Usage.ipynb

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  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
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   },
   "outputs": [],
   "source": [
    "#mimicopynet!\n",
    "%load_ext autoreload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%autoreload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# import fluidsynth に失敗する一部の環境への対策\n",
    "import sys; sys.__interactivehook__()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import mimicopynet as mcn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# データの前処理．"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## (1) MusicNet -> wsh5 形式."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "wsh5 形式の中身は h5. \n",
    "一部だけを高速に読み出せるのが便利なので， wsd (pickle) から乗り換えることにした．"
   ]
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      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2588.h5\n",
      "processing: id = 2590 ( 139 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 89%|████████▉ | 139/156 [07:02<01:01,  3.63s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 17231616) .score.shape: (1, 128, 33656) score_sample.shape: (33656,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2590.h5\n",
      "processing: id = 2591 ( 140 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 90%|████████▉ | 140/156 [07:04<00:47,  2.99s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 7915392) .score.shape: (1, 128, 15460) score_sample.shape: (15460,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2591.h5\n",
      "processing: id = 2593 ( 141 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 90%|█████████ | 141/156 [07:08<00:51,  3.44s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 22618368) .score.shape: (1, 128, 44177) score_sample.shape: (44177,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2593.h5\n",
      "processing: id = 2594 ( 142 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 91%|█████████ | 142/156 [07:11<00:44,  3.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 14082048) .score.shape: (1, 128, 27504) score_sample.shape: (27504,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2594.h5\n",
      "processing: id = 2595 ( 143 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 92%|█████████▏| 143/156 [07:13<00:39,  3.02s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 13569408) .score.shape: (1, 128, 26503) score_sample.shape: (26503,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2595.h5\n",
      "processing: id = 2596 ( 144 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 92%|█████████▏| 144/156 [07:16<00:34,  2.91s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 14367744) .score.shape: (1, 128, 28062) score_sample.shape: (28062,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2596.h5\n",
      "processing: id = 2603 ( 145 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 93%|█████████▎| 145/156 [07:20<00:35,  3.19s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 18444672) .score.shape: (1, 128, 36025) score_sample.shape: (36025,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2603.h5\n",
      "processing: id = 2607 ( 146 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 94%|█████████▎| 146/156 [07:26<00:39,  3.94s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 29722752) .score.shape: (1, 128, 58053) score_sample.shape: (58053,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2607.h5\n",
      "processing: id = 2608 ( 147 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 94%|█████████▍| 147/156 [07:29<00:33,  3.77s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 17222400) .score.shape: (1, 128, 33638) score_sample.shape: (33638,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2608.h5\n",
      "processing: id = 2611 ( 148 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 95%|█████████▍| 148/156 [07:34<00:32,  4.06s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 24839424) .score.shape: (1, 128, 48515) score_sample.shape: (48515,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2611.h5\n",
      "processing: id = 2614 ( 149 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 96%|█████████▌| 149/156 [07:39<00:31,  4.45s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 28010880) .score.shape: (1, 128, 54709) score_sample.shape: (54709,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2614.h5\n",
      "processing: id = 2618 ( 150 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 96%|█████████▌| 150/156 [07:42<00:24,  4.04s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 16060032) .score.shape: (1, 128, 31368) score_sample.shape: (31368,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2618.h5\n",
      "processing: id = 2619 ( 151 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 97%|█████████▋| 151/156 [07:44<00:17,  3.40s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 10517760) .score.shape: (1, 128, 20543) score_sample.shape: (20543,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2619.h5\n",
      "processing: id = 2620 ( 152 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 97%|█████████▋| 152/156 [07:45<00:11,  2.78s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 7050240) .score.shape: (1, 128, 13770) score_sample.shape: (13770,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2620.h5\n",
      "processing: id = 2632 ( 153 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 98%|█████████▊| 153/156 [07:48<00:08,  2.75s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 15077376) .score.shape: (1, 128, 29448) score_sample.shape: (29448,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2632.h5\n",
      "processing: id = 2633 ( 154 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 99%|█████████▊| 154/156 [07:50<00:04,  2.46s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 10010880) .score.shape: (1, 128, 19553) score_sample.shape: (19553,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2633.h5\n",
      "processing: id = 2677 ( 155 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      " 99%|█████████▉| 155/156 [07:54<00:02,  2.87s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 19635840) .score.shape: (1, 128, 38352) score_sample.shape: (38352,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2677.h5\n",
      "processing: id = 2678 ( 156 / 156 )\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████| 156/156 [07:58<00:00,  3.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    .wave.shape: (1, 20831616) .score.shape: (1, 128, 40687) score_sample.shape: (40687,)\n",
      "    .wave.dtype: float32 .score.dtype: float32 score_sample.dtype: int64\n",
      "    saved: wsh5/2678.h5\n",
      "Done.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# mcn.data.musicnet_to_wsh5(\"/Users/yoshidayuuki/Downloads/musicnet/musicnet.npz\", \"/Users/yoshidayuuki/Downloads/musicnet/musicnet_metadata.csv\", \"wsh5\", \"Solo Piano\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## (2) MusicNet -> wsd 形式．"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "wsd 形式の中身は pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing: id = 1733 ( 1 / 156 )\n",
      "    .wave.shape: (24079104,) .score.shape: (128, 47030) score_sample.shape: (47030,)\n",
