169/20000 [00:34<00:49, 239.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.2:  41%|████      | 8199/20000 [00:34<00:49, 240.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.18:  41%|████      | 8199/20000 [00:34<00:49, 240.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.18:  41%|████      | 8199/20000 [00:34<00:49, 240.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.17:  41%|████      | 8199/20000 [00:34<00:49, 239.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.17:  41%|████      | 8199/20000 [00:34<00:49, 239.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.13:  41%|████      | 8199/20000 [00:34<00:49, 239.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.13:  41%|████      | 8199/20000 [00:34<00:49, 239.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.13:  41%|████      | 8225/20000 [00:34<00:49, 239.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.12:  41%|████      | 8225/20000 [00:34<00:49, 239.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.12:  41%|████      | 8225/20000 [00:34<00:49, 239.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.11:  41%|████      | 8225/20000 [00:34<00:49, 239.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.11:  41%|████      | 8225/20000 [00:34<00:49, 239.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.11:  41%|████      | 8248/20000 [00:34<00:49, 239.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.11:  41%|████      | 8248/20000 [00:34<00:49, 239.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.11:  41%|████      | 8248/20000 [00:34<00:49, 239.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.13:  41%|████      | 8248/20000 [00:34<00:49, 239.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.13:  41%|████      | 8248/20000 [00:34<00:49, 239.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.13:  41%|████▏     | 8270/20000 [00:34<00:48, 239.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.1:  41%|████▏     | 8270/20000 [00:34<00:49, 239.35it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.1:  41%|████▏     | 8270/20000 [00:34<00:49, 239.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.08:  41%|████▏     | 8270/20000 [00:34<00:49, 238.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.08:  41%|████▏     | 8270/20000 [00:34<00:49, 238.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.08:  41%|████▏     | 8270/20000 [00:34<00:49, 238.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.08:  41%|████▏     | 8270/20000 [00:34<00:49, 238.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.08:  41%|████▏     | 8291/20000 [00:34<00:48, 239.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.07:  41%|████▏     | 8291/20000 [00:34<00:49, 238.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.07:  41%|████▏     | 8291/20000 [00:34<00:49, 238.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.04:  41%|████▏     | 8291/20000 [00:34<00:49, 238.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.04:  41%|████▏     | 8291/20000 [00:34<00:49, 238.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.04:  42%|████▏     | 8311/20000 [00:34<00:48, 238.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.01:  42%|████▏     | 8311/20000 [00:34<00:48, 238.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.01:  42%|████▏     | 8311/20000 [00:34<00:48, 238.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 337.01:  42%|████▏     | 8330/20000 [00:34<00:48, 238.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.97:  42%|████▏     | 8330/20000 [00:34<00:48, 238.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.97:  42%|████▏     | 8330/20000 [00:34<00:48, 238.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.97:  42%|████▏     | 8330/20000 [00:34<00:48, 238.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.97:  42%|████▏     | 8330/20000 [00:34<00:48, 238.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.97:  42%|████▏     | 8349/20000 [00:34<00:48, 238.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.96:  42%|████▏     | 8349/20000 [00:35<00:48, 238.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.96:  42%|████▏     | 8349/20000 [00:35<00:48, 238.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.94:  42%|████▏     | 8349/20000 [00:35<00:48, 238.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.94:  42%|████▏     | 8349/20000 [00:35<00:48, 238.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.94:  42%|████▏     | 8368/20000 [00:35<00:48, 238.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.9:  42%|████▏     | 8368/20000 [00:35<00:48, 238.24it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.9:  42%|████▏     | 8368/20000 [00:35<00:48, 238.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.86:  42%|████▏     | 8368/20000 [00:35<00:48, 237.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.86:  42%|████▏     | 8368/20000 [00:35<00:48, 237.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.86:  42%|████▏     | 8388/20000 [00:35<00:48, 238.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.85:  42%|████▏     | 8388/20000 [00:35<00:48, 238.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.85:  42%|████▏     | 8388/20000 [00:35<00:48, 238.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.82:  42%|████▏     | 8388/20000 [00:35<00:48, 237.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.82:  42%|████▏     | 8388/20000 [00:35<00:48, 237.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.82:  42%|████▏     | 8408/20000 [00:35<00:48, 238.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.78:  42%|████▏     | 8408/20000 [00:35<00:48, 238.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.78:  42%|████▏     | 8408/20000 [00:35<00:48, 238.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.75:  42%|████▏     | 8408/20000 [00:35<00:48, 237.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.75:  42%|████▏     | 8408/20000 [00:35<00:48, 237.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.75:  42%|████▏     | 8408/20000 [00:35<00:48, 237.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.75:  42%|████▏     | 8408/20000 [00:35<00:48, 237.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.75:  42%|████▏     | 8431/20000 [00:35<00:48, 238.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.81:  42%|████▏     | 8431/20000 [00:35<00:48, 237.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.81:  42%|████▏     | 8431/20000 [00:35<00:48, 237.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.8:  42%|████▏     | 8431/20000 [00:35<00:48, 237.61it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.8:  42%|████▏     | 8431/20000 [00:35<00:48, 237.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.8:  42%|████▏     | 8460/20000 [00:35<00:48, 238.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.74:  42%|████▏     | 8460/20000 [00:35<00:48, 238.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.74:  42%|████▏     | 8460/20000 [00:35<00:48, 238.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.71:  42%|████▏     | 8460/20000 [00:35<00:48, 237.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.71:  42%|████▏     | 8460/20000 [00:35<00:48, 237.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.71:  42%|████▏     | 8460/20000 [00:35<00:48, 237.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.71:  42%|████▏     | 8460/20000 [00:35<00:48, 237.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.71:  42%|████▏     | 8485/20000 [00:35<00:48, 238.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.71:  42%|████▏     | 8485/20000 [00:35<00:48, 238.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.71:  42%|████▏     | 8485/20000 [00:35<00:48, 238.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.69:  42%|████▏     | 8485/20000 [00:35<00:48, 237.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.69:  42%|████▏     | 8485/20000 [00:35<00:48, 237.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.65:  42%|████▏     | 8485/20000 [00:35<00:48, 237.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.65:  42%|████▏     | 8485/20000 [00:35<00:48, 237.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.65:  43%|████▎     | 8516/20000 [00:35<00:48, 238.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.66:  43%|████▎     | 8516/20000 [00:35<00:48, 238.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.66:  43%|████▎     | 8516/20000 [00:35<00:48, 238.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.64:  43%|████▎     | 8516/20000 [00:35<00:48, 238.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.64:  43%|████▎     | 8516/20000 [00:35<00:48, 237.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.61:  43%|████▎     | 8516/20000 [00:35<00:48, 237.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.61:  43%|████▎     | 8516/20000 [00:35<00:48, 237.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.61:  43%|████▎     | 8542/20000 [00:35<00:48, 238.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.56:  43%|████▎     | 8542/20000 [00:35<00:48, 238.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.56:  43%|████▎     | 8542/20000 [00:35<00:48, 238.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.52:  43%|████▎     | 8542/20000 [00:35<00:48, 238.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.52:  43%|████▎     | 8542/20000 [00:35<00:48, 238.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.54:  43%|████▎     | 8542/20000 [00:35<00:48, 237.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.54:  43%|████▎     | 8542/20000 [00:35<00:48, 237.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.54:  43%|████▎     | 8573/20000 [00:35<00:47, 238.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.54:  43%|████▎     | 8573/20000 [00:35<00:47, 238.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.54:  43%|████▎     | 8573/20000 [00:35<00:47, 238.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.53:  43%|████▎     | 8573/20000 [00:35<00:47, 238.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.53:  43%|████▎     | 8573/20000 [00:35<00:47, 238.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.54:  43%|████▎     | 8573/20000 [00:36<00:48, 238.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.54:  43%|████▎     | 8573/20000 [00:36<00:48, 238.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.54:  43%|████▎     | 8602/20000 [00:36<00:47, 238.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.49:  43%|████▎     | 8602/20000 [00:36<00:47, 238.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.49:  43%|████▎     | 8602/20000 [00:36<00:47, 238.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.49:  43%|████▎     | 8602/20000 [00:36<00:47, 238.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.49:  43%|████▎     | 8602/20000 [00:36<00:47, 238.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.46:  43%|████▎     | 8602/20000 [00:36<00:47, 238.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.46:  43%|████▎     | 8602/20000 [00:36<00:47, 238.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.46:  43%|████▎     | 8632/20000 [00:36<00:47, 238.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.47:  43%|████▎     | 8632/20000 [00:36<00:47, 238.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.47:  43%|████▎     | 8632/20000 [00:36<00:47, 238.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.46:  43%|████▎     | 8632/20000 [00:36<00:47, 238.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.46:  43%|████▎     | 8632/20000 [00:36<00:47, 238.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.45:  43%|████▎     | 8632/20000 [00:36<00:47, 238.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.45:  43%|████▎     | 8632/20000 [00:36<00:47, 238.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.45:  43%|████▎     | 8661/20000 [00:36<00:47, 238.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.44:  43%|████▎     | 8661/20000 [00:36<00:47, 238.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.44:  43%|████▎     | 8661/20000 [00:36<00:47, 238.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.47:  43%|████▎     | 8661/20000 [00:36<00:47, 238.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.47:  43%|████▎     | 8661/20000 [00:36<00:47, 238.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.46:  43%|████▎     | 8661/20000 [00:36<00:47, 238.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.46:  43%|████▎     | 8661/20000 [00:36<00:47, 238.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.46:  43%|████▎     | 8693/20000 [00:36<00:47, 239.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.44:  43%|████▎     | 8693/20000 [00:36<00:47, 238.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.44:  43%|████▎     | 8693/20000 [00:36<00:47, 238.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.42:  43%|████▎     | 8693/20000 [00:36<00:47, 238.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.42:  43%|████▎     | 8693/20000 [00:36<00:47, 238.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.41:  43%|████▎     | 8693/20000 [00:36<00:47, 238.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.41:  43%|████▎     | 8693/20000 [00:36<00:47, 238.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.41:  44%|████▎     | 8721/20000 [00:36<00:47, 238.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.35:  44%|████▎     | 8721/20000 [00:36<00:47, 238.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.35:  44%|████▎     | 8721/20000 [00:36<00:47, 238.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.34:  44%|████▎     | 8721/20000 [00:36<00:47, 238.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.34:  44%|████▎     | 8721/20000 [00:36<00:47, 238.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.34:  44%|████▎     | 8746/20000 [00:36<00:47, 238.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.35:  44%|████▎     | 8746/20000 [00:36<00:47, 238.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.35:  44%|████▎     | 8746/20000 [00:36<00:47, 238.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.34:  44%|████▎     | 8746/20000 [00:36<00:47, 238.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.34:  44%|████▎     | 8746/20000 [00:36<00:47, 238.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.3:  44%|████▎     | 8746/20000 [00:36<00:47, 238.06it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.3:  44%|████▎     | 8746/20000 [00:36<00:47, 238.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.3:  44%|████▍     | 8772/20000 [00:36<00:47, 238.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.3:  44%|████▍     | 8772/20000 [00:36<00:47, 238.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.3:  44%|████▍     | 8772/20000 [00:36<00:47, 238.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.32:  44%|████▍     | 8772/20000 [00:36<00:47, 238.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.32:  44%|████▍     | 8772/20000 [00:36<00:47, 238.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.32:  44%|████▍     | 8797/20000 [00:36<00:46, 238.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.33:  44%|████▍     | 8797/20000 [00:36<00:46, 238.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.33:  44%|████▍     | 8797/20000 [00:36<00:46, 238.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.34:  44%|████▍     | 8797/20000 [00:36<00:46, 238.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.34:  44%|████▍     | 8797/20000 [00:36<00:46, 238.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.34:  44%|████▍     | 8797/20000 [00:36<00:47, 238.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.34:  44%|████▍     | 8797/20000 [00:36<00:47, 238.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.34:  44%|████▍     | 8827/20000 [00:36<00:46, 238.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.34:  44%|████▍     | 8827/20000 [00:36<00:46, 238.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.34:  44%|████▍     | 8827/20000 [00:36<00:46, 238.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.33:  44%|████▍     | 8827/20000 [00:36<00:46, 238.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.33:  44%|████▍     | 8827/20000 [00:36<00:46, 238.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.32:  44%|████▍     | 8827/20000 [00:37<00:46, 238.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.32:  44%|████▍     | 8827/20000 [00:37<00:46, 238.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.32:  44%|████▍     | 8860/20000 [00:37<00:46, 239.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.32:  44%|████▍     | 8860/20000 [00:37<00:46, 239.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.32:  44%|████▍     | 8860/20000 [00:37<00:46, 239.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.29:  44%|████▍     | 8860/20000 [00:37<00:46, 238.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.29:  44%|████▍     | 8860/20000 [00:37<00:46, 238.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.28:  44%|████▍     | 8860/20000 [00:37<00:46, 238.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.28:  44%|████▍     | 8860/20000 [00:37<00:46, 238.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.28:  44%|████▍     | 8888/20000 [00:37<00:46, 239.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.27:  44%|████▍     | 8888/20000 [00:37<00:46, 238.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.27:  44%|████▍     | 8888/20000 [00:37<00:46, 238.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.27:  44%|████▍     | 8888/20000 [00:37<00:46, 238.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.27:  44%|████▍     | 8888/20000 [00:37<00:46, 238.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.24:  44%|████▍     | 8888/20000 [00:37<00:46, 238.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.24:  44%|████▍     | 8888/20000 [00:37<00:46, 238.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.24:  45%|████▍     | 8915/20000 [00:37<00:46, 239.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.25:  45%|████▍     | 8915/20000 [00:37<00:46, 238.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.25:  45%|████▍     | 8915/20000 [00:37<00:46, 238.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.24:  45%|████▍     | 8915/20000 [00:37<00:46, 238.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.24:  45%|████▍     | 8915/20000 [00:37<00:46, 238.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.25:  45%|████▍     | 8915/20000 [00:37<00:46, 238.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.25:  45%|████▍     | 8915/20000 [00:37<00:46, 238.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.25:  45%|████▍     | 8941/20000 [00:37<00:46, 238.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.25:  45%|████▍     | 8941/20000 [00:37<00:46, 238.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.25:  45%|████▍     | 8941/20000 [00:37<00:46, 238.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.24:  45%|████▍     | 8941/20000 [00:37<00:46, 238.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.24:  45%|████▍     | 8941/20000 [00:37<00:46, 238.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.24:  45%|████▍     | 8966/20000 [00:37<00:46, 239.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.24:  45%|████▍     | 8966/20000 [00:37<00:46, 238.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.24:  45%|████▍     | 8966/20000 [00:37<00:46, 238.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.25:  45%|████▍     | 8966/20000 [00:37<00:46, 238.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.25:  45%|████▍     | 8966/20000 [00:37<00:46, 238.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.25:  45%|████▍     | 8966/20000 [00:37<00:46, 238.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.25:  45%|████▍     | 8966/20000 [00:37<00:46, 238.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.25:  45%|████▍     | 8994/20000 [00:37<00:46, 239.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.24:  45%|████▍     | 8994/20000 [00:37<00:46, 238.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.24:  45%|████▍     | 8994/20000 [00:37<00:46, 238.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.23:  45%|████▍     | 8994/20000 [00:37<00:46, 238.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.23:  45%|████▍     | 8994/20000 [00:37<00:46, 238.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.22:  45%|████▍     | 8994/20000 [00:37<00:46, 238.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.22:  45%|████▍     | 8994/20000 [00:37<00:46, 238.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.22:  45%|████▌     | 9023/20000 [00:37<00:45, 239.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.22:  45%|████▌     | 9023/20000 [00:37<00:45, 239.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.22:  45%|████▌     | 9023/20000 [00:37<00:45, 239.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.22:  45%|████▌     | 9023/20000 [00:37<00:45, 238.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.22:  45%|████▌     | 9023/20000 [00:37<00:45, 238.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.22:  45%|████▌     | 9023/20000 [00:37<00:46, 238.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.22:  45%|████▌     | 9023/20000 [00:37<00:46, 238.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.22:  45%|████▌     | 9052/20000 [00:37<00:45, 239.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.2:  45%|████▌     | 9052/20000 [00:37<00:45, 239.16it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.2:  45%|████▌     | 9052/20000 [00:37<00:45, 239.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.21:  45%|████▌     | 9052/20000 [00:37<00:45, 238.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.21:  45%|████▌     | 9052/20000 [00:37<00:45, 238.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.17:  45%|████▌     | 9052/20000 [00:37<00:45, 238.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.17:  45%|████▌     | 9052/20000 [00:37<00:45, 238.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.17:  45%|████▌     | 9082/20000 [00:37<00:45, 239.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.17:  45%|████▌     | 9082/20000 [00:37<00:45, 239.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.17:  45%|████▌     | 9082/20000 [00:37<00:45, 239.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.15:  45%|████▌     | 9082/20000 [00:38<00:45, 238.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.15:  45%|████▌     | 9082/20000 [00:38<00:45, 238.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.15:  46%|████▌     | 9110/20000 [00:38<00:45, 239.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.14:  46%|████▌     | 9110/20000 [00:38<00:45, 239.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.14:  46%|████▌     | 9110/20000 [00:38<00:45, 239.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.14:  46%|████▌     | 9110/20000 [00:38<00:45, 239.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.14:  46%|████▌     | 9110/20000 [00:38<00:45, 239.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.14:  46%|████▌     | 9110/20000 [00:38<00:45, 238.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.14:  46%|████▌     | 9110/20000 [00:38<00:45, 238.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.14:  46%|████▌     | 9139/20000 [00:38<00:45, 239.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  46%|████▌     | 9139/20000 [00:38<00:45, 239.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  46%|████▌     | 9139/20000 [00:38<00:45, 239.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.14:  46%|████▌     | 9139/20000 [00:38<00:45, 238.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.14:  46%|████▌     | 9139/20000 [00:38<00:45, 238.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.13:  46%|████▌     | 9139/20000 [00:38<00:45, 238.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.13:  46%|████▌     | 9139/20000 [00:38<00:45, 238.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.13:  46%|████▌     | 9165/20000 [00:38<00:45, 239.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.13:  46%|████▌     | 9165/20000 [00:38<00:45, 239.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.13:  46%|████▌     | 9165/20000 [00:38<00:45, 239.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  46%|████▌     | 9165/20000 [00:38<00:45, 238.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  46%|████▌     | 9165/20000 [00:38<00:45, 238.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  46%|████▌     | 9165/20000 [00:38<00:45, 238.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  46%|████▌     | 9165/20000 [00:38<00:45, 238.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  46%|████▌     | 9194/20000 [00:38<00:45, 239.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  46%|████▌     | 9194/20000 [00:38<00:45, 239.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  46%|████▌     | 9194/20000 [00:38<00:45, 239.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.11:  46%|████▌     | 9194/20000 [00:38<00:45, 239.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.11:  46%|████▌     | 9194/20000 [00:38<00:45, 239.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▌     | 9194/20000 [00:38<00:45, 238.85it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▌     | 9194/20000 [00:38<00:45, 238.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▌     | 9222/20000 [00:38<00:45, 239.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.08:  46%|████▌     | 9222/20000 [00:38<00:45, 239.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.08:  46%|████▌     | 9222/20000 [00:38<00:45, 239.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▌     | 9222/20000 [00:38<00:45, 239.09it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▌     | 9222/20000 [00:38<00:45, 239.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.11:  46%|████▌     | 9222/20000 [00:38<00:45, 238.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.11:  46%|████▌     | 9222/20000 [00:38<00:45, 238.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.11:  46%|████▋     | 9251/20000 [00:38<00:44, 239.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▋     | 9251/20000 [00:38<00:44, 239.41it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▋     | 9251/20000 [00:38<00:44, 239.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▋     | 9251/20000 [00:38<00:44, 239.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▋     | 9251/20000 [00:38<00:44, 239.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▋     | 9278/20000 [00:38<00:44, 239.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▋     | 9278/20000 [00:38<00:44, 239.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▋     | 9278/20000 [00:38<00:44, 239.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.09:  46%|████▋     | 9278/20000 [00:38<00:44, 239.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.09:  46%|████▋     | 9278/20000 [00:38<00:44, 239.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▋     | 9278/20000 [00:38<00:44, 239.16it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  46%|████▋     | 9278/20000 [00:38<00:44, 239.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  47%|████▋     | 9305/20000 [00:38<00:44, 239.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  47%|████▋     | 9305/20000 [00:38<00:44, 239.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  47%|████▋     | 9305/20000 [00:38<00:44, 239.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  47%|████▋     | 9305/20000 [00:38<00:44, 239.38it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.1:  47%|████▋     | 9305/20000 [00:38<00:44, 239.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  47%|████▋     | 9305/20000 [00:38<00:44, 239.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  47%|████▋     | 9305/20000 [00:38<00:44, 239.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  47%|████▋     | 9332/20000 [00:38<00:44, 239.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  47%|████▋     | 9332/20000 [00:38<00:44, 239.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  47%|████▋     | 9332/20000 [00:38<00:44, 239.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.13:  47%|████▋     | 9332/20000 [00:38<00:44, 239.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.13:  47%|████▋     | 9332/20000 [00:38<00:44, 239.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.13:  47%|████▋     | 9332/20000 [00:39<00:44, 239.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.13:  47%|████▋     | 9332/20000 [00:39<00:44, 239.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.13:  47%|████▋     | 9361/20000 [00:39<00:44, 239.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  47%|████▋     | 9361/20000 [00:39<00:44, 239.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.12:  47%|████▋     | 9361/20000 [00:39<00:44, 239.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.15:  47%|████▋     | 9361/20000 [00:39<00:44, 239.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.15:  47%|████▋     | 9361/20000 [00:39<00:44, 239.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.15:  47%|████▋     | 9388/20000 [00:39<00:44, 239.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.22:  47%|████▋     | 9388/20000 [00:39<00:44, 239.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.22:  47%|████▋     | 9388/20000 [00:39<00:44, 239.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.2:  47%|████▋     | 9388/20000 [00:39<00:44, 239.70it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.2:  47%|████▋     | 9388/20000 [00:39<00:44, 239.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.2:  47%|████▋     | 9388/20000 [00:39<00:44, 239.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.2:  47%|████▋     | 9388/20000 [00:39<00:44, 239.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.2:  47%|████▋     | 9415/20000 [00:39<00:44, 239.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.18:  47%|████▋     | 9415/20000 [00:39<00:44, 239.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.18:  47%|████▋     | 9415/20000 [00:39<00:44, 239.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.16:  47%|████▋     | 9415/20000 [00:39<00:44, 239.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.16:  47%|████▋     | 9415/20000 [00:39<00:44, 239.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.08:  47%|████▋     | 9415/20000 [00:39<00:44, 239.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.08:  47%|████▋     | 9415/20000 [00:39<00:44, 239.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.08:  47%|████▋     | 9441/20000 [00:39<00:44, 239.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.08:  47%|████▋     | 9441/20000 [00:39<00:44, 239.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.08:  47%|████▋     | 9441/20000 [00:39<00:44, 239.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.06:  47%|████▋     | 9441/20000 [00:39<00:44, 239.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.06:  47%|████▋     | 9441/20000 [00:39<00:44, 239.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.07:  47%|████▋     | 9441/20000 [00:39<00:44, 239.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.07:  47%|████▋     | 9441/20000 [00:39<00:44, 239.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.07:  47%|████▋     | 9471/20000 [00:39<00:43, 239.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.08:  47%|████▋     | 9471/20000 [00:39<00:43, 239.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.08:  47%|████▋     | 9471/20000 [00:39<00:43, 239.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.06:  47%|████▋     | 9471/20000 [00:39<00:43, 239.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.06:  47%|████▋     | 9471/20000 [00:39<00:43, 239.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.06:  47%|████▋     | 9497/20000 [00:39<00:43, 239.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.06:  47%|████▋     | 9497/20000 [00:39<00:43, 239.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.06:  47%|████▋     | 9497/20000 [00:39<00:43, 239.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.05:  47%|████▋     | 9497/20000 [00:39<00:43, 239.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.05:  47%|████▋     | 9497/20000 [00:39<00:43, 239.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.02:  47%|████▋     | 9497/20000 [00:39<00:43, 239.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.02:  47%|████▋     | 9497/20000 [00:39<00:43, 239.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.02:  48%|████▊     | 9523/20000 [00:39<00:43, 239.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.02:  48%|████▊     | 9523/20000 [00:39<00:43, 239.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.02:  48%|████▊     | 9523/20000 [00:39<00:43, 239.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.02:  48%|████▊     | 9523/20000 [00:39<00:43, 239.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.02:  48%|████▊     | 9523/20000 [00:39<00:43, 239.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.02:  48%|████▊     | 9549/20000 [00:39<00:43, 239.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.02:  48%|████▊     | 9549/20000 [00:39<00:43, 239.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.02:  48%|████▊     | 9549/20000 [00:39<00:43, 239.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.04:  48%|████▊     | 9549/20000 [00:39<00:43, 239.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336.04:  48%|████▊     | 9549/20000 [00:39<00:43, 239.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336:  48%|████▊     | 9549/20000 [00:39<00:43, 239.43it/s]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336:  48%|████▊     | 9549/20000 [00:39<00:43, 239.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 336:  48%|████▊     | 9577/20000 [00:39<00:43, 240.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.98:  48%|████▊     | 9577/20000 [00:39<00:43, 239.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.98:  48%|████▊     | 9577/20000 [00:39<00:43, 239.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.97:  48%|████▊     | 9577/20000 [00:39<00:43, 239.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.97:  48%|████▊     | 9577/20000 [00:39<00:43, 239.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.95:  48%|████▊     | 9577/20000 [00:39<00:43, 239.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.95:  48%|████▊     | 9577/20000 [00:39<00:43, 239.