      "    .wave.dtype: float64 .score.dtype: float64 score_sample.dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# mcn.data.musicnet_to_wsdata(\"/Users/yoshidayuuki/Downloads/musicnet/musicnet.npz\", \"/Users/yoshidayuuki/Downloads/musicnet/musicnet_metadata.csv\", \"wsdata\", \"Solo Piano\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## (3) wsd 形式 -> npz 形式（CQTの結果）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "processing: wsdata = wsdata/1733.wsd\n",
      "(2, 84, 47030) (128, 47030)\n",
      "processing: wsdata = wsdata/1734.wsd\n",
      "(2, 84, 28047) (128, 28047)\n",
      "processing: wsdata = wsdata/1735.wsd\n",
      "(2, 84, 61578) (128, 61578)\n",
      "processing: wsdata = wsdata/1749.wsd\n",
      "(2, 84, 59981) (128, 59981)\n",
      "processing: wsdata = wsdata/1750.wsd\n",
      "(2, 84, 67543) (128, 67543)\n",
      "processing: wsdata = wsdata/1751.wsd\n",
      "(2, 84, 40971) (128, 40971)\n",
      "processing: wsdata = wsdata/1752.wsd\n",
      "(2, 84, 31242) (128, 31242)\n",
      "processing: wsdata = wsdata/1755.wsd\n",
      "(2, 84, 19794) (128, 19794)\n",
      "processing: wsdata = wsdata/1756.wsd\n",
      "(2, 84, 31998) (128, 31998)\n",
      "processing: wsdata = wsdata/1757.wsd\n",
      "(2, 84, 61207) (128, 61207)\n",
      "processing: wsdata = wsdata/1758.wsd\n",
      "(2, 84, 40345) (128, 40345)\n",
      "processing: wsdata = wsdata/1759.wsd\n",
      "(2, 84, 16767) (128, 16767)\n",
      "processing: wsdata = wsdata/1760.wsd\n",
      "(2, 84, 56466) (128, 56466)\n",
      "processing: wsdata = wsdata/1763.wsd\n",
      "(2, 84, 51708) (128, 51708)\n",
      "processing: wsdata = wsdata/1764.wsd\n",
      "(2, 84, 37749) (128, 37749)\n",
      "processing: wsdata = wsdata/1765.wsd\n",
      "(2, 84, 58278) (128, 58278)\n",
      "processing: wsdata = wsdata/1766.wsd\n",
      "(2, 84, 36810) (128, 36810)\n",
      "processing: wsdata = wsdata/1768.wsd\n",
      "(2, 84, 25054) (128, 25054)\n",
      "processing: wsdata = wsdata/1771.wsd\n",
      "(2, 84, 55760) (128, 55760)\n",
      "processing: wsdata = wsdata/1772.wsd\n",
      "(2, 84, 35958) (128, 35958)\n",
      "processing: wsdata = wsdata/1773.wsd\n",
      "(2, 84, 26476) (128, 26476)\n",
      "processing: wsdata = wsdata/1775.wsd\n",
      "(2, 84, 49804) (128, 49804)\n",
      "processing: wsdata = wsdata/1776.wsd\n",
      "(2, 84, 62541) (128, 62541)\n",
      "processing: wsdata = wsdata/1777.wsd\n",
      "(2, 84, 54221) (128, 54221)\n",
      "processing: wsdata = wsdata/2194.wsd\n",
      "(2, 84, 8622) (128, 8622)\n",
      "processing: wsdata = wsdata/2195.wsd\n",
      "(2, 84, 13361) (128, 13361)\n",
      "processing: wsdata = wsdata/2196.wsd\n",
      "(2, 84, 6501) (128, 6501)\n",
      "processing: wsdata = wsdata/2198.wsd\n",
      "(2, 84, 17049) (128, 17049)\n",
      "processing: wsdata = wsdata/2200.wsd\n",
      "(2, 84, 9779) (128, 9779)\n",
      "processing: wsdata = wsdata/2201.wsd\n",
      "(2, 84, 11565) (128, 11565)\n",
      "processing: wsdata = wsdata/2207.wsd\n",
      "(2, 84, 7720) (128, 7720)\n",
      "processing: wsdata = wsdata/2208.wsd\n",
      "(2, 84, 10404) (128, 10404)\n",
      "processing: wsdata = wsdata/2209.wsd\n",
      "(2, 84, 13849) (128, 13849)\n",
      "processing: wsdata = wsdata/2210.wsd\n",
      "(2, 84, 15361) (128, 15361)\n",
      "processing: wsdata = wsdata/2211.wsd\n",
      "(2, 84, 20433) (128, 20433)\n",
      "processing: wsdata = wsdata/2212.wsd\n",
      "(2, 84, 14904) (128, 14904)\n",
      "processing: wsdata = wsdata/2213.wsd\n",
      "(2, 84, 9990) (128, 9990)\n",
      "processing: wsdata = wsdata/2214.wsd\n",
      "(2, 84, 9246) (128, 9246)\n",
      "processing: wsdata = wsdata/2215.wsd\n",
      "(2, 84, 10029) (128, 10029)\n",
      "processing: wsdata = wsdata/2224.wsd\n",
      "(2, 84, 9372) (128, 9372)\n",
      "processing: wsdata = wsdata/2225.wsd\n",
      "(2, 84, 18405) (128, 18405)\n",
      "processing: wsdata = wsdata/2227.wsd\n",
      "(2, 84, 11149) (128, 11149)\n",
      "processing: wsdata = wsdata/2228.wsd\n",
      "(2, 84, 8449) (128, 8449)\n",
      "processing: wsdata = wsdata/2229.wsd\n",
      "(2, 84, 21067) (128, 21067)\n",
      "processing: wsdata = wsdata/2230.wsd\n",
      "(2, 84, 7286) (128, 7286)\n",
      "processing: wsdata = wsdata/2231.wsd\n",
      "(2, 84, 9961) (128, 9961)\n",
      "processing: wsdata = wsdata/2232.wsd\n",
      "(2, 84, 6768) (128, 6768)\n",
      "processing: wsdata = wsdata/2234.wsd\n",
      "(2, 84, 5517) (128, 5517)\n",
      "processing: wsdata = wsdata/2237.wsd\n",
      "(2, 84, 9405) (128, 9405)\n",
      "processing: wsdata = wsdata/2238.wsd\n",
      "(2, 84, 5169) (128, 5169)\n",
      "processing: wsdata = wsdata/2239.wsd\n",
      "(2, 84, 10339) (128, 10339)\n",
      "processing: wsdata = wsdata/2240.wsd\n",
      "(2, 84, 7974) (128, 7974)\n",
      "processing: wsdata = wsdata/2247.wsd\n",
      "(2, 84, 6998) (128, 6998)\n",
      "processing: wsdata = wsdata/2248.wsd\n",
      "(2, 84, 9014) (128, 9014)\n",
      "processing: wsdata = wsdata/2292.wsd\n",
      "(2, 84, 7866) (128, 7866)\n",
      "processing: wsdata = wsdata/2300.wsd\n",
      "(2, 84, 20516) (128, 20516)\n",
      "processing: wsdata = wsdata/2302.wsd\n",
      "(2, 84, 9331) (128, 9331)\n",
      "processing: wsdata = wsdata/2303.wsd\n",
      "(2, 84, 7981) (128, 7981)\n",
      "processing: wsdata = wsdata/2304.wsd\n",
      "(2, 84, 16914) (128, 16914)\n",
      "processing: wsdata = wsdata/2305.wsd\n",
      "(2, 84, 5612) (128, 5612)\n",
      "processing: wsdata = wsdata/2307.wsd\n",
      "(2, 84, 11817) (128, 11817)\n",
      "processing: wsdata = wsdata/2308.wsd\n",
      "(2, 84, 10494) (128, 10494)\n",
      "processing: wsdata = wsdata/2310.wsd\n",
      "(2, 84, 4759) (128, 4759)\n",
      "processing: wsdata = wsdata/2322.wsd\n",
      "(2, 84, 55641) (128, 55641)\n",
      "processing: wsdata = wsdata/2325.wsd\n",
      "(2, 84, 47489) (128, 47489)\n",
      "processing: wsdata = wsdata/2343.wsd\n",
      "(2, 84, 28672) (128, 28672)\n",
      "processing: wsdata = wsdata/2345.wsd\n",
      "(2, 84, 38158) (128, 38158)\n",
      "processing: wsdata = wsdata/2346.wsd\n",
      "(2, 84, 28933) (128, 28933)\n",
      "processing: wsdata = wsdata/2348.wsd\n",
      "(2, 84, 42525) (128, 42525)\n",
      "processing: wsdata = wsdata/2350.wsd\n",
      "(2, 84, 23794) (128, 23794)\n",
      "processing: wsdata = wsdata/2357.wsd\n",
      "(2, 84, 30807) (128, 30807)\n",
      "processing: wsdata = wsdata/2358.wsd\n",
      "(2, 84, 11880) (128, 11880)\n",
      "processing: wsdata = wsdata/2359.wsd\n",
      "(2, 84, 26251) (128, 26251)\n",
      "processing: wsdata = wsdata/2364.wsd\n",
      "(2, 84, 25581) (128, 25581)\n",
      "processing: wsdata = wsdata/2371.wsd\n",
      "(2, 84, 17681) (128, 17681)\n",
      "processing: wsdata = wsdata/2372.wsd\n",
      "(2, 84, 19688) (128, 19688)\n",
      "processing: wsdata = wsdata/2373.wsd\n",
      "(2, 84, 27444) (128, 27444)\n",
      "processing: wsdata = wsdata/2374.wsd\n",
      "(2, 84, 18651) (128, 18651)\n",
      "processing: wsdata = wsdata/2388.wsd\n",
      "(2, 84, 40800) (128, 40800)\n",
      "processing: wsdata = wsdata/2389.wsd\n",
      "(2, 84, 38732) (128, 38732)\n",
      "processing: wsdata = wsdata/2390.wsd\n",
      "(2, 84, 33773) (128, 33773)\n",
      "processing: wsdata = wsdata/2391.wsd\n",
      "(2, 84, 40775) (128, 40775)\n",
      "processing: wsdata = wsdata/2392.wsd\n",
      "(2, 84, 37690) (128, 37690)\n",
      "processing: wsdata = wsdata/2393.wsd\n",
      "(2, 84, 33003) (128, 33003)\n",
      "processing: wsdata = wsdata/2404.wsd\n",
      "(2, 84, 34378) (128, 34378)\n",
      "processing: wsdata = wsdata/2405.wsd\n",
      "(2, 84, 11885) (128, 11885)\n",
      "processing: wsdata = wsdata/2406.wsd\n",
      "(2, 84, 52718) (128, 52718)\n",
      "processing: wsdata = wsdata/2410.wsd\n",
      "(2, 84, 27000) (128, 27000)\n",
      "processing: wsdata = wsdata/2411.wsd\n",
      "(2, 84, 11118) (128, 11118)\n",
      "processing: wsdata = wsdata/2422.wsd\n",
      "(2, 84, 20806) (128, 20806)\n",
      "processing: wsdata = wsdata/2423.wsd\n",
      "(2, 84, 25644) (128, 25644)\n",
      "processing: wsdata = wsdata/2424.wsd\n",
      "(2, 84, 17465) (128, 17465)\n",
      "processing: wsdata = wsdata/2436.wsd\n",
      "(2, 84, 58948) (128, 58948)\n",
      "processing: wsdata = wsdata/2441.wsd\n",
      "(2, 84, 68468) (128, 68468)\n",
      "processing: wsdata = wsdata/2442.wsd\n",
      "(2, 84, 15078) (128, 15078)\n",
      "processing: wsdata = wsdata/2443.wsd\n",
      "(2, 84, 89159) (128, 89159)\n",
      "processing: wsdata = wsdata/2444.wsd\n",
      "(2, 84, 66380) (128, 66380)\n",
      "processing: wsdata = wsdata/2471.wsd\n",
      "(2, 84, 39065) (128, 39065)\n",
      "processing: wsdata = wsdata/2472.wsd\n",
      "(2, 84, 18554) (128, 18554)\n",
      "processing: wsdata = wsdata/2473.wsd\n",
      "(2, 84, 28879) (128, 28879)\n",
      "processing: wsdata = wsdata/2476.wsd\n",
      "(2, 84, 40865) (128, 40865)\n",
      "processing: wsdata = wsdata/2477.wsd\n",
      "(2, 84, 19024) (128, 19024)\n",
      "processing: wsdata = wsdata/2478.wsd\n",
      "(2, 84, 27498) (128, 27498)\n",
      "processing: wsdata = wsdata/2486.wsd\n",
      "(2, 84, 38601) (128, 38601)\n",
      "processing: wsdata = wsdata/2487.wsd\n",
      "(2, 84, 29259) (128, 29259)\n",
      "processing: wsdata = wsdata/2488.wsd\n",
      "(2, 84, 38010) (128, 38010)\n",
      "processing: wsdata = wsdata/2490.wsd\n",
      "(2, 84, 44719) (128, 44719)\n",
      "processing: wsdata = wsdata/2491.wsd\n",
      "(2, 84, 28517) (128, 28517)\n",
      "processing: wsdata = wsdata/2492.wsd\n",
      "(2, 84, 41405) (128, 41405)\n",
      "processing: wsdata = wsdata/2509.wsd\n",
      "(2, 84, 41720) (128, 41720)\n",
      "processing: wsdata = wsdata/2510.wsd\n",
      "(2, 84, 38941) (128, 38941)\n",
      "processing: wsdata = wsdata/2512.wsd\n",
      "(2, 84, 36480) (128, 36480)\n",
      "processing: wsdata = wsdata/2514.wsd\n",
      "(2, 84, 34965) (128, 34965)\n",
      "processing: wsdata = wsdata/2516.wsd\n",
      "(2, 84, 33413) (128, 33413)\n",
      "processing: wsdata = wsdata/2527.wsd\n",
      "(2, 84, 33258) (128, 33258)\n",
      "processing: wsdata = wsdata/2528.wsd\n",
      "(2, 84, 39942) (128, 39942)\n",
      "processing: wsdata = wsdata/2529.wsd\n",
      "(2, 84, 23731) (128, 23731)\n",
      "processing: wsdata = wsdata/2530.wsd\n",
      "(2, 84, 48411) (128, 48411)\n",
      "processing: wsdata = wsdata/2531.wsd\n",
      "(2, 84, 85453) (128, 85453)\n",
      "processing: wsdata = wsdata/2532.wsd\n",
      "(2, 84, 47237) (128, 47237)\n",
      "processing: wsdata = wsdata/2533.wsd\n",
      "(2, 84, 91987) (128, 91987)\n",
      "processing: wsdata = wsdata/2537.wsd\n",
      "(2, 84, 24714) (128, 24714)\n",
      "processing: wsdata = wsdata/2538.wsd\n",
      "(2, 84, 18275) (128, 18275)\n",
      "processing: wsdata = wsdata/2540.wsd\n",
      "(2, 84, 22698) (128, 22698)\n",
      "processing: wsdata = wsdata/2542.wsd\n",
      "(2, 84, 56073) (128, 56073)\n",
      "processing: wsdata = wsdata/2550.wsd\n",
      "(2, 84, 15530) (128, 15530)\n",
      "processing: wsdata = wsdata/2555.wsd\n",
      "(2, 84, 19269) (128, 19269)\n",
      "processing: wsdata = wsdata/2556.wsd\n",
      "(2, 84, 13046) (128, 13046)\n",
      "processing: wsdata = wsdata/2557.wsd\n",
      "(2, 84, 65655) (128, 65655)\n",
      "processing: wsdata = wsdata/2564.wsd\n",
      "(2, 84, 47712) (128, 47712)\n",
      "processing: wsdata = wsdata/2566.wsd\n",
      "(2, 84, 34907) (128, 34907)\n",
      "processing: wsdata = wsdata/2567.wsd\n",
      "(2, 84, 33348) (128, 33348)\n",
      "processing: wsdata = wsdata/2568.wsd\n",
      "(2, 84, 41180) (128, 41180)\n",
      "processing: wsdata = wsdata/2575.wsd\n",
      "(2, 84, 26175) (128, 26175)\n",
      "processing: wsdata = wsdata/2576.wsd\n",
      "(2, 84, 24093) (128, 24093)\n",
      "processing: wsdata = wsdata/2581.wsd\n",
      "(2, 84, 29779) (128, 29779)\n",
      "processing: wsdata = wsdata/2582.wsd\n",
      "(2, 84, 34322) (128, 34322)\n",
      "processing: wsdata = wsdata/2588.wsd\n",
      "(2, 84, 45036) (128, 45036)\n",
      "processing: wsdata = wsdata/2590.wsd\n",
      "(2, 84, 33656) (128, 33656)\n",
      "processing: wsdata = wsdata/2591.wsd\n",
      "(2, 84, 15460) (128, 15460)\n",
      "processing: wsdata = wsdata/2593.wsd\n",
      "(2, 84, 44177) (128, 44177)\n",
      "processing: wsdata = wsdata/2594.wsd\n",
      "(2, 84, 27504) (128, 27504)\n",
      "processing: wsdata = wsdata/2595.wsd\n",
      "(2, 84, 26503) (128, 26503)\n",
      "processing: wsdata = wsdata/2596.wsd\n",
      "(2, 84, 28062) (128, 28062)\n",
      "processing: wsdata = wsdata/2603.wsd\n",
      "(2, 84, 36025) (128, 36025)\n",
      "processing: wsdata = wsdata/2607.wsd\n",
      "(2, 84, 58053) (128, 58053)\n",
      "processing: wsdata = wsdata/2608.wsd\n",
      "(2, 84, 33638) (128, 33638)\n",
      "processing: wsdata = wsdata/2611.wsd\n",
      "(2, 84, 48515) (128, 48515)\n",
      "processing: wsdata = wsdata/2614.wsd\n",
      "(2, 84, 54709) (128, 54709)\n",
      "processing: wsdata = wsdata/2618.wsd\n",
      "(2, 84, 31368) (128, 31368)\n",
      "processing: wsdata = wsdata/2619.wsd\n",
      "(2, 84, 20543) (128, 20543)\n",
      "processing: wsdata = wsdata/2620.wsd\n",
      "(2, 84, 13770) (128, 13770)\n",
      "processing: wsdata = wsdata/2632.wsd\n",
      "(2, 84, 29448) (128, 29448)\n",
      "processing: wsdata = wsdata/2633.wsd\n",
      "(2, 84, 19553) (128, 19553)\n",
      "processing: wsdata = wsdata/2677.wsd\n",
      "(2, 84, 38352) (128, 38352)\n",
      "processing: wsdata = wsdata/2678.wsd\n",
      "(2, 84, 40687) (128, 40687)\n",
      "shape (2, 84, 4747088) (128, 4747088)\n"
     ]
    }
   ],
   "source": [
    "# mcn.data.make_cqt_inout(\"wsdata\",\"thedata_raw.npz\", mode='raw')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## (4) MIDI files -> wsh5 形式．"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "wsh5 には，波形とスコア両方について，パートごとの情報を持たせる．これにより，データオーグメンテーションがとても捗る．"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 391,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/yoshidayuuki/Downloads/midiworld/wsh5/a/a.h5\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/pretty_midi-0.2.6-py3.5.egg/pretty_midi/pretty_midi.py:95: RuntimeWarning: Tempo, Key or Time signature change events found on non-zero tracks.  This is not a valid type 0 or type 1 MIDI file.  Tempo, Key or Time Signature may be wrong.\n",
      "  RuntimeWarning)\n",
      "/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/pretty_midi-0.2.6-py3.5.egg/pretty_midi/pretty_midi.py:95: RuntimeWarning: Tempo, Key or Time signature change events found on non-zero tracks.  This is not a valid type 0 or type 1 MIDI file.  Tempo, Key or Time Signature may be wrong.\n",
      "  RuntimeWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/yoshidayuuki/Downloads/midiworld/wsh5/A_Taste_of_Honey/Boogie_Oogie_Oogie.h5\n",