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.95:  48%|████▊     | 9604/20000 [00:40<00:43, 240.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.94:  48%|████▊     | 9604/20000 [00:40<00:43, 239.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.94:  48%|████▊     | 9604/20000 [00:40<00:43, 239.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.94:  48%|████▊     | 9604/20000 [00:40<00:43, 239.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.94:  48%|████▊     | 9604/20000 [00:40<00:43, 239.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.93:  48%|████▊     | 9604/20000 [00:40<00:43, 239.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.93:  48%|████▊     | 9604/20000 [00:40<00:43, 239.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.93:  48%|████▊     | 9631/20000 [00:40<00:43, 239.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.93:  48%|████▊     | 9631/20000 [00:40<00:43, 239.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.93:  48%|████▊     | 9631/20000 [00:40<00:43, 239.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.92:  48%|████▊     | 9631/20000 [00:40<00:43, 239.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.92:  48%|████▊     | 9631/20000 [00:40<00:43, 239.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.92:  48%|████▊     | 9656/20000 [00:40<00:43, 239.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.9:  48%|████▊     | 9656/20000 [00:40<00:43, 239.43it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.9:  48%|████▊     | 9656/20000 [00:40<00:43, 239.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.9:  48%|████▊     | 9656/20000 [00:40<00:43, 239.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.9:  48%|████▊     | 9656/20000 [00:40<00:43, 239.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.9:  48%|████▊     | 9678/20000 [00:40<00:43, 239.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.93:  48%|████▊     | 9678/20000 [00:40<00:43, 239.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.93:  48%|████▊     | 9678/20000 [00:40<00:43, 239.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.91:  48%|████▊     | 9678/20000 [00:40<00:43, 238.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.91:  48%|████▊     | 9678/20000 [00:40<00:43, 238.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.91:  48%|████▊     | 9699/20000 [00:40<00:43, 239.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.91:  48%|████▊     | 9699/20000 [00:40<00:43, 239.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.91:  48%|████▊     | 9699/20000 [00:40<00:43, 239.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.88:  48%|████▊     | 9699/20000 [00:40<00:43, 238.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.88:  48%|████▊     | 9699/20000 [00:40<00:43, 238.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.88:  49%|████▊     | 9719/20000 [00:40<00:43, 239.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.87:  49%|████▊     | 9719/20000 [00:40<00:43, 238.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.87:  49%|████▊     | 9719/20000 [00:40<00:43, 238.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.88:  49%|████▊     | 9719/20000 [00:40<00:43, 238.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.88:  49%|████▊     | 9719/20000 [00:40<00:43, 238.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.86:  49%|████▊     | 9719/20000 [00:40<00:43, 238.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.86:  49%|████▊     | 9719/20000 [00:40<00:43, 238.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.86:  49%|████▊     | 9744/20000 [00:40<00:42, 239.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.84:  49%|████▊     | 9744/20000 [00:40<00:42, 238.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.84:  49%|████▊     | 9744/20000 [00:40<00:42, 238.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.85:  49%|████▊     | 9744/20000 [00:40<00:42, 238.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.85:  49%|████▊     | 9744/20000 [00:40<00:42, 238.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.84:  49%|████▊     | 9744/20000 [00:40<00:43, 238.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.84:  49%|████▊     | 9744/20000 [00:40<00:43, 238.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.84:  49%|████▉     | 9772/20000 [00:40<00:42, 239.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.84:  49%|████▉     | 9772/20000 [00:40<00:42, 238.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.84:  49%|████▉     | 9772/20000 [00:40<00:42, 238.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.82:  49%|████▉     | 9772/20000 [00:40<00:42, 238.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.82:  49%|████▉     | 9772/20000 [00:40<00:42, 238.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.83:  49%|████▉     | 9772/20000 [00:40<00:42, 238.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.83:  49%|████▉     | 9772/20000 [00:40<00:42, 238.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.83:  49%|████▉     | 9801/20000 [00:40<00:42, 239.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.79:  49%|████▉     | 9801/20000 [00:41<00:42, 239.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.79:  49%|████▉     | 9801/20000 [00:41<00:42, 239.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.79:  49%|████▉     | 9801/20000 [00:41<00:42, 238.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.79:  49%|████▉     | 9801/20000 [00:41<00:42, 238.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.78:  49%|████▉     | 9801/20000 [00:41<00:42, 238.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.78:  49%|████▉     | 9801/20000 [00:41<00:42, 238.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.78:  49%|████▉     | 9831/20000 [00:41<00:42, 239.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.77:  49%|████▉     | 9831/20000 [00:41<00:42, 239.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.77:  49%|████▉     | 9831/20000 [00:41<00:42, 239.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.76:  49%|████▉     | 9831/20000 [00:41<00:42, 238.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.76:  49%|████▉     | 9831/20000 [00:41<00:42, 238.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.76:  49%|████▉     | 9860/20000 [00:41<00:42, 239.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.77:  49%|████▉     | 9860/20000 [00:41<00:42, 239.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.77:  49%|████▉     | 9860/20000 [00:41<00:42, 239.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.78:  49%|████▉     | 9860/20000 [00:41<00:42, 239.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.78:  49%|████▉     | 9860/20000 [00:41<00:42, 239.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.77:  49%|████▉     | 9860/20000 [00:41<00:42, 239.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.77:  49%|████▉     | 9860/20000 [00:41<00:42, 238.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.77:  49%|████▉     | 9887/20000 [00:41<00:42, 239.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.77:  49%|████▉     | 9887/20000 [00:41<00:42, 239.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.77:  49%|████▉     | 9887/20000 [00:41<00:42, 239.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.76:  49%|████▉     | 9887/20000 [00:41<00:42, 239.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.76:  49%|████▉     | 9887/20000 [00:41<00:42, 239.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.73:  49%|████▉     | 9887/20000 [00:41<00:42, 239.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.73:  49%|████▉     | 9887/20000 [00:41<00:42, 239.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.73:  50%|████▉     | 9915/20000 [00:41<00:42, 239.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.74:  50%|████▉     | 9915/20000 [00:41<00:42, 239.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.74:  50%|████▉     | 9915/20000 [00:41<00:42, 239.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.73:  50%|████▉     | 9915/20000 [00:41<00:42, 239.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.73:  50%|████▉     | 9915/20000 [00:41<00:42, 239.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.71:  50%|████▉     | 9915/20000 [00:41<00:42, 239.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.71:  50%|████▉     | 9915/20000 [00:41<00:42, 239.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.71:  50%|████▉     | 9942/20000 [00:41<00:41, 239.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  50%|████▉     | 9942/20000 [00:41<00:41, 239.52it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  50%|████▉     | 9942/20000 [00:41<00:41, 239.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  50%|████▉     | 9942/20000 [00:41<00:42, 239.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  50%|████▉     | 9942/20000 [00:41<00:42, 239.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  50%|████▉     | 9942/20000 [00:41<00:42, 239.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  50%|████▉     | 9942/20000 [00:41<00:42, 239.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  50%|████▉     | 9971/20000 [00:41<00:41, 239.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.68:  50%|████▉     | 9971/20000 [00:41<00:41, 239.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.68:  50%|████▉     | 9971/20000 [00:41<00:41, 239.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.68:  50%|████▉     | 9971/20000 [00:41<00:41, 239.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.68:  50%|████▉     | 9971/20000 [00:41<00:41, 239.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  50%|████▉     | 9971/20000 [00:41<00:41, 239.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  50%|████▉     | 9971/20000 [00:41<00:41, 239.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  50%|█████     | 10001/20000 [00:41<00:41, 239.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.66:  50%|█████     | 10001/20000 [00:41<00:41, 239.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.66:  50%|█████     | 10001/20000 [00:41<00:41, 239.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.65:  50%|█████     | 10001/20000 [00:41<00:41, 239.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.65:  50%|█████     | 10001/20000 [00:41<00:41, 239.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.65:  50%|█████     | 10029/20000 [00:41<00:41, 239.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.68:  50%|█████     | 10029/20000 [00:41<00:41, 239.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.68:  50%|█████     | 10029/20000 [00:41<00:41, 239.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.69:  50%|█████     | 10029/20000 [00:41<00:41, 239.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.69:  50%|█████     | 10029/20000 [00:41<00:41, 239.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.68:  50%|█████     | 10029/20000 [00:41<00:41, 239.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.68:  50%|█████     | 10029/20000 [00:41<00:41, 239.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.68:  50%|█████     | 10055/20000 [00:41<00:41, 239.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  50%|█████     | 10055/20000 [00:41<00:41, 239.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  50%|█████     | 10055/20000 [00:41<00:41, 239.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  50%|█████     | 10055/20000 [00:41<00:41, 239.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  50%|█████     | 10055/20000 [00:41<00:41, 239.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  50%|█████     | 10055/20000 [00:42<00:41, 239.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  50%|█████     | 10055/20000 [00:42<00:41, 239.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  50%|█████     | 10081/20000 [00:42<00:41, 239.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.72:  50%|█████     | 10081/20000 [00:42<00:41, 239.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.72:  50%|█████     | 10081/20000 [00:42<00:41, 239.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.72:  50%|█████     | 10081/20000 [00:42<00:41, 239.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.72:  50%|█████     | 10081/20000 [00:42<00:41, 239.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.73:  50%|█████     | 10081/20000 [00:42<00:41, 239.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.73:  50%|█████     | 10081/20000 [00:42<00:41, 239.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.73:  51%|█████     | 10111/20000 [00:42<00:41, 239.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.72:  51%|█████     | 10111/20000 [00:42<00:41, 239.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.72:  51%|█████     | 10111/20000 [00:42<00:41, 239.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.71:  51%|█████     | 10111/20000 [00:42<00:41, 239.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.71:  51%|█████     | 10111/20000 [00:42<00:41, 239.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.71:  51%|█████     | 10138/20000 [00:42<00:41, 239.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.72:  51%|█████     | 10138/20000 [00:42<00:41, 239.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.72:  51%|█████     | 10138/20000 [00:42<00:41, 239.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.73:  51%|█████     | 10138/20000 [00:42<00:41, 239.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.73:  51%|█████     | 10138/20000 [00:42<00:41, 239.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.74:  51%|█████     | 10138/20000 [00:42<00:41, 239.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.74:  51%|█████     | 10138/20000 [00:42<00:41, 239.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.74:  51%|█████     | 10165/20000 [00:42<00:40, 239.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.72:  51%|█████     | 10165/20000 [00:42<00:40, 239.89it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.72:  51%|█████     | 10165/20000 [00:42<00:41, 239.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.72:  51%|█████     | 10165/20000 [00:42<00:41, 239.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.72:  51%|█████     | 10165/20000 [00:42<00:41, 239.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████     | 10165/20000 [00:42<00:41, 239.27it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████     | 10165/20000 [00:42<00:41, 239.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████     | 10191/20000 [00:42<00:40, 239.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.74:  51%|█████     | 10191/20000 [00:42<00:40, 239.52it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.74:  51%|█████     | 10191/20000 [00:42<00:40, 239.49it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.75:  51%|█████     | 10191/20000 [00:42<00:41, 239.21it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.75:  51%|█████     | 10191/20000 [00:42<00:41, 239.19it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.75:  51%|█████     | 10215/20000 [00:42<00:40, 239.63it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.75:  51%|█████     | 10215/20000 [00:42<00:40, 239.45it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.75:  51%|█████     | 10215/20000 [00:42<00:40, 239.43it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.74:  51%|█████     | 10215/20000 [00:42<00:40, 239.13it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.74:  51%|█████     | 10215/20000 [00:42<00:40, 239.12it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.74:  51%|█████     | 10237/20000 [00:42<00:40, 239.40it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.72:  51%|█████     | 10237/20000 [00:42<00:40, 239.29it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.72:  51%|█████     | 10237/20000 [00:42<00:40, 239.28it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████     | 10237/20000 [00:42<00:40, 238.93it/s] "
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████     | 10237/20000 [00:42<00:40, 238.92it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████▏    | 10258/20000 [00:42<00:40, 239.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.68:  51%|█████▏    | 10258/20000 [00:42<00:40, 239.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.68:  51%|█████▏    | 10258/20000 [00:42<00:40, 239.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████▏    | 10258/20000 [00:42<00:40, 238.75it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████▏    | 10258/20000 [00:42<00:40, 238.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████▏    | 10278/20000 [00:43<00:40, 239.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.71:  51%|█████▏    | 10278/20000 [00:43<00:40, 238.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.71:  51%|█████▏    | 10278/20000 [00:43<00:40, 238.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████▏    | 10278/20000 [00:43<00:40, 238.60it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████▏    | 10278/20000 [00:43<00:40, 238.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████▏    | 10297/20000 [00:43<00:40, 238.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████▏    | 10297/20000 [00:43<00:40, 238.65it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████▏    | 10297/20000 [00:43<00:40, 238.64it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████▏    | 10297/20000 [00:43<00:40, 238.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  51%|█████▏    | 10297/20000 [00:43<00:40, 237.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.7:  52%|█████▏    | 10316/20000 [00:43<00:40, 238.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.69:  52%|█████▏    | 10316/20000 [00:43<00:40, 238.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.69:  52%|█████▏    | 10316/20000 [00:43<00:40, 238.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  52%|█████▏    | 10316/20000 [00:43<00:40, 237.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  52%|█████▏    | 10316/20000 [00:43<00:40, 237.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.67:  52%|█████▏    | 10332/20000 [00:43<00:40, 238.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.66:  52%|█████▏    | 10332/20000 [00:43<00:40, 237.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.66:  52%|█████▏    | 10332/20000 [00:43<00:40, 237.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.66:  52%|█████▏    | 10348/20000 [00:43<00:40, 237.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.65:  52%|█████▏    | 10348/20000 [00:43<00:40, 237.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.65:  52%|█████▏    | 10348/20000 [00:43<00:40, 237.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.65:  52%|█████▏    | 10348/20000 [00:43<00:40, 236.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.65:  52%|█████▏    | 10348/20000 [00:43<00:40, 236.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.65:  52%|█████▏    | 10362/20000 [00:43<00:40, 237.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.66:  52%|█████▏    | 10362/20000 [00:43<00:40, 236.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.66:  52%|█████▏    | 10362/20000 [00:43<00:40, 236.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.64:  52%|█████▏    | 10362/20000 [00:43<00:40, 236.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.64:  52%|█████▏    | 10362/20000 [00:43<00:40, 236.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.63:  52%|█████▏    | 10362/20000 [00:43<00:40, 236.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.63:  52%|█████▏    | 10362/20000 [00:43<00:40, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.63:  52%|█████▏    | 10391/20000 [00:43<00:40, 237.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  52%|█████▏    | 10391/20000 [00:43<00:40, 236.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  52%|█████▏    | 10391/20000 [00:43<00:40, 236.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  52%|█████▏    | 10391/20000 [00:43<00:40, 236.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  52%|█████▏    | 10391/20000 [00:43<00:40, 236.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  52%|█████▏    | 10420/20000 [00:43<00:40, 237.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  52%|█████▏    | 10420/20000 [00:43<00:40, 237.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  52%|█████▏    | 10420/20000 [00:43<00:40, 237.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  52%|█████▏    | 10420/20000 [00:43<00:40, 236.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  52%|█████▏    | 10420/20000 [00:43<00:40, 236.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  52%|█████▏    | 10420/20000 [00:44<00:40, 236.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  52%|█████▏    | 10420/20000 [00:44<00:40, 236.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  52%|█████▏    | 10420/20000 [00:44<00:40, 236.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  52%|█████▏    | 10420/20000 [00:44<00:40, 236.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  52%|█████▏    | 10451/20000 [00:44<00:40, 237.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  52%|█████▏    | 10451/20000 [00:44<00:40, 237.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  52%|█████▏    | 10451/20000 [00:44<00:40, 237.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  52%|█████▏    | 10451/20000 [00:44<00:40, 236.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  52%|█████▏    | 10451/20000 [00:44<00:40, 236.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  52%|█████▏    | 10451/20000 [00:44<00:40, 236.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  52%|█████▏    | 10451/20000 [00:44<00:40, 236.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  52%|█████▏    | 10481/20000 [00:44<00:40, 237.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  52%|█████▏    | 10481/20000 [00:44<00:40, 237.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  52%|█████▏    | 10481/20000 [00:44<00:40, 237.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  52%|█████▏    | 10481/20000 [00:44<00:40, 236.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  52%|█████▏    | 10481/20000 [00:44<00:40, 236.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10505/20000 [00:44<00:40, 237.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  53%|█████▎    | 10505/20000 [00:44<00:40, 237.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  53%|█████▎    | 10505/20000 [00:44<00:40, 237.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  53%|█████▎    | 10505/20000 [00:44<00:40, 237.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.59:  53%|█████▎    | 10505/20000 [00:44<00:40, 237.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  53%|█████▎    | 10505/20000 [00:44<00:40, 236.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  53%|█████▎    | 10505/20000 [00:44<00:40, 236.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  53%|█████▎    | 10531/20000 [00:44<00:39, 237.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  53%|█████▎    | 10531/20000 [00:44<00:39, 237.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  53%|█████▎    | 10531/20000 [00:44<00:39, 237.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.56:  53%|█████▎    | 10531/20000 [00:44<00:39, 237.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.56:  53%|█████▎    | 10531/20000 [00:44<00:39, 237.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10531/20000 [00:44<00:39, 236.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10531/20000 [00:44<00:39, 236.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10561/20000 [00:44<00:39, 237.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 335.57:  53%|█████▎    | 10561/20000 [00:44<00:39, 237.31it/s]"
     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10561/20000 [00:44<00:39, 237.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  53%|█████▎    | 10561/20000 [00:44<00:39, 237.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  53%|█████▎    | 10561/20000 [00:44<00:39, 237.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  53%|█████▎    | 10587/20000 [00:44<00:39, 237.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  53%|█████▎    | 10587/20000 [00:44<00:39, 237.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  53%|█████▎    | 10587/20000 [00:44<00:39, 237.40it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  53%|█████▎    | 10587/20000 [00:44<00:39, 237.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.58:  53%|█████▎    | 10587/20000 [00:44<00:39, 237.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10587/20000 [00:44<00:39, 237.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10587/20000 [00:44<00:39, 237.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10614/20000 [00:44<00:39, 237.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10614/20000 [00:44<00:39, 237.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10614/20000 [00:44<00:39, 237.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10614/20000 [00:44<00:39, 237.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10614/20000 [00:44<00:39, 237.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10640/20000 [00:44<00:39, 237.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10640/20000 [00:44<00:39, 237.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10640/20000 [00:44<00:39, 237.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10640/20000 [00:44<00:39, 237.38it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  53%|█████▎    | 10640/20000 [00:44<00:39, 237.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.56:  53%|█████▎    | 10640/20000 [00:44<00:39, 237.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.56:  53%|█████▎    | 10640/20000 [00:44<00:39, 237.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.56:  53%|█████▎    | 10666/20000 [00:44<00:39, 237.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.56:  53%|█████▎    | 10666/20000 [00:44<00:39, 237.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.56:  53%|█████▎    | 10666/20000 [00:44<00:39, 237.42it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.52:  53%|█████▎    | 10666/20000 [00:44<00:39, 237.09it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.52:  53%|█████▎    | 10666/20000 [00:44<00:39, 237.08it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.52:  53%|█████▎    | 10666/20000 [00:45<00:39, 236.79it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.52:  53%|█████▎    | 10666/20000 [00:45<00:39, 236.77it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.52:  53%|█████▎    | 10691/20000 [00:45<00:39, 237.31it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.51:  53%|█████▎    | 10691/20000 [00:45<00:39, 236.74it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.51:  53%|█████▎    | 10691/20000 [00:45<00:39, 236.62it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.52:  53%|█████▎    | 10691/20000 [00:45<00:39, 236.36it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.52:  53%|█████▎    | 10691/20000 [00:45<00:39, 236.35it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.52:  54%|█████▎    | 10714/20000 [00:45<00:39, 236.76it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.53:  54%|█████▎    | 10714/20000 [00:45<00:39, 236.66it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.53:  54%|█████▎    | 10714/20000 [00:45<00:39, 236.65it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.52:  54%|█████▎    | 10714/20000 [00:45<00:39, 236.45it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.52:  54%|█████▎    | 10714/20000 [00:45<00:39, 236.44it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.52:  54%|█████▎    | 10714/20000 [00:45<00:39, 236.29it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.52:  54%|█████▎    | 10714/20000 [00:45<00:39, 236.27it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.52:  54%|█████▎    | 10742/20000 [00:45<00:39, 236.84it/s]"
     ]
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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      "\rAverage Loss = 335.53:  54%|█████▎    | 10742/20000 [00:45<00:39, 236.70it/s]"
     ]
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     "output_type": "stream",
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     ]
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     ]
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     "output_type": "stream",
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      "\rAverage Loss = 335.52:  54%|█████▎    | 10742/20000 [00:45<00:39, 236.31it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.52:  54%|█████▎    | 10742/20000 [00:45<00:39, 236.30it/s]"
     ]
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     "output_type": "stream",
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     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.53:  54%|█████▍    | 10771/20000 [00:45<00:38, 236.75it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.53:  54%|█████▍    | 10771/20000 [00:45<00:38, 236.73it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.51:  54%|█████▍    | 10771/20000 [00:45<00:39, 236.54it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.51:  54%|█████▍    | 10771/20000 [00:45<00:39, 236.53it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.51:  54%|█████▍    | 10798/20000 [00:45<00:38, 236.98it/s]"
     ]
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    {
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     "output_type": "stream",
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     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.49:  54%|█████▍    | 10798/20000 [00:45<00:38, 236.88it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.5:  54%|█████▍    | 10798/20000 [00:45<00:38, 236.73it/s] "
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.5:  54%|█████▍    | 10798/20000 [00:45<00:38, 236.71it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.5:  54%|█████▍    | 10798/20000 [00:45<00:38, 236.23it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.5:  54%|█████▍    | 10798/20000 [00:45<00:38, 236.21it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.5:  54%|█████▍    | 10823/20000 [00:45<00:38, 236.59it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.51:  54%|█████▍    | 10823/20000 [00:45<00:38, 236.28it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.51:  54%|█████▍    | 10823/20000 [00:45<00:38, 236.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.51:  54%|█████▍    | 10823/20000 [00:45<00:38, 236.11it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.51:  54%|█████▍    | 10823/20000 [00:45<00:38, 236.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 335.51:  54%|█████▍    | 10844/20000 [00:45<00:38, 236.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.52:  54%|█████▍    | 10844/20000 [00:45<00:38, 236.39it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.52:  54%|█████▍    | 10844/20000 [00:45<00:38, 236.37it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.51:  54%|█████▍    | 10844/20000 [00:45<00:38, 236.20it/s]"
     ]
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    {
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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      "\rAverage Loss = 335.49:  54%|█████▍    | 10844/20000 [00:45<00:38, 236.01it/s]"
     ]
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    {
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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      "\rAverage Loss = 335.49:  54%|█████▍    | 10871/20000 [00:45<00:38, 236.55it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.48:  54%|█████▍    | 10871/20000 [00:45<00:38, 236.41it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.48:  54%|█████▍    | 10871/20000 [00:45<00:38, 236.40it/s]"
     ]
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    {
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     ]
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    {
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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      "\rAverage Loss = 335.48:  54%|█████▍    | 10898/20000 [00:46<00:38, 236.50it/s]"
     ]
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     "output_type": "stream",
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     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.5:  54%|█████▍    | 10898/20000 [00:46<00:38, 236.34it/s]"
     ]
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     "output_type": "stream",
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      "\rAverage Loss = 335.49:  54%|█████▍    | 10898/20000 [00:46<00:38, 236.15it/s]"
     ]
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     ]
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     ]
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     ]
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     ]
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     ]
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     ]
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     ]
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     ]
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     ]