      "/Users/yoshidayuuki/Downloads/midiworld/wsh5/A_Teens/Mama_Mia.h5\n"
     ]
    }
   ],
   "source": [
    "# ただし容量がやばすぎる！！！！！！！！   17パート，3分ある .mid ファイルが 1GB ほどの .h5 になった．（float32で3000秒ほど, 44100Hzなのでまあそんなもん．）\n",
    "\"\"\"\n",
    "for f in glob.glob('/Users/yoshidayuuki/Downloads/midiworld/midifile/[Aa]*/*.mid')[:3]:\n",
    "    outfile = str(\n",
    "        Path('/Users/yoshidayuuki/Downloads/midiworld/wsh5/')\n",
    "        / Path(f).relative_to('/Users/yoshidayuuki/Downloads/midiworld/midifile')\n",
    "    )[:-4] + '.h5'\n",
    "    print(outfile)\n",
    "    os.makedirs(os.path.dirname(outfile), exist_ok=True)\n",
    "    mcn.data.midi_to_wsh5(f, outfile, sound_font='./mimicopynet/soundfonts/TimGM6mb.sf2')\n",
    "\"\"\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 生波形を入力にとるモデルを用いた学習"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以前は wsd 形式や wsh5 形式などを経由するデータフローしかなかったのですが，midiファイルから直接学習用データをモデルに渡せるようになりました．"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# midiworld_path = '../midiworld/midifile'\n",
    "midiworld_path = '../../../../../Downloads/midiworld/midifile'\n",
    "soundfont_path = 'mimicopynet/soundfonts/TimGM6mb.sf2'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/248 [00:00<?, ?it/s]/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/pretty_midi-0.2.6-py3.5.egg/pretty_midi/pretty_midi.py:95: RuntimeWarning: Tempo, Key or Time signature change events found on non-zero tracks.  This is not a valid type 0 or type 1 MIDI file.  Tempo, Key or Time Signature may be wrong.\n",
      "100%|██████████| 248/248 [00:47<00:00,  3.85it/s]\n",
      "  0%|          | 0/444 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "248 MIDI files are successfully loaded.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 22%|██▏       | 98/444 [00:19<00:41,  8.32it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[On loading ../../../../../Downloads/midiworld/midifile/Beastie_Boys/Girls.mid]\n",
      "[Error]\n",
      "<class 'KeyError'>\n",
      "(-1, 255)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 37%|███▋      | 166/444 [00:33<00:45,  6.16it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[On loading ../../../../../Downloads/midiworld/midifile/Billy_Joel/Movin__Out.mid]\n",
      "[Error]\n",
      "<class 'OSError'>\n",
      "data byte must be in range 0..127\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 39%|███▊      | 172/444 [00:34<00:33,  8.05it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[On loading ../../../../../Downloads/midiworld/midifile/Billy_Joel/Pressure.mid]\n",
      "[Error]\n",
      "<class 'OSError'>\n",
      "data byte must be in range 0..127\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 66%|██████▌   | 292/444 [00:52<00:18,  8.31it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[On loading ../../../../../Downloads/midiworld/midifile/Bomfunk_MCs/B_Boys_And_Fly_Girls.mid]\n",
      "[Error]\n",
      "<class 'OSError'>\n",
      "MThd not found. Probably not a MIDI file\n",
      "[On loading ../../../../../Downloads/midiworld/midifile/Bomfunk_MCs/Uprocking_Beats.mid]\n",
      "[Error]\n",
      "<class 'OSError'>\n",
      "MThd not found. Probably not a MIDI file\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 81%|████████▏ | 361/444 [01:02<00:08,  9.71it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[On loading ../../../../../Downloads/midiworld/midifile/Brian_McKnight/On_The_Down_Low.mid]\n",
      "[Error]\n",
      "<class 'EOFError'>\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 93%|█████████▎| 411/444 [01:09<00:04,  7.01it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[On loading ../../../../../Downloads/midiworld/midifile/Bryan_Adams/On_A_Day_Like_Today.mid]\n",
      "[Error]\n",
      "<class 'IndexError'>\n",
      "list index out of range\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 98%|█████████▊| 436/444 [01:13<00:00,  8.10it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[On loading ../../../../../Downloads/midiworld/midifile/Bush/Glycerine.mid]\n",
      "[Error]\n",
      "<class 'KeyError'>\n",
      "(-1, 255)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 99%|█████████▉| 441/444 [01:14<00:00,  5.71it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[On loading ../../../../../Downloads/midiworld/midifile/Busta_Rhymes/Woo_Hah.mid]\n",
      "[Error]\n",
      "<class 'OSError'>\n",
      "data byte must be in range 0..127\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████| 444/444 [01:15<00:00,  6.42it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "435 MIDI files are successfully loaded.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "train_midis = mcn.data.MidiDataset(\n",
    "    midis=glob.glob(midiworld_path + '/[Aa]*/*.mid'),\n",
    "    size=10000,\n",
    "    sf2_path=soundfont_path,\n",
    "    length_sec=1.0, allow_drum=False, num_part=1, skip_silence=0.9,\n",
    "    wave_sr=44100, score_sr=100\n",
    ")\n",
    "eval_midis = mcn.data.MidiDataset(\n",
    "    midis=glob.glob(midiworld_path + '/[Bb]*/*.mid'),\n",
    "    size=1000,\n",
    "    sf2_path=soundfont_path,\n",
    "    length_sec=1.0,  allow_drum=False, num_part=1, skip_silence=0.9,\n",
    "    wave_sr=44100, score_sr=100\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model = mcn.model.NoCQTModel()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch       iteration   main/loss   main/precision  main/recall  main/fvalue  validation/main/loss  validation/main/precision  validation/main/recall  validation/main/fvalue  elapsed_time\n",
      "\u001b[J0           10          0.71439     0.010809        0.401116     0.0210162                                                                                                     351.003       \n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-80-d096dbec0e39>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# model.fit(train_midis, eval_midis=eval_midis) # gpu=-1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtrain_midis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0meval_midis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0meval_midis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgpu\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbs_train\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbs_eval\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m20\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mclass_weight\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1.0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m4.0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresult_dir\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'result'\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# gpu=-1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/Users/yoshidayuuki/Documents/bitbucket/al4bb/sound/mimicopynet/mimicopynet/model/nocqt/model.py\u001b[0m in \u001b[0;36mfit\u001b[0;34m(self, midis, eval_midis, **kwargs)\u001b[0m\n\u001b[1;32m    173\u001b[0m         \u001b[0mtrn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mextend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mextensions\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdump_graph\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'main/loss'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    174\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 175\u001b[0;31m         \u001b[0mtrn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    176\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    177\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mpredict_proba\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mX\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/training/trainer.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, show_loop_exception_msg)\u001b[0m\n\u001b[1;32m    313\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobservation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    314\u001b[0m                 \u001b[0;32mwith\u001b[0m \u001b[0mreporter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscope\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobservation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 315\u001b[0;31m                     \u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    316\u001b[0m                     \u001b[0;32mfor\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mentry\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mextensions\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    317\u001b[0m                         \u001b[0;32mif\u001b[0m \u001b[0mentry\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrigger\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/training/updaters/standard_updater.py\u001b[0m in \u001b[0;36mupdate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    163\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    164\u001b[0m         \"\"\"\n\u001b[0;32m--> 165\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate_core\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    166\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miteration\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    167\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/training/updaters/standard_updater.py\u001b[0m in \u001b[0;36mupdate_core\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    175\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    176\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0min_arrays\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 177\u001b[0;31m             \u001b[0moptimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss_func\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0min_arrays\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    178\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0min_arrays\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    179\u001b[0m             \u001b[0moptimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss_func\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0min_arrays\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/optimizer.py\u001b[0m in \u001b[0;36mupdate\u001b[0;34m(self, lossfun, *args, **kwds)\u001b[0m\n\u001b[1;32m    683\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    684\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtarget\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzerograds\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 685\u001b[0;31m             \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss_scale\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_loss_scale\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    686\u001b[0m             \u001b[0;32mdel\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    687\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/variable.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(self, retain_grad, enable_double_backprop, loss_scale)\u001b[0m\n\u001b[1;32m    979\u001b[0m         \"\"\"\n\u001b[1;32m    980\u001b[0m         \u001b[0;32mwith\u001b[0m \u001b[0mchainer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0musing_config\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'enable_backprop'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0menable_double_backprop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 981\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_backward_main\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mretain_grad\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mloss_scale\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    982\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    983\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_backward_main\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mretain_grad\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mloss_scale\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/variable.py\u001b[0m in \u001b[0;36m_backward_main\u001b[0;34m(self, retain_grad, loss_scale)\u001b[0m\n\u001b[1;32m   1059\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1060\u001b[0m                 _backprop_utils.backprop_step(\n\u001b[0;32m-> 1061\u001b[0;31m                     func, target_input_indexes, out_grad, in_grad)\n\u001b[0m\u001b[1;32m   1062\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1063\u001b[0m                 \u001b[0;32mfor\u001b[0m \u001b[0mhook\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mhooks\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/_backprop_utils.py\u001b[0m in \u001b[0;36mbackprop_step\u001b[0;34m(func, target_input_indexes, grad_outputs, grad_inputs)\u001b[0m\n\u001b[1;32m    107\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m  \u001b[0;31m# otherwise, backward should be overridden\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    108\u001b[0m         gxs = func.backward(\n\u001b[0;32m--> 109\u001b[0;31m             target_input_indexes, grad_outputs)\n\u001b[0m\u001b[1;32m    110\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    111\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_debug\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/functions/connection/convolution_nd.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(self, indexes, grad_outputs)\u001b[0m\n\u001b[1;32m    186\u001b[0m             gx = chainer.functions.deconvolution_nd(\n\u001b[1;32m    187\u001b[0m                 \u001b[0mgy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mW\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstride\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mstride\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpad\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpad\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0moutsize\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mx_shape\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 188\u001b[0;31m                 dilate=self.dilate, groups=self.groups)\n\u001b[0m\u001b[1;32m    189\u001b[0m             \u001b[0mret\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgx\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    190\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;36m1\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mindexes\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/functions/connection/deconvolution_nd.py\u001b[0m in \u001b[0;36mdeconvolution_nd\u001b[0;34m(x, W, b, stride, pad, outsize, dilate, groups)\u001b[0m\n\u001b[1;32m    375\u001b[0m         ndim, stride, pad, outsize, dilate=dilate, groups=groups)\n\u001b[1;32m    376\u001b[0m     \u001b[0margs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mW\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mb\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mW\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 