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.5:  55%|█████▍    | 10971/20000 [00:46<00:38, 236.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.48:  55%|█████▍    | 10971/20000 [00:46<00:38, 236.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.48:  55%|█████▍    | 10971/20000 [00:46<00:38, 236.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.48:  55%|█████▌    | 11000/20000 [00:46<00:38, 236.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.53:  55%|█████▌    | 11000/20000 [00:46<00:38, 236.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.53:  55%|█████▌    | 11000/20000 [00:46<00:38, 236.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.56:  55%|█████▌    | 11000/20000 [00:46<00:38, 236.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.56:  55%|█████▌    | 11000/20000 [00:46<00:38, 236.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.56:  55%|█████▌    | 11000/20000 [00:46<00:38, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.56:  55%|█████▌    | 11000/20000 [00:46<00:38, 236.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.56:  55%|█████▌    | 11025/20000 [00:46<00:37, 236.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  55%|█████▌    | 11025/20000 [00:46<00:37, 236.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.57:  55%|█████▌    | 11025/20000 [00:46<00:37, 236.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.54:  55%|█████▌    | 11025/20000 [00:46<00:37, 236.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.54:  55%|█████▌    | 11025/20000 [00:46<00:37, 236.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.54:  55%|█████▌    | 11025/20000 [00:46<00:38, 236.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.54:  55%|█████▌    | 11025/20000 [00:46<00:38, 236.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.54:  55%|█████▌    | 11051/20000 [00:46<00:37, 236.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.55:  55%|█████▌    | 11051/20000 [00:46<00:37, 236.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.55:  55%|█████▌    | 11051/20000 [00:46<00:37, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.54:  55%|█████▌    | 11051/20000 [00:46<00:37, 236.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.54:  55%|█████▌    | 11051/20000 [00:46<00:37, 236.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.54:  55%|█████▌    | 11076/20000 [00:46<00:37, 236.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.53:  55%|█████▌    | 11076/20000 [00:46<00:37, 236.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.53:  55%|█████▌    | 11076/20000 [00:46<00:37, 236.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.52:  55%|█████▌    | 11076/20000 [00:46<00:37, 236.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.52:  55%|█████▌    | 11076/20000 [00:46<00:37, 236.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.46:  55%|█████▌    | 11076/20000 [00:46<00:37, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.46:  55%|█████▌    | 11076/20000 [00:46<00:37, 236.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.46:  56%|█████▌    | 11101/20000 [00:46<00:37, 236.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.44:  56%|█████▌    | 11101/20000 [00:46<00:37, 236.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.44:  56%|█████▌    | 11101/20000 [00:46<00:37, 236.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.43:  56%|█████▌    | 11101/20000 [00:46<00:37, 236.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.43:  56%|█████▌    | 11101/20000 [00:46<00:37, 236.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.43:  56%|█████▌    | 11129/20000 [00:47<00:37, 236.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.43:  56%|█████▌    | 11129/20000 [00:47<00:37, 236.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.43:  56%|█████▌    | 11129/20000 [00:47<00:37, 236.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.42:  56%|█████▌    | 11129/20000 [00:47<00:37, 236.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.42:  56%|█████▌    | 11129/20000 [00:47<00:37, 236.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.41:  56%|█████▌    | 11129/20000 [00:47<00:37, 236.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.41:  56%|█████▌    | 11129/20000 [00:47<00:37, 236.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.41:  56%|█████▌    | 11155/20000 [00:47<00:37, 236.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.4:  56%|█████▌    | 11155/20000 [00:47<00:37, 236.71it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.4:  56%|█████▌    | 11155/20000 [00:47<00:37, 236.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.39:  56%|█████▌    | 11155/20000 [00:47<00:37, 236.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.39:  56%|█████▌    | 11155/20000 [00:47<00:37, 236.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.37:  56%|█████▌    | 11155/20000 [00:47<00:37, 236.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.37:  56%|█████▌    | 11155/20000 [00:47<00:37, 236.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.37:  56%|█████▌    | 11181/20000 [00:47<00:37, 236.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.36:  56%|█████▌    | 11181/20000 [00:47<00:37, 236.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.36:  56%|█████▌    | 11181/20000 [00:47<00:37, 236.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  56%|█████▌    | 11181/20000 [00:47<00:37, 236.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  56%|█████▌    | 11181/20000 [00:47<00:37, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  56%|█████▌    | 11209/20000 [00:47<00:37, 236.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  56%|█████▌    | 11209/20000 [00:47<00:37, 236.86it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  56%|█████▌    | 11209/20000 [00:47<00:37, 236.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.29:  56%|█████▌    | 11209/20000 [00:47<00:37, 236.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.29:  56%|█████▌    | 11209/20000 [00:47<00:37, 236.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  56%|█████▌    | 11209/20000 [00:47<00:37, 236.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  56%|█████▌    | 11209/20000 [00:47<00:37, 236.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  56%|█████▌    | 11236/20000 [00:47<00:36, 236.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  56%|█████▌    | 11236/20000 [00:47<00:37, 236.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  56%|█████▌    | 11236/20000 [00:47<00:37, 236.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  56%|█████▌    | 11236/20000 [00:47<00:37, 236.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  56%|█████▌    | 11236/20000 [00:47<00:37, 236.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  56%|█████▌    | 11236/20000 [00:47<00:37, 236.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  56%|█████▌    | 11236/20000 [00:47<00:37, 236.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  56%|█████▋    | 11264/20000 [00:47<00:36, 237.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  56%|█████▋    | 11264/20000 [00:47<00:36, 236.89it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  56%|█████▋    | 11264/20000 [00:47<00:36, 236.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.28:  56%|█████▋    | 11264/20000 [00:47<00:36, 236.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.28:  56%|█████▋    | 11264/20000 [00:47<00:36, 236.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.27:  56%|█████▋    | 11264/20000 [00:47<00:36, 236.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.27:  56%|█████▋    | 11264/20000 [00:47<00:36, 236.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.27:  56%|█████▋    | 11291/20000 [00:47<00:36, 237.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.28:  56%|█████▋    | 11291/20000 [00:47<00:36, 236.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.28:  56%|█████▋    | 11291/20000 [00:47<00:36, 236.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  56%|█████▋    | 11291/20000 [00:47<00:36, 236.74it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  56%|█████▋    | 11291/20000 [00:47<00:36, 236.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11318/20000 [00:47<00:36, 237.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.29:  57%|█████▋    | 11318/20000 [00:47<00:36, 237.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.29:  57%|█████▋    | 11318/20000 [00:47<00:36, 237.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.27:  57%|█████▋    | 11318/20000 [00:47<00:36, 236.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.27:  57%|█████▋    | 11318/20000 [00:47<00:36, 236.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.27:  57%|█████▋    | 11318/20000 [00:47<00:36, 236.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.27:  57%|█████▋    | 11318/20000 [00:47<00:36, 235.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.27:  57%|█████▋    | 11345/20000 [00:47<00:36, 236.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11345/20000 [00:47<00:36, 236.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11345/20000 [00:48<00:36, 236.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11345/20000 [00:48<00:36, 236.17it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11345/20000 [00:48<00:36, 236.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11345/20000 [00:48<00:36, 236.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11345/20000 [00:48<00:36, 235.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11371/20000 [00:48<00:36, 236.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11371/20000 [00:48<00:36, 236.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11371/20000 [00:48<00:36, 236.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11371/20000 [00:48<00:36, 236.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11371/20000 [00:48<00:36, 236.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11396/20000 [00:48<00:36, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11396/20000 [00:48<00:36, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11396/20000 [00:48<00:36, 236.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11396/20000 [00:48<00:36, 236.04it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11396/20000 [00:48<00:36, 236.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11419/20000 [00:48<00:36, 236.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11419/20000 [00:48<00:36, 236.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11419/20000 [00:48<00:36, 236.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11419/20000 [00:48<00:36, 236.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11419/20000 [00:48<00:36, 236.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.34:  57%|█████▋    | 11419/20000 [00:48<00:36, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.34:  57%|█████▋    | 11419/20000 [00:48<00:36, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.34:  57%|█████▋    | 11444/20000 [00:48<00:36, 236.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.34:  57%|█████▋    | 11444/20000 [00:48<00:36, 236.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.34:  57%|█████▋    | 11444/20000 [00:48<00:36, 236.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.34:  57%|█████▋    | 11444/20000 [00:48<00:36, 236.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.34:  57%|█████▋    | 11444/20000 [00:48<00:36, 236.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  57%|█████▋    | 11444/20000 [00:48<00:36, 235.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  57%|█████▋    | 11444/20000 [00:48<00:36, 235.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  57%|█████▋    | 11471/20000 [00:48<00:36, 236.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11471/20000 [00:48<00:36, 236.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11471/20000 [00:48<00:36, 236.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11471/20000 [00:48<00:36, 236.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11471/20000 [00:48<00:36, 235.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11495/20000 [00:48<00:35, 236.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11495/20000 [00:48<00:36, 236.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  57%|█████▋    | 11495/20000 [00:48<00:36, 236.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11495/20000 [00:48<00:36, 235.88it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  57%|█████▋    | 11495/20000 [00:48<00:36, 235.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  58%|█████▊    | 11518/20000 [00:48<00:35, 236.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  58%|█████▊    | 11518/20000 [00:48<00:35, 236.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  58%|█████▊    | 11518/20000 [00:48<00:35, 236.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.29:  58%|█████▊    | 11518/20000 [00:48<00:35, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.29:  58%|█████▊    | 11518/20000 [00:48<00:35, 235.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.29:  58%|█████▊    | 11518/20000 [00:48<00:35, 235.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.29:  58%|█████▊    | 11518/20000 [00:48<00:35, 235.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.29:  58%|█████▊    | 11542/20000 [00:48<00:35, 236.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  58%|█████▊    | 11542/20000 [00:48<00:35, 236.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  58%|█████▊    | 11542/20000 [00:48<00:35, 236.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11542/20000 [00:48<00:35, 235.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11542/20000 [00:48<00:35, 235.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  58%|█████▊    | 11542/20000 [00:48<00:35, 235.73it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  58%|█████▊    | 11542/20000 [00:48<00:35, 235.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  58%|█████▊    | 11572/20000 [00:48<00:35, 236.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11572/20000 [00:49<00:35, 236.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11572/20000 [00:49<00:35, 236.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11572/20000 [00:49<00:35, 235.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11572/20000 [00:49<00:35, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11599/20000 [00:49<00:35, 236.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  58%|█████▊    | 11599/20000 [00:49<00:35, 236.34it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  58%|█████▊    | 11599/20000 [00:49<00:35, 236.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  58%|█████▊    | 11599/20000 [00:49<00:35, 236.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  58%|█████▊    | 11599/20000 [00:49<00:35, 236.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  58%|█████▊    | 11599/20000 [00:49<00:35, 236.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  58%|█████▊    | 11599/20000 [00:49<00:35, 235.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  58%|█████▊    | 11625/20000 [00:49<00:35, 236.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11625/20000 [00:49<00:35, 236.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11625/20000 [00:49<00:35, 236.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11625/20000 [00:49<00:35, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11625/20000 [00:49<00:35, 235.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11649/20000 [00:49<00:35, 236.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11649/20000 [00:49<00:35, 236.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  58%|█████▊    | 11649/20000 [00:49<00:35, 236.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  58%|█████▊    | 11649/20000 [00:49<00:35, 236.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  58%|█████▊    | 11649/20000 [00:49<00:35, 236.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  58%|█████▊    | 11649/20000 [00:49<00:35, 235.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  58%|█████▊    | 11649/20000 [00:49<00:35, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  58%|█████▊    | 11673/20000 [00:49<00:35, 236.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.34:  58%|█████▊    | 11673/20000 [00:49<00:35, 236.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.34:  58%|█████▊    | 11673/20000 [00:49<00:35, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  58%|█████▊    | 11673/20000 [00:49<00:35, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  58%|█████▊    | 11673/20000 [00:49<00:35, 235.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  58%|█████▊    | 11697/20000 [00:49<00:35, 236.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.36:  58%|█████▊    | 11697/20000 [00:49<00:35, 236.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.36:  58%|█████▊    | 11697/20000 [00:49<00:35, 236.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.37:  58%|█████▊    | 11697/20000 [00:49<00:35, 235.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.37:  58%|█████▊    | 11697/20000 [00:49<00:35, 235.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.37:  59%|█████▊    | 11720/20000 [00:49<00:35, 236.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.35:  59%|█████▊    | 11720/20000 [00:49<00:35, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.35:  59%|█████▊    | 11720/20000 [00:49<00:35, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.35:  59%|█████▊    | 11720/20000 [00:49<00:35, 235.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.35:  59%|█████▊    | 11720/20000 [00:49<00:35, 235.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.34:  59%|█████▊    | 11720/20000 [00:49<00:35, 235.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.34:  59%|█████▊    | 11720/20000 [00:49<00:35, 235.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.34:  59%|█████▊    | 11741/20000 [00:49<00:35, 235.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  59%|█████▊    | 11741/20000 [00:49<00:35, 235.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  59%|█████▊    | 11741/20000 [00:49<00:35, 235.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▊    | 11741/20000 [00:49<00:35, 235.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▊    | 11741/20000 [00:49<00:35, 235.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11761/20000 [00:49<00:34, 235.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  59%|█████▉    | 11761/20000 [00:49<00:35, 235.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  59%|█████▉    | 11761/20000 [00:49<00:35, 235.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.33:  59%|█████▉    | 11780/20000 [00:50<00:34, 235.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11780/20000 [00:50<00:34, 235.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11780/20000 [00:50<00:34, 235.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11780/20000 [00:50<00:35, 234.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11780/20000 [00:50<00:35, 234.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11799/20000 [00:50<00:34, 234.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11799/20000 [00:50<00:34, 234.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11799/20000 [00:50<00:34, 234.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  59%|█████▉    | 11799/20000 [00:50<00:34, 234.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  59%|█████▉    | 11799/20000 [00:50<00:34, 234.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  59%|█████▉    | 11820/20000 [00:50<00:34, 234.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11820/20000 [00:50<00:34, 234.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11820/20000 [00:50<00:34, 234.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11820/20000 [00:50<00:34, 234.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11820/20000 [00:50<00:34, 234.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11820/20000 [00:50<00:34, 234.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11820/20000 [00:50<00:34, 234.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.32:  59%|█████▉    | 11841/20000 [00:50<00:34, 234.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  59%|█████▉    | 11841/20000 [00:50<00:34, 234.62it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  59%|█████▉    | 11841/20000 [00:50<00:34, 234.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  59%|█████▉    | 11860/20000 [00:50<00:34, 234.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  59%|█████▉    | 11860/20000 [00:50<00:34, 234.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  59%|█████▉    | 11860/20000 [00:50<00:34, 234.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  59%|█████▉    | 11860/20000 [00:50<00:34, 234.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  59%|█████▉    | 11860/20000 [00:50<00:34, 234.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  59%|█████▉    | 11879/20000 [00:50<00:34, 234.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  59%|█████▉    | 11879/20000 [00:50<00:34, 234.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  59%|█████▉    | 11879/20000 [00:50<00:34, 234.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  59%|█████▉    | 11879/20000 [00:50<00:34, 234.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  59%|█████▉    | 11879/20000 [00:50<00:34, 234.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  59%|█████▉    | 11897/20000 [00:50<00:34, 234.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  59%|█████▉    | 11897/20000 [00:50<00:34, 234.41it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  59%|█████▉    | 11897/20000 [00:50<00:34, 234.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  59%|█████▉    | 11897/20000 [00:50<00:34, 234.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.31:  59%|█████▉    | 11897/20000 [00:50<00:34, 234.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  59%|█████▉    | 11897/20000 [00:50<00:34, 234.09it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  59%|█████▉    | 11897/20000 [00:50<00:34, 234.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  60%|█████▉    | 11924/20000 [00:50<00:34, 234.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  60%|█████▉    | 11924/20000 [00:50<00:34, 234.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  60%|█████▉    | 11924/20000 [00:50<00:34, 234.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  60%|█████▉    | 11924/20000 [00:50<00:34, 234.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  60%|█████▉    | 11924/20000 [00:50<00:34, 234.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  60%|█████▉    | 11924/20000 [00:50<00:34, 234.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  60%|█████▉    | 11924/20000 [00:50<00:34, 234.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  60%|█████▉    | 11951/20000 [00:50<00:34, 234.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  60%|█████▉    | 11951/20000 [00:50<00:34, 234.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.3:  60%|█████▉    | 11951/20000 [00:51<00:34, 234.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.28:  60%|█████▉    | 11951/20000 [00:51<00:34, 234.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.28:  60%|█████▉    | 11951/20000 [00:51<00:34, 234.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.28:  60%|█████▉    | 11974/20000 [00:51<00:34, 234.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.27:  60%|█████▉    | 11974/20000 [00:51<00:34, 234.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.27:  60%|█████▉    | 11974/20000 [00:51<00:34, 234.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.26:  60%|█████▉    | 11974/20000 [00:51<00:34, 234.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.26:  60%|█████▉    | 11974/20000 [00:51<00:34, 234.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.21:  60%|█████▉    | 11974/20000 [00:51<00:34, 234.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.21:  60%|█████▉    | 11974/20000 [00:51<00:34, 234.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.21:  60%|██████    | 12001/20000 [00:51<00:34, 234.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.18:  60%|██████    | 12001/20000 [00:51<00:34, 234.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.18:  60%|██████    | 12001/20000 [00:51<00:34, 234.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.17:  60%|██████    | 12001/20000 [00:51<00:34, 234.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.17:  60%|██████    | 12001/20000 [00:51<00:34, 234.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.17:  60%|██████    | 12026/20000 [00:51<00:33, 234.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  60%|██████    | 12026/20000 [00:51<00:33, 234.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  60%|██████    | 12026/20000 [00:51<00:33, 234.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  60%|██████    | 12026/20000 [00:51<00:34, 234.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  60%|██████    | 12026/20000 [00:51<00:34, 234.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  60%|██████    | 12026/20000 [00:51<00:34, 234.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  60%|██████    | 12026/20000 [00:51<00:34, 234.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  60%|██████    | 12052/20000 [00:51<00:33, 234.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  60%|██████    | 12052/20000 [00:51<00:33, 234.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  60%|██████    | 12052/20000 [00:51<00:33, 234.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  60%|██████    | 12052/20000 [00:51<00:33, 234.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  60%|██████    | 12052/20000 [00:51<00:33, 234.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  60%|██████    | 12052/20000 [00:51<00:33, 234.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  60%|██████    | 12052/20000 [00:51<00:33, 234.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  60%|██████    | 12081/20000 [00:51<00:33, 234.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  60%|██████    | 12081/20000 [00:51<00:33, 234.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  60%|██████    | 12081/20000 [00:51<00:33, 234.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  60%|██████    | 12081/20000 [00:51<00:33, 234.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  60%|██████    | 12081/20000 [00:51<00:33, 234.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████    | 12107/20000 [00:51<00:33, 234.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████    | 12107/20000 [00:51<00:33, 234.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████    | 12107/20000 [00:51<00:33, 234.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████    | 12107/20000 [00:51<00:33, 234.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████    | 12107/20000 [00:51<00:33, 234.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12107/20000 [00:51<00:33, 234.00it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12107/20000 [00:51<00:33, 233.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12131/20000 [00:51<00:33, 234.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.21:  61%|██████    | 12131/20000 [00:51<00:33, 234.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.21:  61%|██████    | 12131/20000 [00:51<00:33, 234.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.21:  61%|██████    | 12131/20000 [00:51<00:33, 234.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.21:  61%|██████    | 12131/20000 [00:51<00:33, 234.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.21:  61%|██████    | 12153/20000 [00:51<00:33, 234.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12153/20000 [00:51<00:33, 234.30it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12153/20000 [00:51<00:33, 234.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.21:  61%|██████    | 12153/20000 [00:51<00:33, 234.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.21:  61%|██████    | 12153/20000 [00:51<00:33, 234.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12153/20000 [00:51<00:33, 234.02it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12153/20000 [00:51<00:33, 234.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12183/20000 [00:51<00:33, 234.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12183/20000 [00:51<00:33, 234.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12183/20000 [00:51<00:33, 234.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12183/20000 [00:52<00:33, 234.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12183/20000 [00:52<00:33, 234.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12183/20000 [00:52<00:33, 234.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12183/20000 [00:52<00:33, 234.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12212/20000 [00:52<00:33, 234.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.21:  61%|██████    | 12212/20000 [00:52<00:33, 234.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.21:  61%|██████    | 12212/20000 [00:52<00:33, 234.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12212/20000 [00:52<00:33, 234.28it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12212/20000 [00:52<00:33, 234.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12238/20000 [00:52<00:33, 234.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12238/20000 [00:52<00:33, 234.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12238/20000 [00:52<00:33, 234.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12238/20000 [00:52<00:33, 234.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████    | 12238/20000 [00:52<00:33, 234.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████    | 12238/20000 [00:52<00:33, 233.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████    | 12238/20000 [00:52<00:33, 233.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████▏   | 12261/20000 [00:52<00:33, 234.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████▏   | 12261/20000 [00:52<00:33, 234.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████▏   | 12261/20000 [00:52<00:33, 234.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████▏   | 12261/20000 [00:52<00:33, 234.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████▏   | 12261/20000 [00:52<00:33, 233.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████▏   | 12261/20000 [00:52<00:33, 233.86it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████▏   | 12261/20000 [00:52<00:33, 233.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  61%|██████▏   | 12291/20000 [00:52<00:32, 234.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████▏   | 12291/20000 [00:52<00:32, 234.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  61%|██████▏   | 12291/20000 [00:52<00:32, 234.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  61%|██████▏   | 12291/20000 [00:52<00:32, 234.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  61%|██████▏   | 12291/20000 [00:52<00:32, 234.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  62%|██████▏   | 12320/20000 [00:52<00:32, 234.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.18:  62%|██████▏   | 12320/20000 [00:52<00:32, 234.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.18:  62%|██████▏   | 12320/20000 [00:52<00:32, 234.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  62%|██████▏   | 12320/20000 [00:52<00:32, 234.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  62%|██████▏   | 12320/20000 [00:52<00:32, 234.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  62%|██████▏   | 12320/20000 [00:52<00:32, 234.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  62%|██████▏   | 12320/20000 [00:52<00:32, 234.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  62%|██████▏   | 12348/20000 [00:52<00:32, 234.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.17:  62%|██████▏   | 12348/20000 [00:52<00:32, 234.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.17:  62%|██████▏   | 12348/20000 [00:52<00:32, 234.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  62%|██████▏   | 12348/20000 [00:52<00:32, 234.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  62%|██████▏   | 12348/20000 [00:52<00:32, 234.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  62%|██████▏   | 12348/20000 [00:52<00:32, 234.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  62%|██████▏   | 12348/20000 [00:52<00:32, 234.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  62%|██████▏   | 12375/20000 [00:52<00:32, 234.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  62%|██████▏   | 12375/20000 [00:52<00:32, 234.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  62%|██████▏   | 12375/20000 [00:52<00:32, 234.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  62%|██████▏   | 12375/20000 [00:52<00:32, 234.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  62%|██████▏   | 12375/20000 [00:52<00:32, 234.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  62%|██████▏   | 12375/20000 [00:52<00:32, 234.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  62%|██████▏   | 12375/20000 [00:52<00:32, 234.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  62%|██████▏   | 12404/20000 [00:52<00:32, 234.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  62%|██████▏   | 12404/20000 [00:52<00:32, 234.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  62%|██████▏   | 12404/20000 [00:52<00:32, 234.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  62%|██████▏   | 12404/20000 [00:52<00:32, 234.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  62%|██████▏   | 12404/20000 [00:52<00:32, 234.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  62%|██████▏   | 12404/20000 [00:52<00:32, 234.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  62%|██████▏   | 12404/20000 [00:52<00:32, 234.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  62%|██████▏   | 12433/20000 [00:52<00:32, 234.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  62%|██████▏   | 12433/20000 [00:52<00:32, 234.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  62%|██████▏   | 12433/20000 [00:52<00:32, 234.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  62%|██████▏   | 12433/20000 [00:53<00:32, 234.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  62%|██████▏   | 12433/20000 [00:53<00:32, 234.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  62%|██████▏   | 12433/20000 [00:53<00:32, 234.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  62%|██████▏   | 12433/20000 [00:53<00:32, 234.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  62%|██████▏   | 12461/20000 [00:53<00:32, 234.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  62%|██████▏   | 12461/20000 [00:53<00:32, 234.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  62%|██████▏   | 12461/20000 [00:53<00:32, 234.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  62%|██████▏   | 12461/20000 [00:53<00:32, 234.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  62%|██████▏   | 12461/20000 [00:53<00:32, 234.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  62%|██████▏   | 12490/20000 [00:53<00:31, 235.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  62%|██████▏   | 12490/20000 [00:53<00:31, 234.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  62%|██████▏   | 12490/20000 [00:53<00:31, 234.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  62%|██████▏   | 12490/20000 [00:53<00:31, 234.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  62%|██████▏   | 12490/20000 [00:53<00:31, 234.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  62%|██████▏   | 12490/20000 [00:53<00:32, 234.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  62%|██████▏   | 12490/20000 [00:53<00:32, 234.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  63%|██████▎   | 12518/20000 [00:53<00:31, 235.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  63%|██████▎   | 12518/20000 [00:53<00:31, 234.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  63%|██████▎   | 12518/20000 [00:53<00:31, 234.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  63%|██████▎   | 12518/20000 [00:53<00:31, 234.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  63%|██████▎   | 12518/20000 [00:53<00:31, 234.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  63%|██████▎   | 12518/20000 [00:53<00:31, 234.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  63%|██████▎   | 12518/20000 [00:53<00:31, 234.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  63%|██████▎   | 12545/20000 [00:53<00:31, 235.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12545/20000 [00:53<00:31, 234.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12545/20000 [00:53<00:31, 234.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  63%|██████▎   | 12545/20000 [00:53<00:31, 234.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  63%|██████▎   | 12545/20000 [00:53<00:31, 234.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  63%|██████▎   | 12545/20000 [00:53<00:31, 234.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  63%|██████▎   | 12545/20000 [00:53<00:31, 234.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  63%|██████▎   | 12572/20000 [00:53<00:31, 235.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  63%|██████▎   | 12572/20000 [00:53<00:31, 234.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  63%|██████▎   | 12572/20000 [00:53<00:31, 234.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12572/20000 [00:53<00:31, 234.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12572/20000 [00:53<00:31, 234.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12599/20000 [00:53<00:31, 235.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12599/20000 [00:53<00:31, 235.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12599/20000 [00:53<00:31, 235.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12599/20000 [00:53<00:31, 234.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12599/20000 [00:53<00:31, 234.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12599/20000 [00:53<00:31, 234.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12599/20000 [00:53<00:31, 234.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12626/20000 [00:53<00:31, 235.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12626/20000 [00:53<00:31, 235.15it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.13:  63%|██████▎   | 12626/20000 [00:53<00:31, 235.14it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  63%|██████▎   | 12626/20000 [00:53<00:31, 234.98it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  63%|██████▎   | 12626/20000 [00:53<00:31, 234.96it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12626/20000 [00:53<00:31, 234.73it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12626/20000 [00:53<00:31, 234.71it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  63%|██████▎   | 12653/20000 [00:53<00:31, 235.15it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  63%|██████▎   | 12653/20000 [00:53<00:31, 234.97it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  63%|██████▎   | 12653/20000 [00:53<00:31, 234.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  63%|██████▎   | 12653/20000 [00:53<00:31, 234.72it/s] "