377\u001b[0;31m     \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    378\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    379\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/function_node.py\u001b[0m in \u001b[0;36mapply\u001b[0;34m(self, inputs)\u001b[0m\n\u001b[1;32m    261\u001b[0m                 \u001b[0moutputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstatic_forward_optimizations\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0min_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    262\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 263\u001b[0;31m                 \u001b[0moutputs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mforward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0min_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    264\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    265\u001b[0m         \u001b[0;31m# Check for output array types\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/functions/connection/deconvolution_nd.py\u001b[0m in \u001b[0;36mforward\u001b[0;34m(self, inputs)\u001b[0m\n\u001b[1;32m    184\u001b[0m         \u001b[0mxp\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mbackend\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_array_module\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    185\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mxp\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 186\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_xp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mW\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    187\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_use_cudnn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mW\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    188\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_xp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mW\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcuda\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcupy\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/functions/connection/deconvolution_nd.py\u001b[0m in \u001b[0;36m_forward_xp\u001b[0;34m(self, x, W, b, xp)\u001b[0m\n\u001b[1;32m     81\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_grouped_convolution_xp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mW\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     82\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 83\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_forward_xp_core\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mW\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     84\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     85\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_forward_grouped_convolution_xp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mW\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/functions/connection/deconvolution_nd.py\u001b[0m in \u001b[0;36m_forward_xp_core\u001b[0;34m(self, x, W, b, xp)\u001b[0m\n\u001b[1;32m    126\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    127\u001b[0m         \u001b[0;31m# gcol: C_O, k_1, ..., k_N, n, d_1, ..., d_N\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 128\u001b[0;31m         \u001b[0mgcol\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mxp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtensordot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mW\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    129\u001b[0m         \u001b[0;31m# Roll n, which is batch size, before the first.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    130\u001b[0m         \u001b[0mgcol\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mxp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrollaxis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgcol\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mndim\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/numpy/core/numeric.py\u001b[0m in \u001b[0;36mtensordot\u001b[0;34m(a, b, axes)\u001b[0m\n\u001b[1;32m   1391\u001b[0m     \u001b[0mat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtranspose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnewaxes_a\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnewshape_a\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1392\u001b[0m     \u001b[0mbt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtranspose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnewaxes_b\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnewshape_b\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1393\u001b[0;31m     \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1394\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0molda\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0moldb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1395\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# model.fit(train_midis, eval_midis=eval_midis) # gpu=-1\n",
    "model.fit(train_midis, eval_midis=eval_midis, gpu=-1, bs_train=20, bs_eval=20, class_weight=np.array([1.0, 4.0]), result_dir='result') # gpu=-1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# BasicCNN を用いた学習．"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "BasicCNN は， CQT済みデータを入力に，ピアノロール(hold)を出力するモデルです．計算モデルだけでなく，学習用のデータをセットしたり，学習を行ったりするメソッドが付属しています．"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "model = mcn.model.BasicCNN(input_cnl=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[load_cqt_inout] train data loaded!\n",
      "    length of original data (in .npz): 4747088\n",
      "    number of data (== len(spect) == len(score)): 4746960\n",
      "    shape of each spect data: (2, 84, 128) float32\n",
      "    shape of each score data: (128, 128) int32\n",
      "[load_cqt_inout] dataset_train only is specified. (If you want to split it to training and test data,make the optional argument split_train_ratio (default: 1.0) lesser than 1.0.\n"
     ]
    }
   ],
   "source": [
    "model.load_cqt_inout(\"cqt_data/thedata_raw.npz\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "sum_score = np.zeros(model.score[0].shape)\n",
    "for s in model.score:\n",
    "    sum_score += s"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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dzrf6S6QnXmZLIrjWkkOrT/jBGjCVN8M7+ha/0QYmXxdP+1w8ztAR4rAcn4Xt\npkw8kpkzbNvci2AdzHeqJXy06EWdO9rgsY7GkrRLabTSGPwo13fwI8wbrShyYQPi07V4W6GWvTdw\nvLa2TgeiqIWvRRtvmH92+pyOeTK5sJEcArre2M7xz1ia3htvuN/+WjStv5SGb0eWQyuSa9E1zOkQ\nENPmNN7xzeWN2rrVTzbte+fA+h4fAcdblHPc1/guIGw6X+2N6UlhRmvp+tm60fpcBwVq47iuU/no\n5iR1ZiMeXYs2z2za6aOprojvuU0LUeec21QSobXjssXH3CyBRaD8qpkosvFTiVaeb0POt0QH5jbq\nnAS7MIKb8rbphhe+53XX023NGM21lczQaNWJdSbSw3NgfVdbOr5Vd3ybQUQGAD8J4F9iPGTsvQBe\nqKo/5dI9FcB3YXxA4dUAnqiqb5slfh8F7r9KSqjle8pFuixrIj6Xt3rZZqIvinI6jEyLU59vcrMu\nJ79cVlLHkPH+4KyCnTiSDeFcPV26qM5WlwkfAb18jerO96pRcKPu1WicrPzcqLyKeiiBUj5fh8SP\niEIsT3Ym4ppUoCup22BQFwE0dKbi1900mWsqW3Waj+WY6bv6VQMXTVUtDaxiapEqSG0v0PHTepmt\nSmJNkoioDokvDbKdDKQzE7ZIHl4v1vVba2M/SmzpLkfyuUinz3bTXtZrOtiKgAety5v0k9S/1fp3\nQOeSTXagbYfjI8HZo01HpcDx0T5GUBcO9jHm+HcA/g8A3wHgbwF8HoAXisgHVPX/BgAR+VEA35/S\nXAvgpwBcIyIPVNWPNSl/igJXJ0fCHw97Y7QZuDnHZ/n9W6aZvsrooNjYVGUhdgCiwLAaPxFvq9Q5\nBgWOjpPzc+mQ7oeOD4WOuHTMTnIMtdMwIyhTWlz/Vt2TvRpXz4O6RyNvNu6tPpUNzmrSzjLUmYx/\nEYUcrTAMq+QAV1AVKIbaB60G6PEArIbSbllmMtWBCFF7D8SnH+iYLIBRjvZW+jx4s4/VX9NL3pWc\neXFYMqRrKuM1FKc/kAwmbCenrymfroSawA0IdgWvY54tK5OdDPOxtt8G/UXpfmUD/DXSZ7sW6l1Q\n/uB00eppvPPfKyH98PI5F47vCMdnNp/+OT5a4TQvQu7D8X0BgN9T1Zel3+8UkW8H8FBK80MAnqaq\nLwUAEfkOADcA+EYAL25SvivG+JANaAtLntFhGtFzVPZ3a/Bj96IdW/a3n25jh8AjTj5w2DsNcfci\nWuLScdrRekf3AAAgAElEQVRIXlGd+JrfXRfVPxzJ0+9oN5t95tqG+Y2+fTl2L08XSsz3yn3M6M5t\nNIng6+z5jYxlNrYyzVfpjBlgd2+VMtg1Pw1a1Z/yKX3rGNCo5z9qx20H+759vG0X+iPamJL5iBxF\nytfSda+70VSx10muu2/DqM8huA84vaK681Snr89dsHesjo5wfLS541sdCbrj2wz/E8B3i8inq+pb\nReRzAPzvAJ4MACJyf4xToK+0DKp6i4j8GUan2XZ8ZwX4mIzGIXeMhkeyTjILdcpNnSpPp6DurPxn\nzutGqHz92EVEHC3w99mjUqaiRIOZntYdy27wdCkAH9Xl2bTJdKkE4nFGZbCID0EdGnS8Y/eGzxni\nGALIUBxAmo4cfQdlGoR8iWKVIyhknqvpO3Y+JuNoqtPXReEMl69zopsdlk7rJyZbzhvrsJLhV5qr\ns7qoju1iAYMcAThSaJYB8UqGflS98aaf1Qe8rCZsrcfE6UuhIe5jCS3SokuV82fkvhPJjeRqU8dV\nXzPhSRlEMIksZikDJwTtaGTgeF5J2mEspVwr60hGXfUbt24/5c8MXMDYh+P7WQCXA3iziBxjbO7/\nS1X/W7p/FcZmv8HluyHda+JodQw5ezyXJKHdY+M75P0GrY2GCo0CqRe0tvwPrjManYiLqhwUZ6cA\nVqtppzsLt31fZzYNmHEH8esctx+FWt05wlpZ56cCqpG0M1BWD015Wxtk0vfaoUn0zKDxf6Rl44Wf\nqjP6LJdcXy38TTYeuIHDyuWN2r0VWXC7iI697WiNN8nyMcvtJGQDHUsnSK8oEmBFzsvqZJttEs8D\n1WOWEzPeK/thaLRYpE+cz23eiaZjy4ALpS9R1yz8ROVT3436gyYVnqPBbFsbeB0G6p27Wc6aAiQt\nNBQQ23lsu9GJhp5dYYk1OwmOMeB4i91J++brfGMfju9bAXw7gG/DuMb3zwH8RxF5r6r++kkIX/YL\n340zl9fzA1d8w8Pxid/48ElaXrwXaP7N3/zJaaXubPmeDerZaeXfWgaxYmV5+qXkKbNSd1YFJG+U\noHTOmEoy4KI2/pS6niniUVhkJJkjrkPmMaVhwy5QiKaP69Tj4NjVx8qjOmQZacnLvOe6TMQi+QMo\nJPObcqRRtELyGljFhwq4haxtrezsV6iuvi5RxKI8gOD2YodIeU22bCij+vpyfZpKZsx/chR540re\nGKXjktVKx79B+i2V5lLR1D9sXZH48P3IMVjrDX2K/MZ2NL2ZyMGlqwciaX3SlV3Rd2Lki0o0ImR9\nS+lM1qKrenxr8oeNtWSUcY6sJacTVWAQ3PSSl+Om33slFQacveVDuDXkZHc4xhHOdsc3wT4c3zMB\n/Iyq/vf0+29E5H4AfgzAr2M8llUAXIk66rsSwOvnCH/ds78Yn/TgTw7uvKb6ZR1aURt6xQCFYJWu\nrjDkjyFtiaho8L2qI/trufyRNpfh08xCCx+TCCRIJ2n4qTlXqaP/DJkPc34Spk+Vw4AVjvQ45KdV\n9+z4Ag58/SIaTOvY5CfcjsSvDFO+gdHAuXrNlSU0iGnKW6Y6wXKI4e7KuvQmH07HMk81CoKwVZLq\npHRdFVmL19PaYxiNUs8iN+4TkRx8jQfqYb7uTSpVv6pDLSXKJpk5TlbBnUhG5d7UHhzhGIOuqvaK\nbIRghUGVZAriEsB33QXyXd9Q2lSB973+PfjNL/yrkJddYYUjHG9h5ve/7eb8Yh+O7zJMBwy2xAtV\nfbuIXA/g4QD+CgBE5HIAnw/guXOEb7ntclzykXvUF8V9px+5Y2hR/dFQJtMhgOqAFY6qzmGRTRkN\nU8THnUy5pJWzl9z1R+M8OksyWHM+0EeSVv7EECvxWwxVLl/ZdEoV8dWBSeieAACDKo6wIhNZh1WS\nR+Y1PQjSMk1xP7keMsp5qEqMHd9KneNLkU3OKVLV3chM6iWSZeUDiVLaOnmD5MOV1qkzyukDPVJX\nVgNsJCse/TpuZsMGHVKnt3Zyrct6YrS8XCvHp7VMJyGWo2xuxDuNUVbETxQ8yvSe8ZWpaCCjKkCU\nrIul9NH5VY8LJYyckj1IAz/BMa1yjHdrx5ecXNXe0wGO5PzjtVs+tu947yRTnafb9e3D8f0+gB8X\nkXcD+BsAn4txY8sLKM2zU5q3YXyc4WkA3g3g9+YIv/H9/wx3uu4z6ykq/kwgAE1LwKaphvStyNu7\nc45qilHyvoXSfyrLmqfq+Nr4Z0otAh3KNFtOo3V6Zrk4Plc/Tk8OpOI3s2K9UOxWdnwRtKqdGwho\nfTffE9SbQzJfZdABdXU5qvleF/lY+4iVI+V6bs803aQTmbq6s6yc7Kv68Y5WJ++KLskoWdR2etaj\naBo7QC6F0lZT8QaaAleeNteSvkwtFhRbLlUZ2Vm4dvR1LzpW17kMDaaRbW53RckY9OEyJVsJJPM0\nqUTUn6TkyaXZuMBN6RdyUk33V441Hd3m65Sfr3QDwAl51+4fvWnuHWu7wRjxbe74Vt3xbYzvx+jI\nngvgkzA+wP6f0zUAgKo+U0QuA/B8jA8o/DGAR84+wwfg+g99Mo5uuX9aWNbphoPIjJpBEpe2dfKC\nXWNEW5F9OuvMK2dNbVOJYNyooajLddv9szNhGuz4/KMLEb8Gb4g33EQmTCMy0nQ6ivI180WON7X0\nR1O6UYBV1cHyioy7Ge0aW5dWG1jdWeaZN6cznF4xbk6AkvwCHfN0mbcGXUsbDSgmUHLqkS5G9bL0\nS9o9chqgsuZ4ndWxGVl5BxXJy/NNfanwre0dxIJxNyXzPbdJaY6fFebfekLpZ9s0y0tw/OEPNoh1\n7Bs7d3yq+mEA/zZ95tI9BcBTNqH9wCveiLvc8/Z6I4Epp1jU4keEyWhwh3HG0gZ0CinRDUc5UQeJ\nIgZbzOaLYmxIGa02Rqi2mF9NZQW8jqPLkT9No/wydUZ5He3Z6GqC9hRSxVsyRjme4E0JEwMnaZdm\nHSlYbqVfebrJ2mcoI/EcpfsoAchtME61mSe0qW2bCiS6pDN5iirLVyeRSa1jZcoNma7m5+HN+1dT\nduTheepr2n7Mk5RNSrmiBK9L/FuEnraZaf/AGdkmGUn14tXjkq2eMQkjKCezqd5bOxmXUqKyTAVY\n5Y1OdJ15SxGVcVnXPVXSIjnBZGNWblNqK54aV8W4o7a0BLWJpj5WVpVDkN596Ma3zm9q2AFWW051\n7n+/6fnFQZ3VefUVf4Or7nkz/KJ3sZG8KG/Xxo45fyhFMT1L1yAS8YBCPCRUGeqNBEG/CGkERq6s\n16ROnhzfMNPhZjtjk48F6XN1xi4/1nAVimzs80PVPlxWMatjbRi8ISm6X7goa0tHKVeRau1ikPjx\nZUqQw5fgeS2toWVgBrOzsTx8Gdx+Uw5quYXCbUokObAGHy1yXh5DmjgbSD9X1r8gE13VSc1Iks7x\nDelCU6YwI16HYiahI9pEUzapWJ8O9F+mm7UiveJ8Zkv4mvVp65Ojmzme7zs6yvb66967d8d3FsNW\nuzrPbjo9dGA4KMd3v0uuxX3vcAvKLkZU3xG8ofNgw8iOz+5tFiVZmUydKbUNfjFOVqbnmimVeMD+\niqZX7Jo4Gq27dd71dVdHg+sQlVjMVL2L1ht7HwP5MlcNJ1DKNedX02Z+ijH1htkGEatMq66P35Ij\nRG3Kx/i7DV9jrif/XddX4cuMZVEerfH6VqiwTGrd9Ts+zfFNBwIlt++NXjemtWMq9W5or08WvUR6\nxq7O3DPL32+ysfzTgddUNyNZchuwzkjlcgHfA0qNB9zxkn8M7+0SK5zZcldnj/guGNwX78Cn4/0w\nJfSfATpR8HXGgTtV1KGWOj6dqPzUgLNj5Y5SOvpAhqN0OM8vGxfvAOvRMBt+L4t5J2M1iZzyEgdl\n9Y0M+FybsCwZkq4CSLFcPDKPBhf2d3FTq+wYNVMuDk3yvVh/yrVIUwqNIqv5aM3rWC3v6vieTNf0\nhXUqMsJGnd11tM0/qqOfQSl0o/4Va0Wkz9GgKs9ekHPzPB67jRrcr5gvo1McUelvkezNabLelToU\nafEAodigoSrf17FtPwTAh1ri3xm2n+rsEd8Fg7viVtwDHwcQTwVF26fnXF/t+EYadn1TKATHecJl\najR8maXDHYPjE5+mzuu3htcGv0ztFGMTPZNYzH/NDfNo35s4Ps/v1MCud5T2HTniozQKPU5G399v\n5fXcDtkcrCqHZxIfcj0twlsGNoTs+FaNKIXrXNOQXKc68ix14efN+FpxfMe57cc0nG7O8RUOxzQ2\nIehnJKa1kInm1zL3ziSqN/cFb3ytfzHvViLzZbSsnYOJ1qq27PhiJ187vjr3mMLTD6dXHe6K25r3\ndoXtH2foju+Cwa24K25OJ7tOJyPjqbt55Suppx2oHrFGObms4lyK4/PlzDmyeHS8HN7x+RG3H4tO\nuYrG4H6NiJ2sd5S1YTaZlLE83LW4DjVvBcXxKXwEVRvTKTeF75LeZgemBras4LEjm+N2bsozMqat\nOpdrY+rj9MbWOrIv8ptGINPBUzSgW98GhW5tzFuaUmtXuWYUeRLTR+Ca+wzzZLFamVqMZwys5QtN\nob5cr+pye8iEYt1W5jRrWc8NGFqy9IdolGu37v3clo4WDsrx3YLLcTPuNrluSunXAOzqOkdSj9TN\nFJbvOH17q4BNQxWuyki47rwjbduIMazhtdXxi9kfuR0a3LX5nq5GaCWBYgxGYzq95uXm47xomimq\nX2uKJVpfYvrT3YaNjU7OMUTXeAq65fi4zpHhjtIf4TjrWKlvbEyVuLFyyvWhWeclUdIcePBUz1/E\n7RfxEcHiuDqfOeeyacUi8eO8TudOQAlkxNo2P1iJdWB6z+p+XNHzcoycJrv7fOpQ7plFvgMUHzwH\nUdX2R5atzyMiTwLwwxjPWP5LAD+gqn8+k/5LAfw8gM8C8E4AT1fVX3Vp7gbgpwF8E4B/gvE5739D\nb/vZuNwIB+X47nnTDbjvDbcW+2I6mzZ68bqHpRGlkajPZz/tTMe0Ywuq+R1nYiftV/k4qpgidwBJ\nnaPahYnJWY/F2Co9TuHKlHo8nctKW7Y18Q9gLM+eBXR1rh4FqElVafw4HgBkZXVIfEjd+au4J5+G\nnyIH+l3Jn/hQfjjZtdF40suqPvkm59UsZ7tW5FHqanJC5jGoSz4xJEWP+clzjyBSaL13Ll3Mxj+/\njaA9zMkRhhR+rRK5FYzXLNoS2xiN7JTt8rx/zjSsDU3mVftVGbS0t6Kc0eT0TtLjN3y8jXG7ojM4\nTUYrofU2DaQkRSpKzyxUbRHpNunY2N6Fnj0yIgBEVhhkVb3DMHOcdZD7tZTHpmCiGEabYo8eoda/\n22/8SLshdoTtjyybd3wi8q0Yndj3AHgtxkNKrhGRz1DVm4L09wPwUgDPw3iW81cAeEE6w/nlKc0l\nAF6B8VjLR2N8Bvy+AD6wbbktHJTju/eN1+PTrj+q358G0DvvihHLH+uM0TWG0nUdOyrsRHlvrHOW\nBaPobHu1+s3Or7gzrR/w9WUy/3bvSOoH41ke3gDxCR9sDL0MqnITd4rxYe6VInw+ytWlordCfLoJ\n18meBzR+XLrw1BWTbX59Eeo6rUgfgofdI/nmAwTKKCV8M/k0Rpbpe+6C9HkARg66ifxGDSK6Qjam\nVT9wgzKGQqrDBrI85uDbzelPLo3b1R7ytkMKgKqtqtNYWI9TnUbRlDTVc4TRwRAo+XzbTp7zdDpT\nid3zIygnBR0DOCv1O2OjfuLpJ33IbSWcdHxe+MPv2//OSb8haJN8a/BkAM9X1V8DABH5XgCPAvB4\njOc1ezwRwD+o6o+k328RkS9KdF6erj0B44EmD1NVE847T1huiINyfHmZVtLwDGiOXivDFEU3LZCd\nKaMzojVJXl/3UyHzqdvlz9H1o+kmnSVl+XRNw72W89lyxLUXTwmZD87hYTIgVZ2VR+oBo96QqUDt\nbNRAFoVGMFiqULdoJKDx/qrw7JL46VbO12ymfMSYf2ZVxvfxZc79LEAdHc3pbjsNyaRRl0meJX3M\nyTjLwvRDfPKAvvt7cpA7LGpjGcX9Z7aP+TucPY0E8+A1eEhYI2qu3y6Z/j8p9rGrM0VmD8E4JQkA\nUFUVkVdgfKdqhIdhjOYY1wD4Bfr9dRjfOPA8EfkGADcC+E0Az1DV1Zblhjgox/e+T7wC77rqTnkW\nIxvT4D1geWrFRxf+Gv+mbzs5wt6TyVNK1kXK9J5WV0t5PG1G70WQYjwmDiXzUKaxNIciQdJ8mgXl\nTSNiK7uSg5b6TehWZXvedHz1SssYhcwh+7JqCldp8wIdFiz0vsPy+pk0HWhySG1ROTQ+0JimD/1U\nZ+FXM40y1Sl1Gqcrli6US7pmJ7jwSSbj2lBZ+7Giil60MR58XK+XqhY+LP942HrtUHMdjV92Ol4O\nRWIA5coqn6cikeuW6fIB3Ra9DRa50yAgcIzcToWuTYlWIp5CjEI9qMruziKt3IBl+aGqO/G10nHR\nQYF8+LpahK2UR629XdtWgyySVzjwUlz//tsAvCOo3AWPKzDG9NE7Va9u5Lmqkf5yEblUVW8H8KkA\nvhzAfwXwSAAPwHjc5RmMR15uU26Ig3J8N939Hrjun9w1j+hqc8KYP8VkCTRTQV0WdwDR/MoXAOnN\nD0MmIGb2RImjYqTaKzz1A7eK9qYPTZ01gpXvLuY/wg0ZXD8Ug5LrsoVMhyzJktemYNTJwm8qYZlx\n2nrTUaHv88TeOVifm/HiSjkivZOqreoNELbBoXZMa89hAVA2WLAPtrqxrOycGqbP7dXqJ3Uae/yi\nvSko0l3b9lFzvolM6+1Qm/VbndSvllG7XWqHP8Laytp5QP3ohz+vRyFJh6n/afmqnKITxQDFjfe4\nFft2fEseZ3jli27C//eiennswx88u0+2WhgwOrHv0XFa4/Uicm+MG1meNptzQxyU47vyz2/CfT7w\nofGkff/aEjeazUrtD9EFUPWrusfkv01hq2kTWu+wsscRYOpcdp5kGvlyxJUjSGfAW+BOWV4RQ0j1\nar1Uk+m4C2V9JHJ6+dVpdWRno+fw7QAevkid0ltNDCxFTpkDKS9XdXITaLVuJzn6oXjHzmf1651S\naGS6PuqfVKl2fEYHQnqRrvH6