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  63%|██████▎   | 12653/20000 [00:53<00:31, 234.71it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  63%|██████▎   | 12678/20000 [00:53<00:31, 235.03it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  63%|██████▎   | 12678/20000 [00:53<00:31, 234.96it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  63%|██████▎   | 12678/20000 [00:53<00:31, 234.96it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  63%|██████▎   | 12678/20000 [00:54<00:31, 234.74it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  63%|██████▎   | 12678/20000 [00:54<00:31, 234.73it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  63%|██████▎   | 12678/20000 [00:54<00:31, 234.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  63%|██████▎   | 12678/20000 [00:54<00:31, 234.51it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  64%|██████▎   | 12701/20000 [00:54<00:31, 234.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.05:  64%|██████▎   | 12701/20000 [00:54<00:31, 234.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.05:  64%|██████▎   | 12701/20000 [00:54<00:31, 234.68it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  64%|██████▎   | 12701/20000 [00:54<00:31, 234.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  64%|██████▎   | 12701/20000 [00:54<00:31, 234.33it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  64%|██████▎   | 12723/20000 [00:54<00:31, 234.66it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  64%|██████▎   | 12723/20000 [00:54<00:31, 234.45it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  64%|██████▎   | 12723/20000 [00:54<00:31, 234.45it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  64%|██████▎   | 12723/20000 [00:54<00:31, 234.23it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.04:  64%|██████▎   | 12723/20000 [00:54<00:31, 234.22it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.04:  64%|██████▎   | 12743/20000 [00:54<00:30, 234.55it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  64%|██████▎   | 12743/20000 [00:54<00:30, 234.36it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.03:  64%|██████▎   | 12743/20000 [00:54<00:30, 234.35it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  64%|██████▎   | 12743/20000 [00:54<00:30, 234.13it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.04:  64%|██████▎   | 12743/20000 [00:54<00:30, 234.12it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.04:  64%|██████▍   | 12763/20000 [00:54<00:30, 234.44it/s]"
     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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      "\rAverage Loss = 335.03:  64%|██████▍   | 12763/20000 [00:54<00:30, 233.94it/s]"
     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.03:  64%|██████▍   | 12782/20000 [00:54<00:30, 234.23it/s]"
     ]
    },
    {
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     "output_type": "stream",
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     ]
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     ]
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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      "\rAverage Loss = 335.03:  64%|██████▍   | 12801/20000 [00:54<00:30, 234.14it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  64%|██████▍   | 12801/20000 [00:54<00:30, 233.93it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.03:  64%|██████▍   | 12801/20000 [00:54<00:30, 233.92it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  64%|██████▍   | 12801/20000 [00:54<00:30, 233.79it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.13:  64%|██████▍   | 12801/20000 [00:54<00:30, 233.76it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  64%|██████▍   | 12824/20000 [00:54<00:30, 234.12it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.13:  64%|██████▍   | 12824/20000 [00:54<00:30, 234.03it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.13:  64%|██████▍   | 12824/20000 [00:54<00:30, 234.02it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  64%|██████▍   | 12824/20000 [00:54<00:30, 233.86it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.12:  64%|██████▍   | 12824/20000 [00:54<00:30, 233.85it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.12:  64%|██████▍   | 12824/20000 [00:54<00:30, 233.71it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.12:  64%|██████▍   | 12824/20000 [00:54<00:30, 233.69it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.12:  64%|██████▍   | 12851/20000 [00:54<00:30, 234.17it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.12:  64%|██████▍   | 12851/20000 [00:54<00:30, 234.06it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.12:  64%|██████▍   | 12851/20000 [00:54<00:30, 234.05it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  64%|██████▍   | 12851/20000 [00:54<00:30, 233.92it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.11:  64%|██████▍   | 12851/20000 [00:54<00:30, 233.90it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.11:  64%|██████▍   | 12851/20000 [00:54<00:30, 233.77it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.11:  64%|██████▍   | 12851/20000 [00:54<00:30, 233.75it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  64%|██████▍   | 12881/20000 [00:54<00:30, 234.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  64%|██████▍   | 12881/20000 [00:55<00:30, 234.16it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  64%|██████▍   | 12881/20000 [00:55<00:30, 234.15it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  64%|██████▍   | 12881/20000 [00:55<00:30, 234.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  64%|██████▍   | 12881/20000 [00:55<00:30, 233.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  64%|██████▍   | 12881/20000 [00:55<00:30, 233.85it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  64%|██████▍   | 12881/20000 [00:55<00:30, 233.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  65%|██████▍   | 12911/20000 [00:55<00:30, 234.37it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  65%|██████▍   | 12911/20000 [00:55<00:30, 234.26it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  65%|██████▍   | 12911/20000 [00:55<00:30, 234.24it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.08:  65%|██████▍   | 12911/20000 [00:55<00:30, 234.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  65%|██████▍   | 12911/20000 [00:55<00:30, 234.10it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.08:  65%|██████▍   | 12939/20000 [00:55<00:30, 234.44it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  65%|██████▍   | 12939/20000 [00:55<00:30, 234.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  65%|██████▍   | 12939/20000 [00:55<00:30, 234.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  65%|██████▍   | 12939/20000 [00:55<00:30, 234.13it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  65%|██████▍   | 12939/20000 [00:55<00:30, 234.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 335.07:  65%|██████▍   | 12939/20000 [00:55<00:30, 233.99it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.07:  65%|██████▍   | 12939/20000 [00:55<00:30, 233.98it/s]"
     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.08:  65%|██████▍   | 12965/20000 [00:55<00:30, 234.29it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  65%|██████▍   | 12965/20000 [00:55<00:30, 234.28it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.08:  65%|██████▍   | 12965/20000 [00:55<00:30, 234.14it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.08:  65%|██████▍   | 12965/20000 [00:55<00:30, 234.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  65%|██████▍   | 12965/20000 [00:55<00:30, 234.01it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.08:  65%|██████▍   | 12965/20000 [00:55<00:30, 234.00it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.08:  65%|██████▍   | 12996/20000 [00:55<00:29, 234.49it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.08:  65%|██████▍   | 12996/20000 [00:55<00:29, 234.42it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.08:  65%|██████▍   | 12996/20000 [00:55<00:29, 234.41it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.08:  65%|██████▍   | 12996/20000 [00:55<00:29, 234.28it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 335.08:  65%|██████▍   | 12996/20000 [00:55<00:29, 234.27it/s]"
     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  65%|██████▌   | 13023/20000 [00:55<00:29, 234.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  65%|██████▌   | 13023/20000 [00:55<00:29, 234.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  65%|██████▌   | 13050/20000 [00:55<00:29, 234.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  65%|██████▌   | 13050/20000 [00:55<00:29, 234.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  65%|██████▌   | 13050/20000 [00:55<00:29, 234.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  65%|██████▌   | 13050/20000 [00:55<00:29, 234.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  65%|██████▌   | 13050/20000 [00:55<00:29, 234.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  65%|██████▌   | 13050/20000 [00:55<00:29, 234.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  65%|██████▌   | 13050/20000 [00:55<00:29, 234.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  65%|██████▌   | 13076/20000 [00:55<00:29, 234.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  65%|██████▌   | 13076/20000 [00:55<00:29, 234.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  65%|██████▌   | 13076/20000 [00:55<00:29, 234.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  65%|██████▌   | 13076/20000 [00:55<00:29, 234.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  65%|██████▌   | 13076/20000 [00:55<00:29, 234.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  65%|██████▌   | 13076/20000 [00:55<00:29, 234.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  65%|██████▌   | 13076/20000 [00:55<00:29, 234.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  66%|██████▌   | 13105/20000 [00:55<00:29, 234.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▌   | 13105/20000 [00:55<00:29, 234.64it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▌   | 13105/20000 [00:55<00:29, 234.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13105/20000 [00:55<00:29, 234.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13105/20000 [00:55<00:29, 234.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13105/20000 [00:55<00:29, 234.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13105/20000 [00:55<00:29, 234.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13133/20000 [00:55<00:29, 234.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13133/20000 [00:55<00:29, 234.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13133/20000 [00:55<00:29, 234.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13133/20000 [00:55<00:29, 234.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13133/20000 [00:55<00:29, 234.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13133/20000 [00:56<00:29, 234.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13133/20000 [00:56<00:29, 234.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13161/20000 [00:56<00:29, 234.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13161/20000 [00:56<00:29, 234.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13161/20000 [00:56<00:29, 234.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▌   | 13161/20000 [00:56<00:29, 234.60it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▌   | 13161/20000 [00:56<00:29, 234.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13161/20000 [00:56<00:29, 234.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13161/20000 [00:56<00:29, 234.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13191/20000 [00:56<00:28, 234.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13191/20000 [00:56<00:28, 234.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13191/20000 [00:56<00:28, 234.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13191/20000 [00:56<00:29, 234.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13191/20000 [00:56<00:29, 234.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  66%|██████▌   | 13219/20000 [00:56<00:28, 235.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  66%|██████▌   | 13219/20000 [00:56<00:28, 234.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  66%|██████▌   | 13219/20000 [00:56<00:28, 234.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  66%|██████▌   | 13219/20000 [00:56<00:28, 234.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  66%|██████▌   | 13219/20000 [00:56<00:28, 234.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▌   | 13219/20000 [00:56<00:28, 234.71it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▌   | 13219/20000 [00:56<00:28, 234.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▌   | 13248/20000 [00:56<00:28, 235.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▌   | 13248/20000 [00:56<00:28, 235.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▌   | 13248/20000 [00:56<00:28, 235.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  66%|██████▌   | 13248/20000 [00:56<00:28, 234.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  66%|██████▌   | 13248/20000 [00:56<00:28, 234.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▌   | 13248/20000 [00:56<00:28, 234.78it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▌   | 13248/20000 [00:56<00:28, 234.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▋   | 13279/20000 [00:56<00:28, 235.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▋   | 13279/20000 [00:56<00:28, 235.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▋   | 13279/20000 [00:56<00:28, 235.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▋   | 13279/20000 [00:56<00:28, 235.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▋   | 13279/20000 [00:56<00:28, 235.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▋   | 13279/20000 [00:56<00:28, 234.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  66%|██████▋   | 13279/20000 [00:56<00:28, 234.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  67%|██████▋   | 13308/20000 [00:56<00:28, 235.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  67%|██████▋   | 13308/20000 [00:56<00:28, 235.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  67%|██████▋   | 13308/20000 [00:56<00:28, 235.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  67%|██████▋   | 13308/20000 [00:56<00:28, 235.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  67%|██████▋   | 13308/20000 [00:56<00:28, 235.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  67%|██████▋   | 13308/20000 [00:56<00:28, 234.93it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  67%|██████▋   | 13308/20000 [00:56<00:28, 234.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  67%|██████▋   | 13336/20000 [00:56<00:28, 235.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  67%|██████▋   | 13336/20000 [00:56<00:28, 235.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  67%|██████▋   | 13336/20000 [00:56<00:28, 235.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13336/20000 [00:56<00:28, 235.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13336/20000 [00:56<00:28, 235.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13336/20000 [00:56<00:28, 234.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13336/20000 [00:56<00:28, 234.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13364/20000 [00:56<00:28, 235.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  67%|██████▋   | 13364/20000 [00:56<00:28, 235.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  67%|██████▋   | 13364/20000 [00:56<00:28, 235.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  67%|██████▋   | 13364/20000 [00:56<00:28, 235.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  67%|██████▋   | 13364/20000 [00:56<00:28, 235.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13364/20000 [00:56<00:28, 235.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13364/20000 [00:56<00:28, 235.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13392/20000 [00:56<00:28, 235.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13392/20000 [00:56<00:28, 235.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13392/20000 [00:56<00:28, 235.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13392/20000 [00:56<00:28, 235.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13392/20000 [00:56<00:28, 235.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13392/20000 [00:56<00:28, 235.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13392/20000 [00:56<00:28, 235.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13421/20000 [00:56<00:27, 235.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.05:  67%|██████▋   | 13421/20000 [00:57<00:27, 235.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.05:  67%|██████▋   | 13421/20000 [00:57<00:27, 235.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  67%|██████▋   | 13421/20000 [00:57<00:27, 235.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  67%|██████▋   | 13421/20000 [00:57<00:27, 235.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  67%|██████▋   | 13421/20000 [00:57<00:27, 235.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  67%|██████▋   | 13421/20000 [00:57<00:27, 235.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  67%|██████▋   | 13451/20000 [00:57<00:27, 235.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13451/20000 [00:57<00:27, 235.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13451/20000 [00:57<00:27, 235.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13451/20000 [00:57<00:27, 235.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13451/20000 [00:57<00:27, 235.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  67%|██████▋   | 13479/20000 [00:57<00:27, 235.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  67%|██████▋   | 13479/20000 [00:57<00:27, 235.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  67%|██████▋   | 13479/20000 [00:57<00:27, 235.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  67%|██████▋   | 13479/20000 [00:57<00:27, 235.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  67%|██████▋   | 13479/20000 [00:57<00:27, 235.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  67%|██████▋   | 13479/20000 [00:57<00:27, 235.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  67%|██████▋   | 13479/20000 [00:57<00:27, 235.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  68%|██████▊   | 13507/20000 [00:57<00:27, 235.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  68%|██████▊   | 13507/20000 [00:57<00:27, 235.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  68%|██████▊   | 13507/20000 [00:57<00:27, 235.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  68%|██████▊   | 13507/20000 [00:57<00:27, 235.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  68%|██████▊   | 13507/20000 [00:57<00:27, 235.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  68%|██████▊   | 13507/20000 [00:57<00:27, 235.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  68%|██████▊   | 13507/20000 [00:57<00:27, 235.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  68%|██████▊   | 13535/20000 [00:57<00:27, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  68%|██████▊   | 13535/20000 [00:57<00:27, 235.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  68%|██████▊   | 13535/20000 [00:57<00:27, 235.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  68%|██████▊   | 13535/20000 [00:57<00:27, 235.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  68%|██████▊   | 13535/20000 [00:57<00:27, 235.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  68%|██████▊   | 13535/20000 [00:57<00:27, 235.47it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  68%|██████▊   | 13535/20000 [00:57<00:27, 235.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  68%|██████▊   | 13563/20000 [00:57<00:27, 235.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  68%|██████▊   | 13563/20000 [00:57<00:27, 235.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  68%|██████▊   | 13563/20000 [00:57<00:27, 235.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  68%|██████▊   | 13563/20000 [00:57<00:27, 235.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  68%|██████▊   | 13563/20000 [00:57<00:27, 235.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13563/20000 [00:57<00:27, 235.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13563/20000 [00:57<00:27, 235.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13591/20000 [00:57<00:27, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  68%|██████▊   | 13591/20000 [00:57<00:27, 235.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  68%|██████▊   | 13591/20000 [00:57<00:27, 235.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13591/20000 [00:57<00:27, 235.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13591/20000 [00:57<00:27, 235.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13591/20000 [00:57<00:27, 235.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13591/20000 [00:57<00:27, 235.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13621/20000 [00:57<00:27, 236.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13621/20000 [00:57<00:27, 235.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13621/20000 [00:57<00:27, 235.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13621/20000 [00:57<00:27, 235.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13621/20000 [00:57<00:27, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13650/20000 [00:57<00:26, 236.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  68%|██████▊   | 13650/20000 [00:57<00:26, 236.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  68%|██████▊   | 13650/20000 [00:57<00:26, 236.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  68%|██████▊   | 13650/20000 [00:57<00:26, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  68%|██████▊   | 13650/20000 [00:57<00:26, 235.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  68%|██████▊   | 13650/20000 [00:57<00:26, 235.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  68%|██████▊   | 13650/20000 [00:57<00:26, 235.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  68%|██████▊   | 13678/20000 [00:57<00:26, 236.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13678/20000 [00:57<00:26, 236.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13678/20000 [00:57<00:26, 236.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13678/20000 [00:57<00:26, 235.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13678/20000 [00:57<00:26, 235.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13678/20000 [00:57<00:26, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  68%|██████▊   | 13678/20000 [00:57<00:26, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  69%|██████▊   | 13706/20000 [00:58<00:26, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  69%|██████▊   | 13706/20000 [00:58<00:26, 236.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  69%|██████▊   | 13706/20000 [00:58<00:26, 236.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  69%|██████▊   | 13706/20000 [00:58<00:26, 236.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  69%|██████▊   | 13706/20000 [00:58<00:26, 236.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  69%|██████▊   | 13706/20000 [00:58<00:26, 235.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  69%|██████▊   | 13706/20000 [00:58<00:26, 235.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  69%|██████▊   | 13735/20000 [00:58<00:26, 236.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  69%|██████▊   | 13735/20000 [00:58<00:26, 236.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  69%|██████▊   | 13735/20000 [00:58<00:26, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  69%|██████▊   | 13735/20000 [00:58<00:26, 236.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  69%|██████▊   | 13735/20000 [00:58<00:26, 235.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  69%|██████▊   | 13735/20000 [00:58<00:26, 235.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  69%|██████▊   | 13735/20000 [00:58<00:26, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  69%|██████▉   | 13763/20000 [00:58<00:26, 236.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  69%|██████▉   | 13763/20000 [00:58<00:26, 236.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  69%|██████▉   | 13763/20000 [00:58<00:26, 236.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  69%|██████▉   | 13763/20000 [00:58<00:26, 236.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  69%|██████▉   | 13763/20000 [00:58<00:26, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  69%|██████▉   | 13763/20000 [00:58<00:26, 235.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  69%|██████▉   | 13763/20000 [00:58<00:26, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  69%|██████▉   | 13796/20000 [00:58<00:26, 236.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  69%|██████▉   | 13796/20000 [00:58<00:26, 236.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  69%|██████▉   | 13796/20000 [00:58<00:26, 236.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  69%|██████▉   | 13796/20000 [00:58<00:26, 236.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  69%|██████▉   | 13796/20000 [00:58<00:26, 236.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  69%|██████▉   | 13796/20000 [00:58<00:26, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  69%|██████▉   | 13796/20000 [00:58<00:26, 236.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  69%|██████▉   | 13825/20000 [00:58<00:26, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  69%|██████▉   | 13825/20000 [00:58<00:26, 236.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  69%|██████▉   | 13825/20000 [00:58<00:26, 236.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  69%|██████▉   | 13825/20000 [00:58<00:26, 236.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  69%|██████▉   | 13825/20000 [00:58<00:26, 236.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  69%|██████▉   | 13825/20000 [00:58<00:26, 236.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  69%|██████▉   | 13825/20000 [00:58<00:26, 236.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  69%|██████▉   | 13855/20000 [00:58<00:25, 236.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  69%|██████▉   | 13855/20000 [00:58<00:25, 236.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  69%|██████▉   | 13855/20000 [00:58<00:25, 236.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  69%|██████▉   | 13855/20000 [00:58<00:26, 235.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  69%|██████▉   | 13855/20000 [00:58<00:26, 235.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  69%|██████▉   | 13855/20000 [00:58<00:26, 235.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  69%|██████▉   | 13855/20000 [00:58<00:26, 235.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  69%|██████▉   | 13883/20000 [00:58<00:25, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  69%|██████▉   | 13883/20000 [00:58<00:25, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  69%|██████▉   | 13883/20000 [00:58<00:25, 235.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  69%|██████▉   | 13883/20000 [00:58<00:25, 235.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  69%|██████▉   | 13883/20000 [00:58<00:25, 235.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  69%|██████▉   | 13883/20000 [00:58<00:25, 235.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  69%|██████▉   | 13883/20000 [00:58<00:25, 235.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  70%|██████▉   | 13911/20000 [00:58<00:25, 236.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  70%|██████▉   | 13911/20000 [00:58<00:25, 235.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  70%|██████▉   | 13911/20000 [00:58<00:25, 235.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  70%|██████▉   | 13911/20000 [00:59<00:25, 235.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  70%|██████▉   | 13911/20000 [00:59<00:25, 235.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|██████▉   | 13911/20000 [00:59<00:25, 235.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|██████▉   | 13911/20000 [00:59<00:25, 235.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|██████▉   | 13941/20000 [00:59<00:25, 236.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|██████▉   | 13941/20000 [00:59<00:25, 236.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|██████▉   | 13941/20000 [00:59<00:25, 236.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  70%|██████▉   | 13941/20000 [00:59<00:25, 235.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  70%|██████▉   | 13941/20000 [00:59<00:25, 235.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  70%|██████▉   | 13941/20000 [00:59<00:25, 235.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  70%|██████▉   | 13941/20000 [00:59<00:25, 235.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  70%|██████▉   | 13971/20000 [00:59<00:25, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|██████▉   | 13971/20000 [00:59<00:25, 236.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|██████▉   | 13971/20000 [00:59<00:25, 236.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|██████▉   | 13971/20000 [00:59<00:25, 235.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|██████▉   | 13971/20000 [00:59<00:25, 235.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|██████▉   | 13998/20000 [00:59<00:25, 236.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|██████▉   | 13998/20000 [00:59<00:25, 236.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|██████▉   | 13998/20000 [00:59<00:25, 236.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  70%|██████▉   | 13998/20000 [00:59<00:25, 236.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  70%|██████▉   | 13998/20000 [00:59<00:25, 236.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  70%|██████▉   | 13998/20000 [00:59<00:25, 235.92it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  70%|██████▉   | 13998/20000 [00:59<00:25, 235.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  70%|███████   | 14026/20000 [00:59<00:25, 236.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  70%|███████   | 14026/20000 [00:59<00:25, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  70%|███████   | 14026/20000 [00:59<00:25, 236.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  70%|███████   | 14026/20000 [00:59<00:25, 236.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  70%|███████   | 14026/20000 [00:59<00:25, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  70%|███████   | 14026/20000 [00:59<00:25, 235.96it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  70%|███████   | 14026/20000 [00:59<00:25, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  70%|███████   | 14053/20000 [00:59<00:25, 236.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|███████   | 14053/20000 [00:59<00:25, 236.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  70%|███████   | 14053/20000 [00:59<00:25, 236.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  70%|███████   | 14053/20000 [00:59<00:25, 236.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  70%|███████   | 14053/20000 [00:59<00:25, 236.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  70%|███████   | 14080/20000 [00:59<00:25, 236.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  70%|███████   | 14080/20000 [00:59<00:25, 236.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  70%|███████   | 14080/20000 [00:59<00:25, 236.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  70%|███████   | 14080/20000 [00:59<00:25, 236.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  70%|███████   | 14080/20000 [00:59<00:25, 236.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  70%|███████   | 14080/20000 [00:59<00:25, 235.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  70%|███████   | 14080/20000 [00:59<00:25, 235.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  71%|███████   | 14105/20000 [00:59<00:24, 236.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  71%|███████   | 14105/20000 [00:59<00:24, 236.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  71%|███████   | 14105/20000 [00:59<00:24, 236.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  71%|███████   | 14105/20000 [00:59<00:24, 236.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  71%|███████   | 14105/20000 [00:59<00:24, 236.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  71%|███████   | 14105/20000 [00:59<00:24, 235.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  71%|███████   | 14105/20000 [00:59<00:24, 235.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  71%|███████   | 14136/20000 [00:59<00:24, 236.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  71%|███████   | 14136/20000 [00:59<00:24, 236.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  71%|███████   | 14136/20000 [00:59<00:24, 236.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  71%|███████   | 14136/20000 [00:59<00:24, 236.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  71%|███████   | 14136/20000 [00:59<00:24, 236.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  71%|███████   | 14136/20000 [00:59<00:24, 236.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  71%|███████   | 14136/20000 [00:59<00:24, 236.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  71%|███████   | 14163/20000 [00:59<00:24, 236.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  71%|███████   | 14163/20000 [00:59<00:24, 236.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  71%|███████   | 14163/20000 [00:59<00:24, 236.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  71%|███████   | 14163/20000 [00:59<00:24, 236.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  71%|███████   | 14163/20000 [00:59<00:24, 236.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  71%|███████   | 14163/20000 [01:00<00:24, 236.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  71%|███████   | 14163/20000 [01:00<00:24, 236.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  71%|███████   | 14191/20000 [01:00<00:24, 236.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  71%|███████   | 14191/20000 [01:00<00:24, 236.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  71%|███████   | 14191/20000 [01:00<00:24, 236.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  71%|███████   | 14191/20000 [01:00<00:24, 236.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  71%|███████   | 14191/20000 [01:00<00:24, 236.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  71%|███████   | 14191/20000 [01:00<00:24, 236.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  71%|███████   | 14191/20000 [01:00<00:24, 236.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  71%|███████   | 14222/20000 [01:00<00:24, 236.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  71%|███████   | 14222/20000 [01:00<00:24, 236.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  71%|███████   | 14222/20000 [01:00<00:24, 236.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  71%|███████   | 14222/20000 [01:00<00:24, 236.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  71%|███████   | 14222/20000 [01:00<00:24, 236.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  71%|███████▏  | 14250/20000 [01:00<00:24, 236.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  71%|███████▏  | 14250/20000 [01:00<00:24, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  71%|███████▏  | 14250/20000 [01:00<00:24, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  71%|███████▏  | 14250/20000 [01:00<00:24, 236.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  71%|███████▏  | 14250/20000 [01:00<00:24, 236.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  71%|███████▏  | 14250/20000 [01:00<00:24, 236.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  71%|███████▏  | 14250/20000 [01:00<00:24, 236.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  71%|███████▏  | 14276/20000 [01:00<00:24, 236.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  71%|███████▏  | 14276/20000 [01:00<00:24, 236.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  71%|███████▏  | 14276/20000 [01:00<00:24, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  71%|███████▏  | 14276/20000 [01:00<00:24, 236.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  71%|███████▏  | 14276/20000 [01:00<00:24, 236.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  71%|███████▏  | 14276/20000 [01:00<00:24, 236.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  71%|███████▏  | 14276/20000 [01:00<00:24, 236.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  72%|███████▏  | 14305/20000 [01:00<00:24, 236.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  72%|███████▏  | 14305/20000 [01:00<00:24, 236.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  72%|███████▏  | 14305/20000 [01:00<00:24, 236.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  72%|███████▏  | 14305/20000 [01:00<00:24, 236.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  72%|███████▏  | 14305/20000 [01:00<00:24, 236.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  72%|███████▏  | 14305/20000 [01:00<00:24, 236.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  72%|███████▏  | 14305/20000 [01:00<00:24, 236.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  72%|███████▏  | 14333/20000 [01:00<00:23, 236.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  72%|███████▏  | 14333/20000 [01:00<00:23, 236.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  72%|███████▏  | 14333/20000 [01:00<00:23, 236.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  72%|███████▏  | 14333/20000 [01:00<00:23, 236.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  72%|███████▏  | 14333/20000 [01:00<00:23, 236.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.18:  72%|███████▏  | 14333/20000 [01:00<00:23, 236.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.18:  72%|███████▏  | 14333/20000 [01:00<00:23, 236.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.18:  72%|███████▏  | 14362/20000 [01:00<00:23, 236.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  72%|███████▏  | 14362/20000 [01:00<00:23, 236.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  72%|███████▏  | 14362/20000 [01:00<00:23, 236.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  72%|███████▏  | 14362/20000 [01:00<00:23, 236.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  72%|███████▏  | 14362/20000 [01:00<00:23, 236.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.17:  72%|███████▏  | 14362/20000 [01:00<00:23, 236.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.17:  72%|███████▏  | 14362/20000 [01:00<00:23, 236.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.17:  72%|███████▏  | 14391/20000 [01:00<00:23, 236.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  72%|███████▏  | 14391/20000 [01:00<00:23, 236.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  72%|███████▏  | 14391/20000 [01:00<00:23, 236.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.17:  72%|███████▏  | 14391/20000 [01:00<00:23, 236.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.17:  72%|███████▏  | 14391/20000 [01:00<00:23, 236.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.17:  72%|███████▏  | 14419/20000 [01:00<00:23, 236.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  72%|███████▏  | 14419/20000 [01:00<00:23, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  72%|███████▏  | 14419/20000 [01:00<00:23, 236.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  72%|███████▏  | 14419/20000 [01:01<00:23, 236.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  72%|███████▏  | 14419/20000 [01:01<00:23, 236.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  72%|███████▏  | 14419/20000 [01:01<00:23, 236.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  72%|███████▏  | 14419/20000 [01:01<00:23, 236.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  72%|███████▏  | 14445/20000 [01:01<00:23, 236.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  72%|███████▏  | 14445/20000 [01:01<00:23, 236.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  72%|███████▏  | 14445/20000 [01:01<00:23, 236.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  72%|███████▏  | 14445/20000 [01:01<00:23, 236.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  72%|███████▏  | 14445/20000 [01:01<00:23, 236.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  72%|███████▏  | 14445/20000 [01:01<00:23, 236.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  72%|███████▏  | 14445/20000 [01:01<00:23, 236.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  72%|███████▏  | 14474/20000 [01:01<00:23, 236.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  72%|███████▏  | 14474/20000 [01:01<00:23, 236.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  72%|███████▏  | 14474/20000 [01:01<00:23, 236.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  72%|███████▏  | 14474/20000 [01:01<00:23, 236.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.13:  72%|███████▏  | 14474/20000 [01:01<00:23, 236.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  72%|███████▏  | 14474/20000 [01:01<00:23, 236.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  72%|███████▏  | 14474/20000 [01:01<00:23, 236.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  73%|███████▎  | 14501/20000 [01:01<00:23, 236.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  73%|███████▎  | 14501/20000 [01:01<00:23, 236.48it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  73%|███████▎  | 14501/20000 [01:01<00:23, 236.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  73%|███████▎  | 14501/20000 [01:01<00:23, 236.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  73%|███████▎  | 14501/20000 [01:01<00:23, 236.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  73%|███████▎  | 14528/20000 [01:01<00:23, 236.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  73%|███████▎  | 14528/20000 [01:01<00:23, 236.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  73%|███████▎  | 14528/20000 [01:01<00:23, 236.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  73%|███████▎  | 14528/20000 [01:01<00:23, 236.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  73%|███████▎  | 14528/20000 [01:01<00:23, 236.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  73%|███████▎  | 14528/20000 [01:01<00:23, 236.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  73%|███████▎  | 14528/20000 [01:01<00:23, 236.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  73%|███████▎  | 14554/20000 [01:01<00:23, 236.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  73%|███████▎  | 14554/20000 [01:01<00:23, 236.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  73%|███████▎  | 14554/20000 [01:01<00:23, 236.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  73%|███████▎  | 14554/20000 [01:01<00:23, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  73%|███████▎  | 14554/20000 [01:01<00:23, 236.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  73%|███████▎  | 14554/20000 [01:01<00:23, 236.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  73%|███████▎  | 14554/20000 [01:01<00:23, 236.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  73%|███████▎  | 14582/20000 [01:01<00:22, 236.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  73%|███████▎  | 14582/20000 [01:01<00:22, 236.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  73%|███████▎  | 14582/20000 [01:01<00:22, 236.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  73%|███████▎  | 14582/20000 [01:01<00:22, 236.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  73%|███████▎  | 14582/20000 [01:01<00:22, 236.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  73%|███████▎  | 14582/20000 [01:01<00:22, 236.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  73%|███████▎  | 14582/20000 [01:01<00:22, 236.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  73%|███████▎  | 14612/20000 [01:01<00:22, 236.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14612/20000 [01:01<00:22, 236.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14612/20000 [01:01<00:22, 236.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14612/20000 [01:01<00:22, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14612/20000 [01:01<00:22, 236.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14639/20000 [01:01<00:22, 236.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14639/20000 [01:01<00:22, 236.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14639/20000 [01:01<00:22, 236.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  73%|███████▎  | 14639/20000 [01:01<00:22, 236.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  73%|███████▎  | 14639/20000 [01:01<00:22, 236.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14639/20000 [01:01<00:22, 236.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14639/20000 [01:01<00:22, 236.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14665/20000 [01:01<00:22, 236.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14665/20000 [01:01<00:22, 236.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14665/20000 [01:01<00:22, 236.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  73%|███████▎  | 14665/20000 [01:01<00:22, 236.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  73%|███████▎  | 14665/20000 [01:02<00:22, 236.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14665/20000 [01:02<00:22, 236.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14665/20000 [01:02<00:22, 236.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14691/20000 [01:02<00:22, 236.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14691/20000 [01:02<00:22, 236.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14691/20000 [01:02<00:22, 236.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14691/20000 [01:02<00:22, 236.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  73%|███████▎  | 14691/20000 [01:02<00:22, 236.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  74%|███████▎  | 14718/20000 [01:02<00:22, 236.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  74%|███████▎  | 14718/20000 [01:02<00:22, 236.77it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  74%|███████▎  | 14718/20000 [01:02<00:22, 236.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  74%|███████▎  | 14718/20000 [01:02<00:22, 236.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  74%|███████▎  | 14718/20000 [01:02<00:22, 236.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  74%|███████▎  | 14718/20000 [01:02<00:22, 236.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  74%|███████▎  | 14718/20000 [01:02<00:22, 236.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  74%|███████▎  | 14744/20000 [01:02<00:22, 236.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▎  | 14744/20000 [01:02<00:22, 236.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▎  | 14744/20000 [01:02<00:22, 236.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▎  | 14744/20000 [01:02<00:22, 236.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▎  | 14744/20000 [01:02<00:22, 236.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  74%|███████▎  | 14744/20000 [01:02<00:22, 236.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  74%|███████▎  | 14744/20000 [01:02<00:22, 236.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  74%|███████▍  | 14771/20000 [01:02<00:22, 236.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  74%|███████▍  | 14771/20000 [01:02<00:22, 236.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  74%|███████▍  | 14771/20000 [01:02<00:22, 236.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▍  | 14771/20000 [01:02<00:22, 236.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▍  | 14771/20000 [01:02<00:22, 236.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▍  | 14771/20000 [01:02<00:22, 236.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▍  | 14771/20000 [01:02<00:22, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▍  | 14801/20000 [01:02<00:21, 236.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  74%|███████▍  | 14801/20000 [01:02<00:21, 236.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  74%|███████▍  | 14801/20000 [01:02<00:21, 236.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▍  | 14801/20000 [01:02<00:21, 236.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▍  | 14801/20000 [01:02<00:21, 236.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▍  | 14827/20000 [01:02<00:21, 236.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▍  | 14827/20000 [01:02<00:21, 236.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  74%|███████▍  | 14827/20000 [01:02<00:21, 236.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  74%|███████▍  | 14827/20000 [01:02<00:21, 236.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  74%|███████▍  | 14827/20000 [01:02<00:21, 236.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  74%|███████▍  | 14827/20000 [01:02<00:21, 236.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  74%|███████▍  | 14827/20000 [01:02<00:21, 236.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.19:  74%|███████▍  | 14853/20000 [01:02<00:21, 236.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  74%|███████▍  | 14853/20000 [01:02<00:21, 236.90it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.2:  74%|███████▍  | 14853/20000 [01:02<00:21, 236.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  74%|███████▍  | 14853/20000 [01:02<00:21, 236.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  74%|███████▍  | 14853/20000 [01:02<00:21, 236.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  74%|███████▍  | 14853/20000 [01:02<00:21, 236.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  74%|███████▍  | 14853/20000 [01:02<00:21, 236.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  74%|███████▍  | 14881/20000 [01:02<00:21, 236.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  74%|███████▍  | 14881/20000 [01:02<00:21, 236.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  74%|███████▍  | 14881/20000 [01:02<00:21, 236.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  74%|███████▍  | 14881/20000 [01:02<00:21, 236.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  74%|███████▍  | 14881/20000 [01:02<00:21, 236.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  75%|███████▍  | 14909/20000 [01:02<00:21, 237.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  75%|███████▍  | 14909/20000 [01:02<00:21, 236.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  75%|███████▍  | 14909/20000 [01:02<00:21, 236.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  75%|███████▍  | 14909/20000 [01:02<00:21, 236.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  75%|███████▍  | 14909/20000 [01:02<00:21, 236.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  75%|███████▍  | 14909/20000 [01:02<00:21, 236.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  75%|███████▍  | 14909/20000 [01:02<00:21, 236.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.14:  75%|███████▍  | 14939/20000 [01:03<00:21, 237.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  75%|███████▍  | 14939/20000 [01:03<00:21, 237.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  75%|███████▍  | 14939/20000 [01:03<00:21, 237.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  75%|███████▍  | 14939/20000 [01:03<00:21, 236.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  75%|███████▍  | 14939/20000 [01:03<00:21, 236.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  75%|███████▍  | 14939/20000 [01:03<00:21, 236.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  75%|███████▍  | 14939/20000 [01:03<00:21, 236.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  75%|███████▍  | 14966/20000 [01:03<00:21, 237.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  75%|███████▍  | 14966/20000 [01:03<00:21, 237.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.16:  75%|███████▍  | 14966/20000 [01:03<00:21, 237.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  75%|███████▍  | 14966/20000 [01:03<00:21, 236.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  75%|███████▍  | 14966/20000 [01:03<00:21, 236.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  75%|███████▍  | 14966/20000 [01:03<00:21, 236.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  75%|███████▍  | 14966/20000 [01:03<00:21, 236.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  75%|███████▍  | 14992/20000 [01:03<00:21, 237.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  75%|███████▍  | 14992/20000 [01:03<00:21, 236.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.15:  75%|███████▍  | 14992/20000 [01:03<00:21, 236.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  75%|███████▍  | 14992/20000 [01:03<00:21, 236.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  75%|███████▍  | 14992/20000 [01:03<00:21, 236.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  75%|███████▌  | 15019/20000 [01:03<00:21, 237.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  75%|███████▌  | 15019/20000 [01:03<00:21, 237.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  75%|███████▌  | 15019/20000 [01:03<00:21, 237.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  75%|███████▌  | 15019/20000 [01:03<00:21, 236.97it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  75%|███████▌  | 15019/20000 [01:03<00:21, 236.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  75%|███████▌  | 15019/20000 [01:03<00:21, 236.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  75%|███████▌  | 15019/20000 [01:03<00:21, 236.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  75%|███████▌  | 15045/20000 [01:03<00:20, 237.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  75%|███████▌  | 15045/20000 [01:03<00:20, 237.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  75%|███████▌  | 15045/20000 [01:03<00:20, 237.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  75%|███████▌  | 15045/20000 [01:03<00:20, 236.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  75%|███████▌  | 15045/20000 [01:03<00:20, 236.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  75%|███████▌  | 15045/20000 [01:03<00:20, 236.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  75%|███████▌  | 15045/20000 [01:03<00:20, 236.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  75%|███████▌  | 15071/20000 [01:03<00:20, 237.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  75%|███████▌  | 15071/20000 [01:03<00:20, 237.07it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  75%|███████▌  | 15071/20000 [01:03<00:20, 237.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  75%|███████▌  | 15071/20000 [01:03<00:20, 236.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  75%|███████▌  | 15071/20000 [01:03<00:20, 236.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  75%|███████▌  | 15071/20000 [01:03<00:20, 236.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  75%|███████▌  | 15071/20000 [01:03<00:20, 236.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 335.09:  76%|███████▌  | 15101/20000 [01:03<00:20, 237.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  76%|███████▌  | 15101/20000 [01:03<00:20, 237.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.12:  76%|███████▌  | 15101/20000 [01:03<00:20, 237.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  76%|███████▌  | 15101/20000 [01:03<00:20, 236.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  76%|███████▌  | 15101/20000 [01:03<00:20, 236.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.11:  76%|███████▌  | 15129/20000 [01:03<00:20, 237.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  76%|███████▌  | 15129/20000 [01:03<00:20, 237.26it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  76%|███████▌  | 15129/20000 [01:03<00:20, 237.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  76%|███████▌  | 15129/20000 [01:03<00:20, 237.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.1:  76%|███████▌  | 15129/20000 [01:03<00:20, 237.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  76%|███████▌  | 15129/20000 [01:03<00:20, 236.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  76%|███████▌  | 15129/20000 [01:03<00:20, 236.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  76%|███████▌  | 15156/20000 [01:03<00:20, 237.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▌  | 15156/20000 [01:03<00:20, 237.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▌  | 15156/20000 [01:03<00:20, 237.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▌  | 15156/20000 [01:03<00:20, 237.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▌  | 15156/20000 [01:03<00:20, 237.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▌  | 15156/20000 [01:03<00:20, 236.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▌  | 15156/20000 [01:03<00:20, 236.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▌  | 15182/20000 [01:03<00:20, 237.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▌  | 15182/20000 [01:04<00:20, 237.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▌  | 15182/20000 [01:04<00:20, 237.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▌  | 15182/20000 [01:04<00:20, 237.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▌  | 15182/20000 [01:04<00:20, 237.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▌  | 15208/20000 [01:04<00:20, 237.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  76%|███████▌  | 15208/20000 [01:04<00:20, 237.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  76%|███████▌  | 15208/20000 [01:04<00:20, 237.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  76%|███████▌  | 15208/20000 [01:04<00:20, 237.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  76%|███████▌  | 15208/20000 [01:04<00:20, 237.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▌  | 15208/20000 [01:04<00:20, 237.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▌  | 15208/20000 [01:04<00:20, 236.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▌  | 15234/20000 [01:04<00:20, 237.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▌  | 15234/20000 [01:04<00:20, 237.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▌  | 15234/20000 [01:04<00:20, 237.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▌  | 15234/20000 [01:04<00:20, 237.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▌  | 15234/20000 [01:04<00:20, 237.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▋  | 15259/20000 [01:04<00:19, 237.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▋  | 15259/20000 [01:04<00:19, 237.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▋  | 15259/20000 [01:04<00:19, 237.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▋  | 15259/20000 [01:04<00:19, 237.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▋  | 15259/20000 [01:04<00:19, 237.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▋  | 15259/20000 [01:04<00:20, 236.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▋  | 15259/20000 [01:04<00:20, 236.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  76%|███████▋  | 15285/20000 [01:04<00:19, 237.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  76%|███████▋  | 15285/20000 [01:04<00:19, 237.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  76%|███████▋  | 15285/20000 [01:04<00:19, 237.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▋  | 15285/20000 [01:04<00:19, 237.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  76%|███████▋  | 15285/20000 [01:04<00:19, 237.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  76%|███████▋  | 15285/20000 [01:04<00:19, 236.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  76%|███████▋  | 15285/20000 [01:04<00:19, 236.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  77%|███████▋  | 15312/20000 [01:04<00:19, 237.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  77%|███████▋  | 15312/20000 [01:04<00:19, 237.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  77%|███████▋  | 15312/20000 [01:04<00:19, 237.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15312/20000 [01:04<00:19, 237.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15312/20000 [01:04<00:19, 237.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15312/20000 [01:04<00:19, 236.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15312/20000 [01:04<00:19, 236.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15341/20000 [01:04<00:19, 237.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15341/20000 [01:04<00:19, 237.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15341/20000 [01:04<00:19, 237.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15341/20000 [01:04<00:19, 237.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15341/20000 [01:04<00:19, 237.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15368/20000 [01:04<00:19, 237.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  77%|███████▋  | 15368/20000 [01:04<00:19, 237.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  77%|███████▋  | 15368/20000 [01:04<00:19, 237.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15368/20000 [01:04<00:19, 237.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15368/20000 [01:04<00:19, 237.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15368/20000 [01:04<00:19, 237.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15368/20000 [01:04<00:19, 237.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15395/20000 [01:04<00:19, 237.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15395/20000 [01:04<00:19, 237.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  77%|███████▋  | 15395/20000 [01:04<00:19, 237.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  77%|███████▋  | 15395/20000 [01:04<00:19, 237.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  77%|███████▋  | 15395/20000 [01:04<00:19, 237.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  77%|███████▋  | 15395/20000 [01:04<00:19, 237.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  77%|███████▋  | 15395/20000 [01:04<00:19, 237.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  77%|███████▋  | 15422/20000 [01:04<00:19, 237.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  77%|███████▋  | 15422/20000 [01:04<00:19, 237.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  77%|███████▋  | 15422/20000 [01:04<00:19, 237.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  77%|███████▋  | 15422/20000 [01:04<00:19, 237.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  77%|███████▋  | 15422/20000 [01:04<00:19, 237.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  77%|███████▋  | 15422/20000 [01:05<00:19, 237.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  77%|███████▋  | 15422/20000 [01:05<00:19, 237.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  77%|███████▋  | 15452/20000 [01:05<00:19, 237.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  77%|███████▋  | 15452/20000 [01:05<00:19, 237.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  77%|███████▋  | 15452/20000 [01:05<00:19, 237.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  77%|███████▋  | 15452/20000 [01:05<00:19, 237.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  77%|███████▋  | 15452/20000 [01:05<00:19, 237.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  77%|███████▋  | 15479/20000 [01:05<00:19, 237.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  77%|███████▋  | 15479/20000 [01:05<00:19, 237.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  77%|███████▋  | 15479/20000 [01:05<00:19, 237.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.05:  77%|███████▋  | 15479/20000 [01:05<00:19, 237.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.05:  77%|███████▋  | 15479/20000 [01:05<00:19, 237.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  77%|███████▋  | 15479/20000 [01:05<00:19, 236.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  77%|███████▋  | 15479/20000 [01:05<00:19, 236.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  78%|███████▊  | 15510/20000 [01:05<00:18, 237.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  78%|███████▊  | 15510/20000 [01:05<00:18, 237.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  78%|███████▊  | 15510/20000 [01:05<00:18, 237.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.05:  78%|███████▊  | 15510/20000 [01:05<00:18, 237.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.05:  78%|███████▊  | 15510/20000 [01:05<00:18, 237.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  78%|███████▊  | 15510/20000 [01:05<00:18, 237.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  78%|███████▊  | 15510/20000 [01:05<00:18, 236.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  78%|███████▊  | 15540/20000 [01:05<00:18, 237.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  78%|███████▊  | 15540/20000 [01:05<00:18, 237.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  78%|███████▊  | 15540/20000 [01:05<00:18, 237.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  78%|███████▊  | 15540/20000 [01:05<00:18, 237.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  78%|███████▊  | 15540/20000 [01:05<00:18, 237.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  78%|███████▊  | 15540/20000 [01:05<00:18, 237.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  78%|███████▊  | 15540/20000 [01:05<00:18, 237.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.06:  78%|███████▊  | 15566/20000 [01:05<00:18, 237.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  78%|███████▊  | 15566/20000 [01:05<00:18, 237.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  78%|███████▊  | 15566/20000 [01:05<00:18, 237.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  78%|███████▊  | 15566/20000 [01:05<00:18, 237.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  78%|███████▊  | 15566/20000 [01:05<00:18, 237.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  78%|███████▊  | 15566/20000 [01:05<00:18, 237.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  78%|███████▊  | 15566/20000 [01:05<00:18, 237.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08:  78%|███████▊  | 15597/20000 [01:05<00:18, 237.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  78%|███████▊  | 15597/20000 [01:05<00:18, 237.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.09:  78%|███████▊  | 15597/20000 [01:05<00:18, 237.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  78%|███████▊  | 15597/20000 [01:05<00:18, 237.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  78%|███████▊  | 15597/20000 [01:05<00:18, 237.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  78%|███████▊  | 15597/20000 [01:05<00:18, 237.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  78%|███████▊  | 15597/20000 [01:05<00:18, 237.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07:  78%|███████▊  | 15624/20000 [01:05<00:18, 237.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  78%|███████▊  | 15624/20000 [01:05<00:18, 237.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  78%|███████▊  | 15624/20000 [01:05<00:18, 237.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15624/20000 [01:05<00:18, 237.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15624/20000 [01:05<00:18, 237.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15624/20000 [01:05<00:18, 237.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15624/20000 [01:05<00:18, 237.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15651/20000 [01:05<00:18, 237.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15651/20000 [01:05<00:18, 237.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15651/20000 [01:05<00:18, 237.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15651/20000 [01:05<00:18, 237.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15651/20000 [01:05<00:18, 237.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15651/20000 [01:06<00:18, 237.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15651/20000 [01:06<00:18, 237.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15681/20000 [01:06<00:18, 237.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  78%|███████▊  | 15681/20000 [01:06<00:18, 237.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  78%|███████▊  | 15681/20000 [01:06<00:18, 237.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  78%|███████▊  | 15681/20000 [01:06<00:18, 237.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  78%|███████▊  | 15681/20000 [01:06<00:18, 237.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15681/20000 [01:06<00:18, 237.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  78%|███████▊  | 15681/20000 [01:06<00:18, 237.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  79%|███████▊  | 15711/20000 [01:06<00:18, 237.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  79%|███████▊  | 15711/20000 [01:06<00:18, 237.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  79%|███████▊  | 15711/20000 [01:06<00:18, 237.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.05:  79%|███████▊  | 15711/20000 [01:06<00:18, 237.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.05:  79%|███████▊  | 15711/20000 [01:06<00:18, 237.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.05:  79%|███████▊  | 15739/20000 [01:06<00:17, 237.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  79%|███████▊  | 15739/20000 [01:06<00:17, 237.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  79%|███████▊  | 15739/20000 [01:06<00:17, 237.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  79%|███████▊  | 15739/20000 [01:06<00:17, 237.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  79%|███████▊  | 15739/20000 [01:06<00:17, 237.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  79%|███████▊  | 15739/20000 [01:06<00:17, 237.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  79%|███████▊  | 15739/20000 [01:06<00:17, 237.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  79%|███████▉  | 15765/20000 [01:06<00:17, 237.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  79%|███████▉  | 15765/20000 [01:06<00:17, 237.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  79%|███████▉  | 15765/20000 [01:06<00:17, 237.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  79%|███████▉  | 15765/20000 [01:06<00:17, 237.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  79%|███████▉  | 15765/20000 [01:06<00:17, 237.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  79%|███████▉  | 15765/20000 [01:06<00:17, 237.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  79%|███████▉  | 15765/20000 [01:06<00:17, 237.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  79%|███████▉  | 15792/20000 [01:06<00:17, 237.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  79%|███████▉  | 15792/20000 [01:06<00:17, 237.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  79%|███████▉  | 15792/20000 [01:06<00:17, 237.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  79%|███████▉  | 15792/20000 [01:06<00:17, 237.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  79%|███████▉  | 15792/20000 [01:06<00:17, 237.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  79%|███████▉  | 15792/20000 [01:06<00:17, 237.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  79%|███████▉  | 15792/20000 [01:06<00:17, 237.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  79%|███████▉  | 15821/20000 [01:06<00:17, 237.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  79%|███████▉  | 15821/20000 [01:06<00:17, 237.53it/s]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  79%|███████▉  | 15821/20000 [01:06<00:17, 237.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  79%|███████▉  | 15821/20000 [01:06<00:17, 237.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  79%|███████▉  | 15821/20000 [01:06<00:17, 237.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  79%|███████▉  | 15848/20000 [01:06<00:17, 237.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  79%|███████▉  | 15848/20000 [01:06<00:17, 237.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  79%|███████▉  | 15848/20000 [01:06<00:17, 237.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  79%|███████▉  | 15848/20000 [01:06<00:17, 237.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  79%|███████▉  | 15848/20000 [01:06<00:17, 237.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  79%|███████▉  | 15848/20000 [01:06<00:17, 237.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  79%|███████▉  | 15848/20000 [01:06<00:17, 237.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  79%|███████▉  | 15874/20000 [01:06<00:17, 237.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  79%|███████▉  | 15874/20000 [01:06<00:17, 237.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  79%|███████▉  | 15874/20000 [01:06<00:17, 237.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  79%|███████▉  | 15874/20000 [01:06<00:17, 237.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  79%|███████▉  | 15874/20000 [01:06<00:17, 237.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  80%|███████▉  | 15900/20000 [01:06<00:17, 237.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  80%|███████▉  | 15900/20000 [01:06<00:17, 237.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  80%|███████▉  | 15900/20000 [01:06<00:17, 237.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  80%|███████▉  | 15900/20000 [01:06<00:17, 237.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  80%|███████▉  | 15900/20000 [01:06<00:17, 237.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|███████▉  | 15900/20000 [01:06<00:17, 237.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|███████▉  | 15900/20000 [01:06<00:17, 237.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|███████▉  | 15925/20000 [01:06<00:17, 237.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|███████▉  | 15925/20000 [01:07<00:17, 237.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|███████▉  | 15925/20000 [01:07<00:17, 237.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|███████▉  | 15925/20000 [01:07<00:17, 237.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|███████▉  | 15925/20000 [01:07<00:17, 237.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15925/20000 [01:07<00:17, 237.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15925/20000 [01:07<00:17, 237.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15954/20000 [01:07<00:17, 237.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15954/20000 [01:07<00:17, 237.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15954/20000 [01:07<00:17, 237.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15954/20000 [01:07<00:17, 237.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15954/20000 [01:07<00:17, 237.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15980/20000 [01:07<00:16, 237.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15980/20000 [01:07<00:16, 237.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15980/20000 [01:07<00:16, 237.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15980/20000 [01:07<00:16, 237.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15980/20000 [01:07<00:16, 237.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15980/20000 [01:07<00:16, 237.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|███████▉  | 15980/20000 [01:07<00:16, 237.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|████████  | 16006/20000 [01:07<00:16, 237.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|████████  | 16006/20000 [01:07<00:16, 237.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|████████  | 16006/20000 [01:07<00:16, 237.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|████████  | 16006/20000 [01:07<00:16, 237.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|████████  | 16006/20000 [01:07<00:16, 237.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  80%|████████  | 16006/20000 [01:07<00:16, 237.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  80%|████████  | 16006/20000 [01:07<00:16, 237.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  80%|████████  | 16032/20000 [01:07<00:16, 237.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|████████  | 16032/20000 [01:07<00:16, 237.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  80%|████████  | 16032/20000 [01:07<00:16, 237.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  80%|████████  | 16032/20000 [01:07<00:16, 237.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  80%|████████  | 16032/20000 [01:07<00:16, 237.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  80%|████████  | 16059/20000 [01:07<00:16, 237.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  80%|████████  | 16059/20000 [01:07<00:16, 237.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  80%|████████  | 16059/20000 [01:07<00:16, 237.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|████████  | 16059/20000 [01:07<00:16, 237.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|████████  | 16059/20000 [01:07<00:16, 237.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|████████  | 16059/20000 [01:07<00:16, 237.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|████████  | 16059/20000 [01:07<00:16, 237.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|████████  | 16088/20000 [01:07<00:16, 237.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|████████  | 16088/20000 [01:07<00:16, 237.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  80%|████████  | 16088/20000 [01:07<00:16, 237.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  80%|████████  | 16088/20000 [01:07<00:16, 237.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  80%|████████  | 16088/20000 [01:07<00:16, 237.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  80%|████████  | 16088/20000 [01:07<00:16, 237.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  80%|████████  | 16088/20000 [01:07<00:16, 237.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  81%|████████  | 16115/20000 [01:07<00:16, 237.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16115/20000 [01:07<00:16, 237.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16115/20000 [01:07<00:16, 237.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16115/20000 [01:07<00:16, 237.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16115/20000 [01:07<00:16, 237.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16115/20000 [01:07<00:16, 237.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16115/20000 [01:07<00:16, 237.52it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16141/20000 [01:07<00:16, 237.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16141/20000 [01:07<00:16, 237.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16141/20000 [01:07<00:16, 237.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16141/20000 [01:07<00:16, 237.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16141/20000 [01:07<00:16, 237.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16166/20000 [01:07<00:16, 237.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16166/20000 [01:07<00:16, 237.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16166/20000 [01:08<00:16, 237.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16166/20000 [01:08<00:16, 237.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16166/20000 [01:08<00:16, 237.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16190/20000 [01:08<00:16, 237.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16190/20000 [01:08<00:16, 237.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16190/20000 [01:08<00:16, 237.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16190/20000 [01:08<00:16, 237.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16190/20000 [01:08<00:16, 237.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16190/20000 [01:08<00:16, 237.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16190/20000 [01:08<00:16, 237.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  81%|████████  | 16214/20000 [01:08<00:15, 237.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  81%|████████  | 16214/20000 [01:08<00:15, 237.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  81%|████████  | 16214/20000 [01:08<00:15, 237.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████  | 16214/20000 [01:08<00:15, 237.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████  | 16214/20000 [01:08<00:15, 237.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████  | 16237/20000 [01:08<00:15, 237.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████  | 16237/20000 [01:08<00:15, 237.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████  | 16237/20000 [01:08<00:15, 237.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████  | 16237/20000 [01:08<00:15, 237.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████  | 16237/20000 [01:08<00:15, 237.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████▏ | 16260/20000 [01:08<00:15, 237.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████▏ | 16260/20000 [01:08<00:15, 237.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████▏ | 16260/20000 [01:08<00:15, 237.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████▏ | 16260/20000 [01:08<00:15, 237.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████▏ | 16260/20000 [01:08<00:15, 237.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████▏ | 16260/20000 [01:08<00:15, 237.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████▏ | 16260/20000 [01:08<00:15, 237.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  81%|████████▏ | 16283/20000 [01:08<00:15, 237.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  81%|████████▏ | 16283/20000 [01:08<00:15, 237.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  81%|████████▏ | 16283/20000 [01:08<00:15, 237.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  81%|████████▏ | 16283/20000 [01:08<00:15, 237.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  81%|████████▏ | 16283/20000 [01:08<00:15, 237.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16305/20000 [01:08<00:15, 237.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16305/20000 [01:08<00:15, 237.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16305/20000 [01:08<00:15, 237.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16305/20000 [01:08<00:15, 237.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16305/20000 [01:08<00:15, 237.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16330/20000 [01:08<00:15, 237.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16330/20000 [01:08<00:15, 237.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16330/20000 [01:08<00:15, 237.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16330/20000 [01:08<00:15, 237.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16330/20000 [01:08<00:15, 237.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  82%|████████▏ | 16330/20000 [01:08<00:15, 237.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  82%|████████▏ | 16330/20000 [01:08<00:15, 237.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  82%|████████▏ | 16359/20000 [01:08<00:15, 237.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  82%|████████▏ | 16359/20000 [01:08<00:15, 237.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  82%|████████▏ | 16359/20000 [01:08<00:15, 237.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  82%|████████▏ | 16359/20000 [01:08<00:15, 237.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  82%|████████▏ | 16359/20000 [01:08<00:15, 237.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  82%|████████▏ | 16359/20000 [01:08<00:15, 237.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  82%|████████▏ | 16359/20000 [01:08<00:15, 237.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  82%|████████▏ | 16390/20000 [01:08<00:15, 237.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  82%|████████▏ | 16390/20000 [01:08<00:15, 237.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  82%|████████▏ | 16390/20000 [01:08<00:15, 237.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  82%|████████▏ | 16390/20000 [01:08<00:15, 237.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  82%|████████▏ | 16390/20000 [01:08<00:15, 237.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16390/20000 [01:09<00:15, 237.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16390/20000 [01:09<00:15, 237.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16417/20000 [01:09<00:15, 237.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  82%|████████▏ | 16417/20000 [01:09<00:15, 237.67it/s]   "
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  82%|████████▏ | 16417/20000 [01:09<00:15, 237.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16417/20000 [01:09<00:15, 237.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16417/20000 [01:09<00:15, 237.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16417/20000 [01:09<00:15, 237.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16417/20000 [01:09<00:15, 237.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  82%|████████▏ | 16444/20000 [01:09<00:14, 237.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  82%|████████▏ | 16444/20000 [01:09<00:14, 237.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  82%|████████▏ | 16444/20000 [01:09<00:14, 237.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  82%|████████▏ | 16444/20000 [01:09<00:14, 237.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  82%|████████▏ | 16444/20000 [01:09<00:14, 237.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  82%|████████▏ | 16444/20000 [01:09<00:14, 237.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  82%|████████▏ | 16444/20000 [01:09<00:14, 237.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  82%|████████▏ | 16472/20000 [01:09<00:14, 237.81it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  82%|████████▏ | 16472/20000 [01:09<00:14, 237.73it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  82%|████████▏ | 16472/20000 [01:09<00:14, 237.72it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  82%|████████▏ | 16472/20000 [01:09<00:14, 237.56it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  82%|████████▏ | 16472/20000 [01:09<00:14, 237.55it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  82%|████████▏ | 16498/20000 [01:09<00:14, 237.81it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  82%|████████▏ | 16498/20000 [01:09<00:14, 237.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  82%|████████▏ | 16498/20000 [01:09<00:14, 237.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  82%|████████▏ | 16498/20000 [01:09<00:14, 237.54it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  82%|████████▏ | 16498/20000 [01:09<00:14, 237.54it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  82%|████████▏ | 16498/20000 [01:09<00:14, 236.94it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  82%|████████▏ | 16498/20000 [01:09<00:14, 236.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  83%|████████▎ | 16524/20000 [01:09<00:14, 237.26it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  83%|████████▎ | 16524/20000 [01:09<00:14, 237.20it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  83%|████████▎ | 16524/20000 [01:09<00:14, 237.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  83%|████████▎ | 16524/20000 [01:09<00:14, 237.08it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  83%|████████▎ | 16524/20000 [01:09<00:14, 237.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  83%|████████▎ | 16524/20000 [01:09<00:14, 236.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  83%|████████▎ | 16524/20000 [01:09<00:14, 236.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  83%|████████▎ | 16551/20000 [01:09<00:14, 237.30it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  83%|████████▎ | 16551/20000 [01:09<00:14, 237.19it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  83%|████████▎ | 16551/20000 [01:09<00:14, 237.19it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  83%|████████▎ | 16551/20000 [01:09<00:14, 237.09it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  83%|████████▎ | 16551/20000 [01:09<00:14, 237.08it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  83%|████████▎ | 16551/20000 [01:09<00:14, 236.99it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  83%|████████▎ | 16551/20000 [01:09<00:14, 236.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  83%|████████▎ | 16582/20000 [01:09<00:14, 237.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  83%|████████▎ | 16582/20000 [01:09<00:14, 237.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  83%|████████▎ | 16582/20000 [01:09<00:14, 237.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  83%|████████▎ | 16582/20000 [01:09<00:14, 237.15it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  83%|████████▎ | 16582/20000 [01:09<00:14, 237.15it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  83%|████████▎ | 16582/20000 [01:09<00:14, 237.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  83%|████████▎ | 16582/20000 [01:09<00:14, 237.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  83%|████████▎ | 16612/20000 [01:09<00:14, 237.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  83%|████████▎ | 16612/20000 [01:09<00:14, 237.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  83%|████████▎ | 16612/20000 [01:09<00:14, 237.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  83%|████████▎ | 16612/20000 [01:10<00:14, 237.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  83%|████████▎ | 16612/20000 [01:10<00:14, 237.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  83%|████████▎ | 16612/20000 [01:10<00:14, 237.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  83%|████████▎ | 16612/20000 [01:10<00:14, 237.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  83%|████████▎ | 16642/20000 [01:10<00:14, 237.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  83%|████████▎ | 16642/20000 [01:10<00:14, 237.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  83%|████████▎ | 16642/20000 [01:10<00:14, 237.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  83%|████████▎ | 16642/20000 [01:10<00:14, 237.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  83%|████████▎ | 16642/20000 [01:10<00:14, 237.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  83%|████████▎ | 16642/20000 [01:10<00:14, 237.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  83%|████████▎ | 16642/20000 [01:10<00:14, 237.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  83%|████████▎ | 16677/20000 [01:10<00:13, 237.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  83%|████████▎ | 16677/20000 [01:10<00:13, 237.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  83%|████████▎ | 16677/20000 [01:10<00:13, 237.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  83%|████████▎ | 16677/20000 [01:10<00:13, 237.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  83%|████████▎ | 16677/20000 [01:10<00:13, 237.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  83%|████████▎ | 16677/20000 [01:10<00:14, 237.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  83%|████████▎ | 16677/20000 [01:10<00:14, 237.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  84%|████████▎ | 16709/20000 [01:10<00:13, 237.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  84%|████████▎ | 16709/20000 [01:10<00:13, 237.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  84%|████████▎ | 16709/20000 [01:10<00:13, 237.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  84%|████████▎ | 16709/20000 [01:10<00:13, 237.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  84%|████████▎ | 16709/20000 [01:10<00:13, 237.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  84%|████████▎ | 16709/20000 [01:10<00:13, 237.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  84%|████████▎ | 16709/20000 [01:10<00:13, 237.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  84%|████████▎ | 16738/20000 [01:10<00:13, 237.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.88:  84%|████████▎ | 16738/20000 [01:10<00:13, 237.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.88:  84%|████████▎ | 16738/20000 [01:10<00:13, 237.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.87:  84%|████████▎ | 16738/20000 [01:10<00:13, 237.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.87:  84%|████████▎ | 16738/20000 [01:10<00:13, 237.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  84%|████████▎ | 16738/20000 [01:10<00:13, 237.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  84%|████████▎ | 16738/20000 [01:10<00:13, 237.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  84%|████████▍ | 16768/20000 [01:10<00:13, 237.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  84%|████████▍ | 16768/20000 [01:10<00:13, 237.79it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  84%|████████▍ | 16768/20000 [01:10<00:13, 237.78it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16768/20000 [01:10<00:13, 237.63it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16768/20000 [01:10<00:13, 237.62it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  84%|████████▍ | 16768/20000 [01:10<00:13, 237.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  84%|████████▍ | 16768/20000 [01:10<00:13, 237.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  84%|████████▍ | 16797/20000 [01:10<00:13, 237.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16797/20000 [01:10<00:13, 237.67it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16797/20000 [01:10<00:13, 237.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16797/20000 [01:10<00:13, 237.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16797/20000 [01:10<00:13, 237.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16797/20000 [01:10<00:13, 237.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16797/20000 [01:10<00:13, 237.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16823/20000 [01:10<00:13, 237.66it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16823/20000 [01:10<00:13, 237.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16823/20000 [01:10<00:13, 237.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16823/20000 [01:10<00:13, 237.33it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16823/20000 [01:10<00:13, 237.32it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16847/20000 [01:10<00:13, 237.56it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16847/20000 [01:10<00:13, 237.48it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16847/20000 [01:10<00:13, 237.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16847/20000 [01:10<00:13, 237.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16847/20000 [01:10<00:13, 237.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16870/20000 [01:11<00:13, 237.47it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.88:  84%|████████▍ | 16870/20000 [01:11<00:13, 237.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.88:  84%|████████▍ | 16870/20000 [01:11<00:13, 237.44it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  84%|████████▍ | 16870/20000 [01:11<00:13, 237.26it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  84%|████████▍ | 16870/20000 [01:11<00:13, 237.26it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16870/20000 [01:11<00:13, 237.09it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16870/20000 [01:11<00:13, 237.08it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  84%|████████▍ | 16892/20000 [01:11<00:13, 237.37it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  84%|████████▍ | 16892/20000 [01:11<00:13, 237.10it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  84%|████████▍ | 16892/20000 [01:11<00:13, 237.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  84%|████████▍ | 16892/20000 [01:11<00:13, 236.90it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  84%|████████▍ | 16892/20000 [01:11<00:13, 236.89it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  85%|████████▍ | 16913/20000 [01:11<00:13, 237.16it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.88:  85%|████████▍ | 16913/20000 [01:11<00:13, 237.06it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.88:  85%|████████▍ | 16913/20000 [01:11<00:13, 237.05it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16913/20000 [01:11<00:13, 236.89it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16913/20000 [01:11<00:13, 236.88it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16934/20000 [01:11<00:12, 237.12it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16934/20000 [01:11<00:12, 237.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16934/20000 [01:11<00:12, 236.99it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16934/20000 [01:11<00:12, 236.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16934/20000 [01:11<00:12, 236.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16958/20000 [01:11<00:12, 237.12it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16958/20000 [01:11<00:12, 237.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16958/20000 [01:11<00:12, 237.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16958/20000 [01:11<00:12, 236.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16958/20000 [01:11<00:12, 236.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16958/20000 [01:11<00:12, 236.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16958/20000 [01:11<00:12, 236.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16981/20000 [01:11<00:12, 237.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16981/20000 [01:11<00:12, 236.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  85%|████████▍ | 16981/20000 [01:11<00:12, 236.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  85%|████████▍ | 16981/20000 [01:11<00:12, 236.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  85%|████████▍ | 16981/20000 [01:11<00:12, 236.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  85%|████████▌ | 17002/20000 [01:11<00:12, 236.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  85%|████████▌ | 17002/20000 [01:11<00:12, 236.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  85%|████████▌ | 17002/20000 [01:11<00:12, 236.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  85%|████████▌ | 17002/20000 [01:11<00:12, 236.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  85%|████████▌ | 17002/20000 [01:11<00:12, 236.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  85%|████████▌ | 17027/20000 [01:11<00:12, 236.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  85%|████████▌ | 17027/20000 [01:11<00:12, 236.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  85%|████████▌ | 17027/20000 [01:11<00:12, 236.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  85%|████████▌ | 17027/20000 [01:11<00:12, 236.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  85%|████████▌ | 17027/20000 [01:11<00:12, 236.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  85%|████████▌ | 17047/20000 [01:12<00:12, 236.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  85%|████████▌ | 17047/20000 [01:12<00:12, 236.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  85%|████████▌ | 17047/20000 [01:12<00:12, 236.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  85%|████████▌ | 17047/20000 [01:12<00:12, 236.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  85%|████████▌ | 17047/20000 [01:12<00:12, 236.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  85%|████████▌ | 17067/20000 [01:12<00:12, 236.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  85%|████████▌ | 17067/20000 [01:12<00:12, 236.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  85%|████████▌ | 17067/20000 [01:12<00:12, 236.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  85%|████████▌ | 17067/20000 [01:12<00:12, 236.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  85%|████████▌ | 17067/20000 [01:12<00:12, 236.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  85%|████████▌ | 17088/20000 [01:12<00:12, 236.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  85%|████████▌ | 17088/20000 [01:12<00:12, 236.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  85%|████████▌ | 17088/20000 [01:12<00:12, 236.49it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  85%|████████▌ | 17088/20000 [01:12<00:12, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  85%|████████▌ | 17088/20000 [01:12<00:12, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  86%|████████▌ | 17108/20000 [01:12<00:12, 236.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  86%|████████▌ | 17108/20000 [01:12<00:12, 236.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  86%|████████▌ | 17108/20000 [01:12<00:12, 236.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17108/20000 [01:12<00:12, 236.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17108/20000 [01:12<00:12, 236.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17108/20000 [01:12<00:12, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17108/20000 [01:12<00:12, 236.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17136/20000 [01:12<00:12, 236.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17136/20000 [01:12<00:12, 236.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17136/20000 [01:12<00:12, 236.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17136/20000 [01:12<00:12, 236.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17136/20000 [01:12<00:12, 236.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17136/20000 [01:12<00:12, 236.10it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17136/20000 [01:12<00:12, 236.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17163/20000 [01:12<00:11, 236.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17163/20000 [01:12<00:12, 236.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17163/20000 [01:12<00:12, 236.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  86%|████████▌ | 17163/20000 [01:12<00:12, 236.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  86%|████████▌ | 17163/20000 [01:12<00:12, 236.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  86%|████████▌ | 17186/20000 [01:12<00:11, 236.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  86%|████████▌ | 17186/20000 [01:12<00:11, 236.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  86%|████████▌ | 17186/20000 [01:12<00:11, 236.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▌ | 17186/20000 [01:12<00:11, 236.15it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▌ | 17186/20000 [01:12<00:11, 236.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▌ | 17186/20000 [01:12<00:11, 236.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▌ | 17186/20000 [01:12<00:11, 236.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▌ | 17211/20000 [01:12<00:11, 236.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17211/20000 [01:12<00:11, 236.20it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▌ | 17211/20000 [01:12<00:11, 236.19it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  86%|████████▌ | 17211/20000 [01:12<00:11, 236.09it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  86%|████████▌ | 17211/20000 [01:12<00:11, 236.08it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  86%|████████▌ | 17234/20000 [01:12<00:11, 236.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▌ | 17234/20000 [01:12<00:11, 236.28it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▌ | 17234/20000 [01:12<00:11, 236.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▌ | 17234/20000 [01:12<00:11, 236.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▌ | 17234/20000 [01:12<00:11, 236.13it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▌ | 17234/20000 [01:13<00:11, 236.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▌ | 17234/20000 [01:13<00:11, 236.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▋ | 17261/20000 [01:13<00:11, 236.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▋ | 17261/20000 [01:13<00:11, 236.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▋ | 17261/20000 [01:13<00:11, 236.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▋ | 17261/20000 [01:13<00:11, 236.13it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▋ | 17261/20000 [01:13<00:11, 236.12it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  86%|████████▋ | 17290/20000 [01:13<00:11, 236.42it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▋ | 17290/20000 [01:13<00:11, 236.38it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▋ | 17290/20000 [01:13<00:11, 236.37it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▋ | 17290/20000 [01:13<00:11, 236.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  86%|████████▋ | 17290/20000 [01:13<00:11, 236.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  86%|████████▋ | 17290/20000 [01:13<00:11, 235.96it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  86%|████████▋ | 17290/20000 [01:13<00:11, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  87%|████████▋ | 17315/20000 [01:13<00:11, 236.20it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  87%|████████▋ | 17315/20000 [01:13<00:11, 236.09it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  87%|████████▋ | 17315/20000 [01:13<00:11, 236.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  87%|████████▋ | 17315/20000 [01:13<00:11, 235.98it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  87%|████████▋ | 17315/20000 [01:13<00:11, 235.97it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  87%|████████▋ | 17315/20000 [01:13<00:11, 235.88it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  87%|████████▋ | 17315/20000 [01:13<00:11, 235.87it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  87%|████████▋ | 17341/20000 [01:13<00:11, 236.22it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  87%|████████▋ | 17341/20000 [01:13<00:11, 236.13it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  87%|████████▋ | 17341/20000 [01:13<00:11, 236.12it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  87%|████████▋ | 17341/20000 [01:13<00:11, 236.01it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  87%|████████▋ | 17341/20000 [01:13<00:11, 236.00it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  87%|████████▋ | 17341/20000 [01:13<00:11, 235.90it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  87%|████████▋ | 17341/20000 [01:13<00:11, 235.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  87%|████████▋ | 17371/20000 [01:13<00:11, 236.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  87%|████████▋ | 17371/20000 [01:13<00:11, 236.18it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  87%|████████▋ | 17371/20000 [01:13<00:11, 236.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  87%|████████▋ | 17371/20000 [01:13<00:11, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  87%|████████▋ | 17371/20000 [01:13<00:11, 236.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  87%|████████▋ | 17371/20000 [01:13<00:11, 235.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  87%|████████▋ | 17371/20000 [01:13<00:11, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  87%|████████▋ | 17401/20000 [01:13<00:10, 236.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  87%|████████▋ | 17401/20000 [01:13<00:11, 236.26it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  87%|████████▋ | 17401/20000 [01:13<00:11, 236.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  87%|████████▋ | 17401/20000 [01:13<00:11, 236.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  87%|████████▋ | 17401/20000 [01:13<00:11, 236.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  87%|████████▋ | 17427/20000 [01:13<00:10, 236.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  87%|████████▋ | 17427/20000 [01:13<00:10, 236.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  87%|████████▋ | 17427/20000 [01:13<00:10, 236.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  87%|████████▋ | 17427/20000 [01:13<00:10, 235.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  87%|████████▋ | 17427/20000 [01:13<00:10, 235.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  87%|████████▋ | 17427/20000 [01:13<00:10, 235.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  87%|████████▋ | 17427/20000 [01:13<00:10, 235.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  87%|████████▋ | 17452/20000 [01:13<00:10, 236.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  87%|████████▋ | 17452/20000 [01:13<00:10, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  87%|████████▋ | 17452/20000 [01:13<00:10, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  87%|████████▋ | 17452/20000 [01:13<00:10, 235.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  87%|████████▋ | 17452/20000 [01:13<00:10, 235.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  87%|████████▋ | 17452/20000 [01:14<00:10, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  87%|████████▋ | 17452/20000 [01:14<00:10, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  87%|████████▋ | 17482/20000 [01:14<00:10, 236.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  87%|████████▋ | 17482/20000 [01:14<00:10, 236.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  87%|████████▋ | 17482/20000 [01:14<00:10, 236.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  87%|████████▋ | 17482/20000 [01:14<00:10, 235.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  87%|████████▋ | 17482/20000 [01:14<00:10, 235.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17508/20000 [01:14<00:10, 236.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17508/20000 [01:14<00:10, 236.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17508/20000 [01:14<00:10, 236.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17508/20000 [01:14<00:10, 235.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17508/20000 [01:14<00:10, 235.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17508/20000 [01:14<00:10, 235.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17508/20000 [01:14<00:10, 235.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17533/20000 [01:14<00:10, 236.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17533/20000 [01:14<00:10, 236.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17533/20000 [01:14<00:10, 236.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17533/20000 [01:14<00:10, 235.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17533/20000 [01:14<00:10, 235.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17533/20000 [01:14<00:10, 235.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17533/20000 [01:14<00:10, 235.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17561/20000 [01:14<00:10, 236.17it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17561/20000 [01:14<00:10, 236.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17561/20000 [01:14<00:10, 236.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17561/20000 [01:14<00:10, 235.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17561/20000 [01:14<00:10, 235.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17586/20000 [01:14<00:10, 236.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17586/20000 [01:14<00:10, 236.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  88%|████████▊ | 17586/20000 [01:14<00:10, 236.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  88%|████████▊ | 17586/20000 [01:14<00:10, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  88%|████████▊ | 17586/20000 [01:14<00:10, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  88%|████████▊ | 17586/20000 [01:14<00:10, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  88%|████████▊ | 17586/20000 [01:14<00:10, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  88%|████████▊ | 17611/20000 [01:14<00:10, 236.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  88%|████████▊ | 17611/20000 [01:14<00:10, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  88%|████████▊ | 17611/20000 [01:14<00:10, 236.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  88%|████████▊ | 17611/20000 [01:14<00:10, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  88%|████████▊ | 17611/20000 [01:14<00:10, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  88%|████████▊ | 17611/20000 [01:14<00:10, 235.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  88%|████████▊ | 17611/20000 [01:14<00:10, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  88%|████████▊ | 17641/20000 [01:14<00:09, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  88%|████████▊ | 17641/20000 [01:14<00:09, 236.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  88%|████████▊ | 17641/20000 [01:14<00:09, 236.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  88%|████████▊ | 17641/20000 [01:14<00:09, 235.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  88%|████████▊ | 17641/20000 [01:14<00:09, 235.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  88%|████████▊ | 17667/20000 [01:14<00:09, 236.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.76:  88%|████████▊ | 17667/20000 [01:14<00:09, 236.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.76:  88%|████████▊ | 17667/20000 [01:14<00:09, 236.20it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  88%|████████▊ | 17667/20000 [01:14<00:09, 236.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.77:  88%|████████▊ | 17667/20000 [01:14<00:09, 236.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  88%|████████▊ | 17667/20000 [01:14<00:09, 236.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  88%|████████▊ | 17667/20000 [01:14<00:09, 236.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  88%|████████▊ | 17697/20000 [01:14<00:09, 236.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  88%|████████▊ | 17697/20000 [01:14<00:09, 236.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  88%|████████▊ | 17697/20000 [01:14<00:09, 236.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  88%|████████▊ | 17697/20000 [01:14<00:09, 236.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  88%|████████▊ | 17697/20000 [01:14<00:09, 236.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  88%|████████▊ | 17697/20000 [01:15<00:09, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  88%|████████▊ | 17697/20000 [01:15<00:09, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▊ | 17724/20000 [01:15<00:09, 236.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▊ | 17724/20000 [01:15<00:09, 236.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▊ | 17724/20000 [01:15<00:09, 236.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  89%|████████▊ | 17724/20000 [01:15<00:09, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  89%|████████▊ | 17724/20000 [01:15<00:09, 235.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  89%|████████▊ | 17749/20000 [01:15<00:09, 236.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  89%|████████▊ | 17749/20000 [01:15<00:09, 236.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  89%|████████▊ | 17749/20000 [01:15<00:09, 236.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  89%|████████▊ | 17749/20000 [01:15<00:09, 235.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  89%|████████▊ | 17749/20000 [01:15<00:09, 235.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▊ | 17749/20000 [01:15<00:09, 235.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▊ | 17749/20000 [01:15<00:09, 235.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17772/20000 [01:15<00:09, 236.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17772/20000 [01:15<00:09, 235.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17772/20000 [01:15<00:09, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17772/20000 [01:15<00:09, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17772/20000 [01:15<00:09, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17800/20000 [01:15<00:09, 236.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17800/20000 [01:15<00:09, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17800/20000 [01:15<00:09, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17800/20000 [01:15<00:09, 235.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17800/20000 [01:15<00:09, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17800/20000 [01:15<00:09, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17800/20000 [01:15<00:09, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17824/20000 [01:15<00:09, 236.09it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.82:  89%|████████▉ | 17824/20000 [01:15<00:09, 236.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.82:  89%|████████▉ | 17824/20000 [01:15<00:09, 236.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.82:  89%|████████▉ | 17824/20000 [01:15<00:09, 235.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.82:  89%|████████▉ | 17824/20000 [01:15<00:09, 235.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.82:  89%|████████▉ | 17824/20000 [01:15<00:09, 235.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.82:  89%|████████▉ | 17824/20000 [01:15<00:09, 235.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.82:  89%|████████▉ | 17851/20000 [01:15<00:09, 236.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17851/20000 [01:15<00:09, 236.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17851/20000 [01:15<00:09, 235.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.82:  89%|████████▉ | 17851/20000 [01:15<00:09, 235.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.82:  89%|████████▉ | 17851/20000 [01:15<00:09, 235.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.82:  89%|████████▉ | 17876/20000 [01:15<00:08, 236.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17876/20000 [01:15<00:08, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  89%|████████▉ | 17876/20000 [01:15<00:08, 236.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  89%|████████▉ | 17876/20000 [01:15<00:09, 235.93it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  89%|████████▉ | 17876/20000 [01:15<00:09, 235.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  89%|████████▉ | 17876/20000 [01:15<00:09, 235.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  89%|████████▉ | 17876/20000 [01:15<00:09, 235.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  90%|████████▉ | 17901/20000 [01:15<00:08, 236.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  90%|████████▉ | 17901/20000 [01:15<00:08, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.8:  90%|████████▉ | 17901/20000 [01:15<00:08, 235.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  90%|████████▉ | 17901/20000 [01:15<00:08, 235.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  90%|████████▉ | 17901/20000 [01:15<00:08, 235.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  90%|████████▉ | 17923/20000 [01:15<00:08, 235.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  90%|████████▉ | 17923/20000 [01:16<00:08, 235.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  90%|████████▉ | 17923/20000 [01:16<00:08, 235.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  90%|████████▉ | 17923/20000 [01:16<00:08, 235.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  90%|████████▉ | 17923/20000 [01:16<00:08, 235.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  90%|████████▉ | 17944/20000 [01:16<00:08, 235.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.76:  90%|████████▉ | 17944/20000 [01:16<00:08, 235.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.76:  90%|████████▉ | 17944/20000 [01:16<00:08, 235.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.76:  90%|████████▉ | 17944/20000 [01:16<00:08, 235.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.76:  90%|████████▉ | 17944/20000 [01:16<00:08, 235.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.76:  90%|████████▉ | 17962/20000 [01:16<00:08, 235.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.76:  90%|████████▉ | 17962/20000 [01:16<00:08, 235.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.76:  90%|████████▉ | 17962/20000 [01:16<00:08, 235.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.75:  90%|████████▉ | 17962/20000 [01:16<00:08, 235.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.75:  90%|████████▉ | 17962/20000 [01:16<00:08, 235.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.75:  90%|████████▉ | 17990/20000 [01:16<00:08, 235.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.75:  90%|████████▉ | 17990/20000 [01:16<00:08, 235.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.75:  90%|████████▉ | 17990/20000 [01:16<00:08, 235.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.75:  90%|████████▉ | 17990/20000 [01:16<00:08, 235.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.75:  90%|████████▉ | 17990/20000 [01:16<00:08, 235.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.75:  90%|████████▉ | 17990/20000 [01:16<00:08, 235.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.75:  90%|████████▉ | 17990/20000 [01:16<00:08, 235.31it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.75:  90%|█████████ | 18017/20000 [01:16<00:08, 235.60it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.74:  90%|█████████ | 18017/20000 [01:16<00:08, 235.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.74:  90%|█████████ | 18017/20000 [01:16<00:08, 235.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.75:  90%|█████████ | 18017/20000 [01:16<00:08, 235.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.75:  90%|█████████ | 18017/20000 [01:16<00:08, 235.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.87:  90%|█████████ | 18017/20000 [01:16<00:08, 235.36it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.87:  90%|█████████ | 18017/20000 [01:16<00:08, 235.35it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.87:  90%|█████████ | 18048/20000 [01:16<00:08, 235.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.87:  90%|█████████ | 18048/20000 [01:16<00:08, 235.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.87:  90%|█████████ | 18048/20000 [01:16<00:08, 235.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  90%|█████████ | 18048/20000 [01:16<00:08, 235.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  90%|█████████ | 18048/20000 [01:16<00:08, 235.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  90%|█████████ | 18048/20000 [01:16<00:08, 235.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  90%|█████████ | 18048/20000 [01:16<00:08, 235.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  90%|█████████ | 18075/20000 [01:16<00:08, 235.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  90%|█████████ | 18075/20000 [01:16<00:08, 235.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  90%|█████████ | 18075/20000 [01:16<00:08, 235.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  90%|█████████ | 18075/20000 [01:16<00:08, 235.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  90%|█████████ | 18075/20000 [01:16<00:08, 235.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  90%|█████████ | 18075/20000 [01:16<00:08, 235.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  90%|█████████ | 18075/20000 [01:16<00:08, 235.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  91%|█████████ | 18102/20000 [01:16<00:08, 235.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  91%|█████████ | 18102/20000 [01:16<00:08, 235.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  91%|█████████ | 18102/20000 [01:16<00:08, 235.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  91%|█████████ | 18102/20000 [01:16<00:08, 235.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  91%|█████████ | 18102/20000 [01:16<00:08, 235.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  91%|█████████ | 18130/20000 [01:16<00:07, 235.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  91%|█████████ | 18130/20000 [01:16<00:07, 235.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  91%|█████████ | 18130/20000 [01:16<00:07, 235.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  91%|█████████ | 18130/20000 [01:16<00:07, 235.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  91%|█████████ | 18130/20000 [01:16<00:07, 235.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  91%|█████████ | 18130/20000 [01:16<00:07, 235.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  91%|█████████ | 18130/20000 [01:16<00:07, 235.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  91%|█████████ | 18156/20000 [01:16<00:07, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18156/20000 [01:17<00:07, 235.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18156/20000 [01:17<00:07, 235.75it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18156/20000 [01:17<00:07, 235.65it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18156/20000 [01:17<00:07, 235.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  91%|█████████ | 18156/20000 [01:17<00:07, 235.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  91%|█████████ | 18156/20000 [01:17<00:07, 235.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  91%|█████████ | 18182/20000 [01:17<00:07, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  91%|█████████ | 18182/20000 [01:17<00:07, 235.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  91%|█████████ | 18182/20000 [01:17<00:07, 235.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18182/20000 [01:17<00:07, 235.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18182/20000 [01:17<00:07, 235.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18208/20000 [01:17<00:07, 235.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  91%|█████████ | 18208/20000 [01:17<00:07, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  91%|█████████ | 18208/20000 [01:17<00:07, 235.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  91%|█████████ | 18208/20000 [01:17<00:07, 235.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  91%|█████████ | 18208/20000 [01:17<00:07, 235.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  91%|█████████ | 18208/20000 [01:17<00:07, 235.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  91%|█████████ | 18208/20000 [01:17<00:07, 235.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18208/20000 [01:17<00:07, 235.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18208/20000 [01:17<00:07, 235.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18241/20000 [01:17<00:07, 235.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18241/20000 [01:17<00:07, 235.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18241/20000 [01:17<00:07, 235.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18241/20000 [01:17<00:07, 235.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18241/20000 [01:17<00:07, 235.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18241/20000 [01:17<00:07, 235.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████ | 18241/20000 [01:17<00:07, 235.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████▏| 18271/20000 [01:17<00:07, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████▏| 18271/20000 [01:17<00:07, 235.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████▏| 18271/20000 [01:17<00:07, 235.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████▏| 18271/20000 [01:17<00:07, 235.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  91%|█████████▏| 18271/20000 [01:17<00:07, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  92%|█████████▏| 18300/20000 [01:17<00:07, 236.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  92%|█████████▏| 18300/20000 [01:17<00:07, 236.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  92%|█████████▏| 18300/20000 [01:17<00:07, 236.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18300/20000 [01:17<00:07, 235.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18300/20000 [01:17<00:07, 235.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18300/20000 [01:17<00:07, 235.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18300/20000 [01:17<00:07, 235.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18330/20000 [01:17<00:07, 236.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18330/20000 [01:17<00:07, 236.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18330/20000 [01:17<00:07, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18330/20000 [01:17<00:07, 235.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18330/20000 [01:17<00:07, 235.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18330/20000 [01:17<00:07, 235.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18330/20000 [01:17<00:07, 235.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18358/20000 [01:17<00:06, 236.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18358/20000 [01:17<00:06, 236.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18358/20000 [01:17<00:06, 236.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18358/20000 [01:17<00:06, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18358/20000 [01:17<00:06, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18358/20000 [01:17<00:06, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18358/20000 [01:17<00:06, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18386/20000 [01:17<00:06, 236.13it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18386/20000 [01:17<00:06, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18386/20000 [01:17<00:06, 236.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  92%|█████████▏| 18386/20000 [01:17<00:06, 235.96it/s]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  92%|█████████▏| 18386/20000 [01:17<00:06, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  92%|█████████▏| 18386/20000 [01:17<00:06, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  92%|█████████▏| 18386/20000 [01:17<00:06, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  92%|█████████▏| 18413/20000 [01:17<00:06, 236.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  92%|█████████▏| 18413/20000 [01:18<00:06, 236.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  92%|█████████▏| 18413/20000 [01:18<00:06, 236.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  92%|█████████▏| 18413/20000 [01:18<00:06, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  92%|█████████▏| 18413/20000 [01:18<00:06, 235.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  92%|█████████▏| 18413/20000 [01:18<00:06, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  92%|█████████▏| 18413/20000 [01:18<00:06, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  92%|█████████▏| 18441/20000 [01:18<00:06, 236.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  92%|█████████▏| 18441/20000 [01:18<00:06, 236.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  92%|█████████▏| 18441/20000 [01:18<00:06, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  92%|█████████▏| 18441/20000 [01:18<00:06, 235.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  92%|█████████▏| 18441/20000 [01:18<00:06, 235.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  92%|█████████▏| 18468/20000 [01:18<00:06, 235.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  92%|█████████▏| 18468/20000 [01:18<00:06, 235.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  92%|█████████▏| 18468/20000 [01:18<00:06, 235.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18468/20000 [01:18<00:06, 235.75it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18468/20000 [01:18<00:06, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18468/20000 [01:18<00:06, 235.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18468/20000 [01:18<00:06, 235.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18492/20000 [01:18<00:06, 235.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18492/20000 [01:18<00:06, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  92%|█████████▏| 18492/20000 [01:18<00:06, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18492/20000 [01:18<00:06, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18492/20000 [01:18<00:06, 235.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18492/20000 [01:18<00:06, 235.64it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  92%|█████████▏| 18492/20000 [01:18<00:06, 235.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18522/20000 [01:18<00:06, 235.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18522/20000 [01:18<00:06, 235.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18522/20000 [01:18<00:06, 235.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18522/20000 [01:18<00:06, 235.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18522/20000 [01:18<00:06, 235.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18550/20000 [01:18<00:06, 236.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  93%|█████████▎| 18550/20000 [01:18<00:06, 236.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  93%|█████████▎| 18550/20000 [01:18<00:06, 235.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  93%|█████████▎| 18550/20000 [01:18<00:06, 235.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  93%|█████████▎| 18550/20000 [01:18<00:06, 235.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  93%|█████████▎| 18550/20000 [01:18<00:06, 235.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  93%|█████████▎| 18550/20000 [01:18<00:06, 235.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  93%|█████████▎| 18576/20000 [01:18<00:06, 236.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18576/20000 [01:18<00:06, 235.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18576/20000 [01:18<00:06, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18576/20000 [01:18<00:06, 235.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18576/20000 [01:18<00:06, 235.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18576/20000 [01:18<00:06, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18576/20000 [01:18<00:06, 235.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18601/20000 [01:18<00:05, 236.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18601/20000 [01:18<00:05, 235.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18601/20000 [01:18<00:05, 235.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18601/20000 [01:18<00:05, 235.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18601/20000 [01:18<00:05, 235.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18626/20000 [01:18<00:05, 235.98it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18626/20000 [01:18<00:05, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18626/20000 [01:18<00:05, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18626/20000 [01:18<00:05, 235.78it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18626/20000 [01:19<00:05, 235.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18650/20000 [01:19<00:05, 235.97it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18650/20000 [01:19<00:05, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18650/20000 [01:19<00:05, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18650/20000 [01:19<00:05, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18650/20000 [01:19<00:05, 235.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18650/20000 [01:19<00:05, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18650/20000 [01:19<00:05, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18677/20000 [01:19<00:05, 236.01it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18677/20000 [01:19<00:05, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  93%|█████████▎| 18677/20000 [01:19<00:05, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  93%|█████████▎| 18677/20000 [01:19<00:05, 235.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  93%|█████████▎| 18677/20000 [01:19<00:05, 235.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  93%|█████████▎| 18677/20000 [01:19<00:05, 235.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  93%|█████████▎| 18677/20000 [01:19<00:05, 235.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  94%|█████████▎| 18702/20000 [01:19<00:05, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  94%|█████████▎| 18702/20000 [01:19<00:05, 235.87it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  94%|█████████▎| 18702/20000 [01:19<00:05, 235.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  94%|█████████▎| 18702/20000 [01:19<00:05, 235.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  94%|█████████▎| 18702/20000 [01:19<00:05, 235.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  94%|█████████▎| 18725/20000 [01:19<00:05, 235.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  94%|█████████▎| 18725/20000 [01:19<00:05, 235.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  94%|█████████▎| 18725/20000 [01:19<00:05, 235.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.87:  94%|█████████▎| 18725/20000 [01:19<00:05, 235.62it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.87:  94%|█████████▎| 18725/20000 [01:19<00:05, 235.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.87:  94%|█████████▎| 18747/20000 [01:19<00:05, 235.80it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.86:  94%|█████████▎| 18747/20000 [01:19<00:05, 235.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.86:  94%|█████████▎| 18747/20000 [01:19<00:05, 235.76it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.86:  94%|█████████▎| 18747/20000 [01:19<00:05, 235.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.86:  94%|█████████▎| 18747/20000 [01:19<00:05, 235.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.86:  94%|█████████▎| 18747/20000 [01:19<00:05, 235.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.86:  94%|█████████▎| 18747/20000 [01:19<00:05, 235.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.86:  94%|█████████▍| 18776/20000 [01:19<00:05, 235.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.86:  94%|█████████▍| 18776/20000 [01:19<00:05, 235.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.86:  94%|█████████▍| 18776/20000 [01:19<00:05, 235.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  94%|█████████▍| 18776/20000 [01:19<00:05, 235.73it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  94%|█████████▍| 18776/20000 [01:19<00:05, 235.72it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  94%|█████████▍| 18776/20000 [01:19<00:05, 235.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  94%|█████████▍| 18776/20000 [01:19<00:05, 235.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 334.89:  94%|█████████▍| 18805/20000 [01:19<00:05, 235.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\rAverage Loss = 334.94:  94%|█████████▍| 18805/20000 [01:19<00:05, 235.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  94%|█████████▍| 18805/20000 [01:19<00:05, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  94%|█████████▍| 18805/20000 [01:19<00:05, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  94%|█████████▍| 18805/20000 [01:19<00:05, 235.63it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  94%|█████████▍| 18805/20000 [01:19<00:05, 235.63it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  94%|█████████▍| 18831/20000 [01:19<00:04, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  94%|█████████▍| 18831/20000 [01:19<00:04, 235.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  94%|█████████▍| 18831/20000 [01:19<00:04, 235.85it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  94%|█████████▍| 18831/20000 [01:19<00:04, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  94%|█████████▍| 18831/20000 [01:19<00:04, 235.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  94%|█████████▍| 18858/20000 [01:19<00:04, 235.99it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  94%|█████████▍| 18858/20000 [01:19<00:04, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  94%|█████████▍| 18858/20000 [01:19<00:04, 235.91it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  94%|█████████▍| 18858/20000 [01:19<00:04, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  94%|█████████▍| 18858/20000 [01:19<00:04, 235.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  94%|█████████▍| 18858/20000 [01:20<00:04, 235.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  94%|█████████▍| 18858/20000 [01:20<00:04, 235.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  94%|█████████▍| 18884/20000 [01:20<00:04, 235.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  94%|█████████▍| 18884/20000 [01:20<00:04, 235.90it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  94%|█████████▍| 18884/20000 [01:20<00:04, 235.88it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  94%|█████████▍| 18884/20000 [01:20<00:04, 235.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  94%|█████████▍| 18884/20000 [01:20<00:04, 235.79it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  94%|█████████▍| 18884/20000 [01:20<00:04, 235.68it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  94%|█████████▍| 18884/20000 [01:20<00:04, 235.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  95%|█████████▍| 18911/20000 [01:20<00:04, 236.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  95%|█████████▍| 18911/20000 [01:20<00:04, 235.89it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  95%|█████████▍| 18911/20000 [01:20<00:04, 235.86it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  95%|█████████▍| 18911/20000 [01:20<00:04, 235.74it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  95%|█████████▍| 18911/20000 [01:20<00:04, 235.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  95%|█████████▍| 18936/20000 [01:20<00:04, 235.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  95%|█████████▍| 18936/20000 [01:20<00:04, 235.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.96:  95%|█████████▍| 18936/20000 [01:20<00:04, 235.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  95%|█████████▍| 18936/20000 [01:20<00:04, 235.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  95%|█████████▍| 18936/20000 [01:20<00:04, 235.81it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  95%|█████████▍| 18936/20000 [01:20<00:04, 235.71it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  95%|█████████▍| 18962/20000 [01:20<00:04, 236.00it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  95%|█████████▍| 18962/20000 [01:20<00:04, 235.93it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  95%|█████████▍| 18962/20000 [01:20<00:04, 235.92it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  95%|█████████▍| 18962/20000 [01:20<00:04, 235.82it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  95%|█████████▍| 18962/20000 [01:20<00:04, 235.81it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  95%|█████████▍| 18962/20000 [01:20<00:04, 235.71it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  95%|█████████▍| 18962/20000 [01:20<00:04, 235.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.97:  95%|█████████▍| 18991/20000 [01:20<00:04, 236.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  95%|█████████▍| 18991/20000 [01:20<00:04, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  95%|█████████▍| 18991/20000 [01:20<00:04, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  95%|█████████▍| 18991/20000 [01:20<00:04, 235.84it/s]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  95%|█████████▍| 18991/20000 [01:20<00:04, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  95%|█████████▌| 19017/20000 [01:20<00:04, 236.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  95%|█████████▌| 19017/20000 [01:20<00:04, 236.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  95%|█████████▌| 19017/20000 [01:20<00:04, 236.02it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  95%|█████████▌| 19017/20000 [01:20<00:04, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  95%|█████████▌| 19017/20000 [01:20<00:04, 235.93it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  95%|█████████▌| 19017/20000 [01:20<00:04, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  95%|█████████▌| 19017/20000 [01:20<00:04, 235.83it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  95%|█████████▌| 19046/20000 [01:20<00:04, 236.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  95%|█████████▌| 19046/20000 [01:20<00:04, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.85:  95%|█████████▌| 19046/20000 [01:20<00:04, 236.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  95%|█████████▌| 19046/20000 [01:20<00:04, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  95%|█████████▌| 19046/20000 [01:20<00:04, 235.95it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  95%|█████████▌| 19046/20000 [01:20<00:04, 235.85it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 334.81:  95%|█████████▌| 19046/20000 [01:20<00:04, 235.84it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  95%|█████████▌| 19073/20000 [01:20<00:03, 236.16it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  95%|█████████▌| 19073/20000 [01:20<00:03, 236.06it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  95%|█████████▌| 19073/20000 [01:20<00:03, 236.05it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  95%|█████████▌| 19073/20000 [01:20<00:03, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  95%|█████████▌| 19073/20000 [01:20<00:03, 235.95it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  95%|█████████▌| 19099/20000 [01:20<00:03, 236.18it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  95%|█████████▌| 19099/20000 [01:20<00:03, 236.16it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  95%|█████████▌| 19099/20000 [01:20<00:03, 236.15it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  95%|█████████▌| 19099/20000 [01:20<00:03, 236.05it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  95%|█████████▌| 19099/20000 [01:20<00:03, 236.04it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  95%|█████████▌| 19099/20000 [01:20<00:03, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  95%|█████████▌| 19099/20000 [01:20<00:03, 235.91it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.78:  96%|█████████▌| 19125/20000 [01:20<00:03, 236.18it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  96%|█████████▌| 19125/20000 [01:20<00:03, 236.14it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  96%|█████████▌| 19125/20000 [01:20<00:03, 236.13it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  96%|█████████▌| 19125/20000 [01:21<00:03, 236.01it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.79:  96%|█████████▌| 19125/20000 [01:21<00:03, 236.00it/s]"
     ]
    },
    {
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
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    {
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     "output_type": "stream",
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     ]
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    {
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  96%|█████████▌| 19230/20000 [01:21<00:03, 236.25it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  96%|█████████▌| 19230/20000 [01:21<00:03, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.81:  96%|█████████▌| 19230/20000 [01:21<00:03, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  96%|█████████▌| 19230/20000 [01:21<00:03, 236.08it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  96%|█████████▌| 19230/20000 [01:21<00:03, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  96%|█████████▌| 19230/20000 [01:21<00:03, 235.97it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  96%|█████████▌| 19230/20000 [01:21<00:03, 235.96it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.83:  96%|█████████▋| 19256/20000 [01:21<00:03, 236.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.88:  96%|█████████▋| 19256/20000 [01:21<00:03, 236.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.88:  96%|█████████▋| 19256/20000 [01:21<00:03, 236.15it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.88:  96%|█████████▋| 19256/20000 [01:21<00:03, 236.04it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.88:  96%|█████████▋| 19256/20000 [01:21<00:03, 236.03it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  96%|█████████▋| 19256/20000 [01:21<00:03, 235.94it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  96%|█████████▋| 19256/20000 [01:21<00:03, 235.92it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  96%|█████████▋| 19281/20000 [01:21<00:03, 236.22it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  96%|█████████▋| 19281/20000 [01:21<00:03, 236.14it/s]"
     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  96%|█████████▋| 19281/20000 [01:21<00:03, 236.13it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  96%|█████████▋| 19281/20000 [01:21<00:03, 236.03it/s]"
     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  96%|█████████▋| 19281/20000 [01:21<00:03, 236.02it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  96%|█████████▋| 19281/20000 [01:21<00:03, 235.92it/s] "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  96%|█████████▋| 19281/20000 [01:21<00:03, 235.90it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  97%|█████████▋| 19311/20000 [01:21<00:02, 236.26it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  97%|█████████▋| 19311/20000 [01:21<00:02, 236.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  97%|█████████▋| 19311/20000 [01:21<00:02, 236.16it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  97%|█████████▋| 19311/20000 [01:21<00:02, 236.07it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  97%|█████████▋| 19311/20000 [01:21<00:02, 236.06it/s]"
     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  97%|█████████▋| 19311/20000 [01:21<00:02, 235.97it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  97%|█████████▋| 19311/20000 [01:21<00:02, 235.96it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  97%|█████████▋| 19341/20000 [01:21<00:02, 236.32it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  97%|█████████▋| 19341/20000 [01:21<00:02, 236.21it/s] "
     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  97%|█████████▋| 19341/20000 [01:21<00:02, 236.21it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.89:  97%|█████████▋| 19341/20000 [01:21<00:02, 236.12it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
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     ]
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     "output_type": "stream",
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     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  97%|█████████▋| 19367/20000 [01:21<00:02, 236.29it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  97%|█████████▋| 19367/20000 [01:21<00:02, 236.28it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.94:  97%|█████████▋| 19367/20000 [01:21<00:02, 236.20it/s]"
     ]
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    {
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     "output_type": "stream",
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     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  97%|█████████▋| 19367/20000 [01:22<00:02, 236.09it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
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     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.95:  97%|█████████▋| 19393/20000 [01:22<00:02, 236.35it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  97%|█████████▋| 19393/20000 [01:22<00:02, 236.29it/s] "
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  97%|█████████▋| 19393/20000 [01:22<00:02, 236.28it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  97%|█████████▋| 19393/20000 [01:22<00:02, 236.19it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  97%|█████████▋| 19393/20000 [01:22<00:02, 236.18it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  97%|█████████▋| 19393/20000 [01:22<00:02, 236.07it/s] "
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  97%|█████████▋| 19393/20000 [01:22<00:02, 236.06it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 334.9:  97%|█████████▋| 19421/20000 [01:22<00:02, 236.39it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  97%|█████████▋| 19421/20000 [01:22<00:02, 236.20it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 334.9:  97%|█████████▋| 19421/20000 [01:22<00:02, 236.08it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 334.9:  97%|█████████▋| 19421/20000 [01:22<00:02, 236.08it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  97%|█████████▋| 19447/20000 [01:22<00:02, 236.34it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  97%|█████████▋| 19447/20000 [01:22<00:02, 236.29it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  97%|█████████▋| 19447/20000 [01:22<00:02, 236.17it/s]"
     ]
    },
    {
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     "output_type": "stream",
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     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  97%|█████████▋| 19447/20000 [01:22<00:02, 236.06it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  97%|█████████▋| 19472/20000 [01:22<00:02, 236.06it/s]"
     ]
    },
    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  97%|█████████▋| 19496/20000 [01:22<00:02, 236.28it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.93:  97%|█████████▋| 19496/20000 [01:22<00:02, 236.23it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 334.93:  97%|█████████▋| 19496/20000 [01:22<00:02, 236.21it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  97%|█████████▋| 19496/20000 [01:22<00:02, 236.14it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  97%|█████████▋| 19496/20000 [01:22<00:02, 236.13it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  97%|█████████▋| 19496/20000 [01:22<00:02, 236.02it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  97%|█████████▋| 19496/20000 [01:22<00:02, 236.01it/s]"
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 334.92:  98%|█████████▊| 19522/20000 [01:22<00:02, 236.31it/s]"
     ]
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    {
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     "output_type": "stream",
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     ]
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    {
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.92:  98%|█████████▊| 19522/20000 [01:22<00:02, 236.11it/s]"
     ]
    },
    {
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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      "\rAverage Loss = 334.92:  98%|█████████▊| 19549/20000 [01:22<00:01, 236.35it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 334.92:  98%|█████████▊| 19549/20000 [01:22<00:01, 236.33it/s]"
     ]
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    {
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     ]
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    {
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     "output_type": "stream",
     "text": [
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     ]
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    {
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     "output_type": "stream",
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     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 334.93:  98%|█████████▊| 19549/20000 [01:22<00:01, 236.11it/s]"
     ]
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    {
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     "output_type": "stream",
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     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 334.93:  98%|█████████▊| 19574/20000 [01:22<00:01, 236.36it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  98%|█████████▊| 19574/20000 [01:22<00:01, 236.30it/s] "
     ]
    },
    {
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     "output_type": "stream",
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      "\rAverage Loss = 334.9:  98%|█████████▊| 19574/20000 [01:22<00:01, 236.29it/s]"
     ]
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    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  98%|█████████▊| 19574/20000 [01:22<00:01, 236.19it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.9:  98%|█████████▊| 19574/20000 [01:22<00:01, 236.18it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.91:  98%|█████████▊| 19574/20000 [01:22<00:01, 236.09it/s]"
     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 334.91:  98%|█████████▊| 19574/20000 [01:22<00:01, 236.07it/s]"
     ]
    },
    {
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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      "\rAverage Loss = 334.91:  98%|█████████▊| 19601/20000 [01:22<00:01, 236.30it/s]"
     ]
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    {
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     "output_type": "stream",
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     ]
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     "output_type": "stream",
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      "\rAverage Loss = 334.92:  98%|█████████▊| 19601/20000 [01:22<00:01, 236.19it/s]"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
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    {
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     "output_type": "stream",
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      "\rAverage Loss = 334.99:  98%|█████████▊| 19601/20000 [01:23<00:01, 236.09it/s]"
     ]
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    {
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     "output_type": "stream",
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19631/20000 [01:23<00:01, 236.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19631/20000 [01:23<00:01, 236.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19631/20000 [01:23<00:01, 236.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19631/20000 [01:23<00:01, 236.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19631/20000 [01:23<00:01, 236.21it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19658/20000 [01:23<00:01, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  98%|█████████▊| 19658/20000 [01:23<00:01, 236.42it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.98:  98%|█████████▊| 19658/20000 [01:23<00:01, 236.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19658/20000 [01:23<00:01, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19658/20000 [01:23<00:01, 236.22it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19658/20000 [01:23<00:01, 236.11it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19658/20000 [01:23<00:01, 236.10it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19684/20000 [01:23<00:01, 236.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19684/20000 [01:23<00:01, 236.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19684/20000 [01:23<00:01, 236.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19684/20000 [01:23<00:01, 236.24it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  98%|█████████▊| 19684/20000 [01:23<00:01, 236.23it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  98%|█████████▊| 19684/20000 [01:23<00:01, 236.13it/s]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  98%|█████████▊| 19684/20000 [01:23<00:01, 236.12it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  99%|█████████▊| 19714/20000 [01:23<00:01, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  99%|█████████▊| 19714/20000 [01:23<00:01, 236.40it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  99%|█████████▊| 19714/20000 [01:23<00:01, 236.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▊| 19714/20000 [01:23<00:01, 236.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▊| 19714/20000 [01:23<00:01, 236.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▊| 19714/20000 [01:23<00:01, 236.19it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▊| 19714/20000 [01:23<00:01, 236.18it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▊| 19741/20000 [01:23<00:01, 236.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▊| 19741/20000 [01:23<00:01, 236.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▊| 19741/20000 [01:23<00:01, 236.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▊| 19741/20000 [01:23<00:01, 236.30it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▊| 19741/20000 [01:23<00:01, 236.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19767/20000 [01:23<00:00, 236.51it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  99%|█████████▉| 19767/20000 [01:23<00:00, 236.48it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  99%|█████████▉| 19767/20000 [01:23<00:00, 236.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19767/20000 [01:23<00:00, 236.39it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19767/20000 [01:23<00:00, 236.38it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19767/20000 [01:23<00:00, 236.29it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19767/20000 [01:23<00:00, 236.27it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19797/20000 [01:23<00:00, 236.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  99%|█████████▉| 19797/20000 [01:23<00:00, 236.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  99%|█████████▉| 19797/20000 [01:23<00:00, 236.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  99%|█████████▉| 19797/20000 [01:23<00:00, 236.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 334.99:  99%|█████████▉| 19797/20000 [01:23<00:00, 236.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  99%|█████████▉| 19797/20000 [01:23<00:00, 236.33it/s]   "
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  99%|█████████▉| 19797/20000 [01:23<00:00, 236.32it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335:  99%|█████████▉| 19824/20000 [01:23<00:00, 236.61it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19824/20000 [01:23<00:00, 236.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19824/20000 [01:23<00:00, 236.53it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  99%|█████████▉| 19824/20000 [01:23<00:00, 236.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.03:  99%|█████████▉| 19824/20000 [01:23<00:00, 236.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  99%|█████████▉| 19824/20000 [01:23<00:00, 236.34it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  99%|█████████▉| 19824/20000 [01:23<00:00, 236.33it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.04:  99%|█████████▉| 19851/20000 [01:23<00:00, 236.65it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19851/20000 [01:23<00:00, 236.55it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19851/20000 [01:23<00:00, 236.54it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19851/20000 [01:23<00:00, 236.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19851/20000 [01:23<00:00, 236.43it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19879/20000 [01:23<00:00, 236.69it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19879/20000 [01:23<00:00, 236.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.01:  99%|█████████▉| 19879/20000 [01:23<00:00, 236.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  99%|█████████▉| 19879/20000 [01:24<00:00, 236.58it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  99%|█████████▉| 19879/20000 [01:24<00:00, 236.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  99%|█████████▉| 19879/20000 [01:24<00:00, 236.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02:  99%|█████████▉| 19879/20000 [01:24<00:00, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02: 100%|█████████▉| 19906/20000 [01:24<00:00, 236.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02: 100%|█████████▉| 19906/20000 [01:24<00:00, 236.68it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02: 100%|█████████▉| 19906/20000 [01:24<00:00, 236.67it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02: 100%|█████████▉| 19906/20000 [01:24<00:00, 236.57it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.02: 100%|█████████▉| 19906/20000 [01:24<00:00, 236.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08: 100%|█████████▉| 19906/20000 [01:24<00:00, 236.45it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08: 100%|█████████▉| 19906/20000 [01:24<00:00, 236.44it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08: 100%|█████████▉| 19933/20000 [01:24<00:00, 236.73it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08: 100%|█████████▉| 19933/20000 [01:24<00:00, 236.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08: 100%|█████████▉| 19933/20000 [01:24<00:00, 236.66it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07: 100%|█████████▉| 19933/20000 [01:24<00:00, 236.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07: 100%|█████████▉| 19933/20000 [01:24<00:00, 236.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07: 100%|█████████▉| 19933/20000 [01:24<00:00, 236.47it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07: 100%|█████████▉| 19933/20000 [01:24<00:00, 236.46it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07: 100%|█████████▉| 19962/20000 [01:24<00:00, 236.77it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07: 100%|█████████▉| 19962/20000 [01:24<00:00, 236.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.07: 100%|█████████▉| 19962/20000 [01:24<00:00, 236.70it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08: 100%|█████████▉| 19962/20000 [01:24<00:00, 236.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08: 100%|█████████▉| 19962/20000 [01:24<00:00, 236.59it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08: 100%|█████████▉| 19962/20000 [01:24<00:00, 236.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08: 100%|█████████▉| 19962/20000 [01:24<00:00, 236.50it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08: 100%|█████████▉| 19992/20000 [01:24<00:00, 236.82it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rAverage Loss = 335.08: 100%|██████████| 20000/20000 [01:24<00:00, 236.84it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\nFinished [100%]: Average Loss = 335.06\n"
     ]
    }
   ],
   "source": [
    "# bayesian rbf kernel\n",
    "with pm.Model() as model:\n",
    "    #hyper-prior for ls\n",
    "    ls = pm.Beta(\"ls\", alpha=1e-2, beta = 1e-4)\n",
    "    cov_func = pm.gp.cov.ExpQuad(1, ls=ls)\n",
    "   \n",
    "    # Specify the GP. \n",
    "    gp = pm.gp.Marginal(cov_func=cov_func)\n",
    "    \n",
    "    # Place a GP prior over the function f.\n",
    "    sigma = pm.HalfCauchy(\"sigma\", beta=10)\n",
    "    y_ = gp.marginal_likelihood(\"y\", X=X, y=y, noise=sigma)\n",
    "    # inference\n",
    "    trace = pm.fit(20000)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "with model:\n",
    "    pred = gp.predict(X_new, diag=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Fit sklearn regression models\n",
    "svr_rbf = SVR(kernel='rbf', C=1e3, gamma=0.1)\n",
    "svr_poly = SVR(kernel='poly', C=1e3, degree=2)\n",
    "\n",
    "y_rbf = svr_rbf.fit(X, y).predict(X_new)\n",
    "y_poly = svr_poly.fit(X, y).predict(X_new)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f194a09ba90>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot prediction vs true y\n",
    "lw = 2\n",
    "plt.plot(y_new, y_new, ls=\"--\", color = \"black\")\n",
    "plt.scatter(y_new, pred[0], color='green', lw=lw, label='Bayesian RBF model')\n",
    "plt.scatter(y_new, y_rbf, color='navy', lw=lw, label='RBF model')\n",
    "plt.scatter(y_new, y_poly, color='cornflowerblue', lw=lw, label='Polynomial model')\n",
    "plt.xlabel('true y')\n",
    "plt.ylabel('prediction')\n",
    "plt.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {},
 "nbformat": 4,
 "nbformat_minor": 0
}