bTaV9AaEEi1RmS4iyppiG6xQ6GadtEBDLXoueW19TgYX9fPH0qC0\n7chnzS/X36Im5mvSD00vgyiP5WLpKvmjtGWVt6FzuT2MT2p/vyHH67vQrAoUWMkwvtyYaE/yOGeZ\nd3pS36llFvMvAnz4befiOb71uzq/5LFX4ksee2V17a1/8SE86SFvaGW5CePq55Xu+pUYN6ZEuL6R\n/pYU7QHAdQA+plqtqr8JwFUicmbLckMcluP7XzfhPu85qp2cbUTgzQvW50wZbZnU7tt1cgLRppKJ\nf+QT2vOrazTPWOkRgCMZ0xwnCjIquWb+1nkNg2ZWJ/lW7rNJEGYbDyI2jG9fcZKzzJ1qD9QDCOY3\nRZIjLclJ/WhEOLsZ3xWnoKL9Jh7Xtmr3zqQPtTezb6yFvGe4HKyDinHjj9gAp86X6ZMu5iQmG9ZF\nS2AHftMns0ezxKridDKVs1IIbzTxepPbWzO9/OaLlZR0XlbASNfz697mYHyGuqIom4FWUjeud3wt\nGnzZ5KusP8hTsJNmpXuWd3x7iDiivmCvp1K3baCvk7bF2I9uvuFcrPHtflenqn5cRF6H8Z2qLwEA\nEZH0+zmNbK/BOH3J+CrUbxF/NYDHujRXA7hOVc+mcjYtN8RBOb473eljuPOdURsd/iD4ts7NHciU\n3Rmv3EEC46fWoe1j9Cyf/T5C/foSx2PUf/1SzySI88bUOqo31g2jLXRPyFGouy/ceavM03o05R05\nD+M3O9GYz0m5fiDi5UJ1EW5Hax9Lw46PnRWX23J8tV8u17zu+J3Dvk6sO77OXhd9+dE9Xz4w5UdR\nZAS6PnF8qPuGf71RBKbL1+bkYTqXvoXL8HWI6olAByxZqlPVl/zrmRjk8PK39d9WG/r8ns4x2jrk\n22oA7nTHuC67xB5PbnkWgBcmR2SPFVwG4IUAICI/A+BeqvqdKf0vAniSiDwDwC9jdFaPAfA1RPM/\npzTPAfCfAHwGgB/D+P7WReUuxUE5PnwWgE9319jw+vehAbWj4lFqy3AHxkclv41kYgBzRw6caMRj\nfgMLD2rNCCcHGjo+B0UJiPLbxRsRiwC26bBUT0r+YVUMR+i0EFxvOUSfj3/z4CNCZADJ6VmdKx5o\nMDF5uz2XeUR57N7coyMGdhrsoJgWl+Wve4fXKicaQLTS8G8/mPADBnZGcPe4zdcZ+iWIaPAAxHRu\nGL8HG2xF6T3NlHcVpQEgx6MeV7yz3CP99DrA+tnqy5zXy7E+VnVaB857BOAfpvXYNbZ/Ee18HlV9\nsYhcAeCpGKca3wDgEap6Y0pyFYD7UPprReRRGHdx/iDGF48/QVVfQWneLSKPSGn+EsB70t/PpDTr\nyl2Ew3J8nwbgM9EegeUpRkxHv/45Jm9A+fkmXquW8gkd0NBwVjMQNzIVRX73bHayPg/IdpHxyDvo\nVDBUb8qu6UsyMgN1ZCtHj0fDEdo7bxw4YhGUSIsMW8R7xszUVxUpuHQqwGouUlRHNjJoUVm+TpyM\n8zneFjd3FEUb1g0Y5hwy0/DTjq10nlzwXF6Vfm6Q0ooG5+qZ+pYeJd1NMl0iyzzQayQOZyvmplxb\njs/pc6gfUZ/wutusBIrj23aAcYFAVZ+H8YH06N7jgmuvwvg4whzNPwPwhduWuxSH5fjWGQJTOj+C\nBeqRbTQyZ8dHHcAM++A2R9hHV6UzWlTSitByniOg2mG2sq3wdee2CK46PCZyeom2bTyYlG2OT8Zy\nhlXNZ/TgdY6uLGowGs4wB49fzUctrWUN7/h8G/JGFmAyPTxrPG1QtI63aEDEAyh/UMCSKCnSxZYO\nRhFrxCPz0YpKfJ7oNxlfa2+bfVCM5bQcjaaAwPSVB1dNHqz9Uhl+ABgXhGoKs+VTwtkOlpENfv09\n442/gZqWz8c6wbS8fYnKsr+jqeI94BjbvY+vH1J9IWHJ6LdlAWdG9gBqh8cbJtKiv/ioMDmgvLEl\nGYAVdwhHP/cPdlgAxKYqgfEt04MZBR2/E/9Np2dVbNXdHDJkdLKug8tQnKPRWbnRNTvhDN7sQ2Xl\nj48KNLiG6f28yYL5PIM8XTlxwHNgh7puY07k+HykENV3nW5ZOkPEhzfcrfrZzIWP1lrlR/bLla0o\n7Z1nBAIdYKwG1sfxObfhWMfpxhmwg5QlcqP1yKWOdZZWkzH3mx2Z38Tj0RqgcLlR2bOjtd3geMvN\nLdtMjx4SDsvxvRfAXdPfLUVlw6rBdb4XjLz9LrowyuMs7v7gR4f2pxkRARR06oOgPNwNQAat1uzM\nOIjO01iKao0xjbzzGh/JR1z9K5vCI16/iSIy6FbPiCFuDzIQeROr8XMEDGnjQa5DpAOcjw0ltze3\nmTdac9EZUG8IYTnMGT8vj0jHvM76v+HSR9OUUaTY0mMXvU42B/E1YFLPgaf4E62sR5EM7KdFe6Q7\nrbVpgOrJdKM2azk++71ubXkOvh3nosVIJ/mbeXzvmnJ3gH2t8R06DsvxXYtagVqPIkROzl/3xjpS\nZm9AfBm0c01sO3g0nUKRVOFJp44iR5RaDJJz5hMafkS6Dk4m1ZZuumaPI7JBqdbzIt7nNg75qWTP\nE+80jHhiPrwO+Db1TjkY4Mw6nkhehqUbQnxdIx1rydIPBnz5kY7DXWc6oY6VuuTpTakHQBMdUFS7\nQLOup7l48XIInJGfKs91aq2DWjrur/5aq22Zj23WKz2fPOg4BiY65OtrPPJ1rsM7ZsrcEfr7+GIc\nluO7EcAl6W82+GwgvJODu95yfFF6xDTyQjorP2+r5/SRE+bdX9Haote51pQhMO3koOtzcE45uiYR\nj/7j7lfFeqfIn6hMjqa84+MqGc9+0OIdX2R4mDcJ0q/qJOtk1ITfHQhM29Fk4bfQt9IDZao1cope\n3/xAbnCDF6NlEZ6Xu2XlPsLR7oC2HLyx9/d8nYyXOb31zyRyOVHZno8Wbd+f7Jp9b+r4/IDcOz2r\nw0b7ELfDPl9LdMg4LMcH1B0t2gjBxnYdDT8684akMW1ZGclohMfpvCFqOT7mPRrdev59p4o66C7A\nHdp2D/qIy0dOLcfAzs1fB6bGrEXXRxXeyRmP7Di8PHyZ9nc0+OH8/tvSedl75xUNpGzdMXJwkZP2\nv71xj8qJHCobcI5gIx4Z6/Qu4m/uY/AOtTWQ8/eiPtlKv6RPRDrC/ZUHSa08nr9oqr3jvOOwHN+6\nkXY0uvT3IsULRvvV6Mx3dq/8oPzHwTXvAP26WMTH3AkrrWjNO9Q5tKKglozY8XE9ffqoztG9JbyZ\n/G33oafNdCPHt8QRs7Gf4y0aoHhaLePsN8RwPc35RY/iRFF1ZMznpvHmNvT4dprbcbvuno9kPc9R\nXTwfUZ+YQ6QTER9zzsbL0A9imaZvA5+2NTiOpqXPEfb1Pr5Dx0E5vne9Bbg7ncvNW/8VqJTR27R6\nY4jTwUYkYTsoAZS3IMlMtmD3lm3E0PSZjcy0pOcTVjzCXY0B3ajPV9lkWh/OxP5dyTjoCvn1aLbj\nNftaH5mRQ9B0P3q/HRed+UgyMPomH6Obq2wyA7WzT6cIm5lp+JvZvzhDx/aOiRjf1avg0oaP/O5Z\nV19rA1tbs007k+dHU7roWbbwmrsX7YNincx6itJkQJFrZLQ13R9I/gNqvvOOaMd/dRSo8ZBkPRCv\nkZ/P9TC5u7bL3cb1d/X5LUviZ0gfMdmgplv1q9mOVfhi3ryKvesD2Dv6Gl+Mg3J87/xb4I53KMbR\nB1He6fn7K3HpGTr9aSdFWHruiFEA5+lkX6HkE30HoQ7k36c6+M7l6c7wbx3Uq+8av1u9YNb5j5z4\nGMAxOT4OzCa8sLVBklXD8VXLbcaH1PVlI1wNxpPsuI19uugo0tyOAU8TObvBhC8n64JQgJOcAgc7\nTOB+Jl0AACAASURBVD8be6WBA8uZ20Omust6Wl0jflYS6wy3hWDkIQpwovGXpTvS0vamB9wfWZet\n3xy7fmVMC8ajMv05E37/D/+9UmpPo5E+xrRNUKwwrQ+3mZ1sN5l95g7jym9BA96YDwB458dmCOwI\nfVdnjINyfLd94iX48GUDxpeytGcR/L3ISWmV2pRYJzTGb6FOUw6PLmn4jQIF3MnGtA2Ln9PrpJNH\nnWu+40nVT5c4Pqu7v8cGgDmPjnicm5llnurZKKnk5pdQzAew8WPwDPSQqFhbcY2N/7MAjt39uVko\nbyT9y3Zaesd1GVLqsq9Hc32Z76h+o5Es+ln0rtAw/WReIl2P9IkdT62n5VqkayNNybO0R5Dc/rYy\n4AeKfn9Maw+OPa4p6YrJzL69LqxS/UE0yiBMJ2UaLe7vpjPs+MLBsZNVpOvlHSNj2/lBFju+2z6y\nAm76eKOU3WAfL6I9DTgox3f5Y+6Ce9z3UrDaRkarZQzqf8e/xH08nUKrvKNrqJwE/1W/PoidCqrv\nGqVshTdQdecq3UpyzjqVfxda3DmZtq+7VlQjzkdDMa1nq6sw176U6bv2jGbdSpGhYaNuRtEMYV3i\nSOsYkhyfTGhEqNth+pa5SO9ccFBRKbpTv+NtIHn79jYzyRrPr1Oq3xCHTJelpyHtug7esflr9S8h\nOY+UJTmpqc5IpcvskMu78kobm2Oyd+qZfExL+K16kure0sXS9krOfJXeAlm00WyF5P9qCcYo6cqA\nZHw9VGnR6RCbB343vePjwNNuXlPOyXB2y12d2+Q5JByU47vb194Z93jwZZVziTB9PSUbLnXXSoca\nAmUvCi0YoDjCcZXOaJRyI/MfcVQgEzcdpanLqilHr2VdvkPAy2Fdp5+vTSO91OPsUuo4Is3GS81w\njfX0by+PMMpmlQyQZMc3kEsYoGm9Y/0rYCO09GMd2CkZjfmX6hqmL6JlqZVale9CV1z6bWpsFKaD\nKe4To0uKdW1d6ca9DYCAouPHqfYAUp9bZbdSDzTb7cl6bThKk3/lhbc6kaHlnbMHZTDGfV+qFywb\nzy3c/fW3793xdcQ4KMd39z/7EK54/8eQx8etobegvISU7PjkBaJSlN+OB6vsRvq7jEgVg+UxUjaR\nnz65E7q+OOZpddHpOJ1u5e98wgstzIxOxcUJeUfBDJhuWogaX3wKq0glA2Zc0w6E0A2EoaqU9sjF\nuoiFdilJqisA6Erqs0SDQgWUXgFVH/GlaVAZHXB5D9y0bl42VoCIjhuOuG6RAAKxjy9bBWQY5Tuy\naoplbYoSvpJuTgZreTfKKFN78bFqkbFa3xCeeFuIYO5XYW1Q2sjPUVSabTK1/uBDndxF6qh+/H8c\n+fALakU1DYSc/mvdwvxltCTvFhsvD6IYhJ2hwl68q25BWfyiZ6KrOspDmF9rj+SeSXIsyIre3d66\n/7ec912dMQ7K8d3tTz+EK95ulgG1AWLlHOhTZovq+8kwYEA5HcW/t8/+ZtjLQa1MfvjWGa/KCEZ8\nVDdnbinxyHUlHisKA5Y5vsyv5t2TE5nyTgNDuhae4xjJzPiJnELORPXjb37Ga25LvWJiWHwJ407D\nVJa1W2sbu5czL2K29K7V7pbG7/7wZZkjPgIwBIOk5CihRkvoOmjnLRlwtAZbAbgfsL223R9eLtWf\nzvENqOsVvaPSg/vcCuXtDbnM1JZWX+WMjgb370mfdjJJbZFfXJzaWvyjOzYQ5sVlGdNl3ZKpSlTl\n0KEBd79+gwHJlui7OmMclOO79J1ncccPYhKRhYbK32NEq9NmZP32O18WGz1vmOHS+sgh6hH+26fh\ncnjXAJczuHy8+u9lwN+uA0/4MAPbcnyczkhVhieRjOTp6qpA5fDMuPB7AnXlSPAgP/mD8Jk5cXxZ\nOhroWF2qaJDLSXWu3kAfRAP2nbeyA9UjCtZWuX4sw5ROuP1QeK/SDjXfWXeHuA2a8Pd5ENcaDEQO\n39OM+pZ3fHN9k/U0Shf1KV++1zv7XQKyugxzejxwDhxfNUiJZN1y6iwHBe5wDh5n6Ls6YxyU48PN\nAGwTVKRcrc4ZdUzOw2DD5h0p5/VbRS0vD5T8SJ5ptToNGcCqkx07WnPOLdoWyh2Ynd6Krnl5eKfo\nZUFO2WZ8BcjnloYGoWX0SFZKjiFXjxzfxJFFDo3b7mgczQvLyhtiBVYrKiMayCSnlF9RNYkuSSwr\n4HiFHHyJpORa18XuWUZJZYhzfNVrsZgvEB9Ru7Px94gMdTSAjAZNXk9bvHm9tmu+DXzeqB+20HJ+\nvnwgjrqF7nk5R07el+evTWaJULeV4cMB3ztGfy1RjMNyfLeijNIjsKOJprK8I2TnxZHe4O5HNKLR\nfvUwG6ZRmjdM0ZSqd26K2piXPeRxB/VRWkSDP9GUW8vQ+OtJzuak7FVCEtULqOvuoyqjZ46BIyCh\na1KuhW3mj0SL2sUPWJDoW11mUB0s0HB85kRXx8VpKdLgIA0SVqmcwQYJCYM5V27bAdAjtGevIz3l\n+sf7rdpOi/OtKzNqY0bkSOw7erDS0Ho+xvPN+jqntz6qs/K5DtGgrlV/j6ifGyI5C4DbF9Lu2DkO\ny/HdIX38iNYjGtHbddA1DdL4qK01cvWj4sHl9Y4l6lhLOpViOkI1PqPReORUmUarXlG53pD4uqe/\n80tCU8SyyJhGsrefRH/CpgDi1x19XYM1XY6gorqJYnxB7xrjufbEjsTGkcklOTaRRH9FxbMDp7x5\nb5KVyVOsURuuQzRA4sjW96e5KM73A592Tp+Aaqqv+UAfOyjviBo6U/E05wx5MOgjPqYbLQP4NL7s\naGbH/8387PcRPgD9fXwtHJ7juzT9PTeyAqajcW9ovfIbfLQ0ZzQsfbQu4I0rlxl9PG8RjWhqKDJA\nrVE+0/cfb8B82d6RuzWOvHFu3RpYFC05R53ZIPlULwPmCM7XueG47Bixqj6BaEK77eseDQoc7Pir\naAZBHc/NSC5qW2+Q1zn9qB39hiw4WtF6rP2eG9T4e5GO82yM1yc/UPQ6fBZTZ+EHUq12ajnmVnv6\nNX9vZ6KBlNf1OXlIUJc9oK/xxTgox3f2I8BZWxtJBkMFk2kwAFnB8gieooeBIoCJbkYjX4a6S6kT\nKBsLP9pMvBmvvGON17O4DoNQ8Gj3AsM2AGUq0PhPn7zru2Y/b7LwU5J2L/MZOD5+ka2ksr1RyOc0\nWlqUumX+yHnyWY4YiC5G2eSt44LyBvqgzOrcVsd+oylH+0o60/Rpq1JvBHLlcgBUU7H5+LWUN+vf\nUOjkM0/NQScnl8+MtPKo0JzPpkFN51HrDB9LBmCcnuZpbxLQrF/n9iMeMgkp7ZZFGjk/N+VenRlq\nco4GBOPRO6V44jkaTFbn2UrxN5EzsldbQhwNWq+evJgXUzr5rFHXD6u13ZTu7G0TCe8c/eSWGAfl\n+I4/ODo/ANU6yHHaSDBBUrYVGelBgKP0Nu9hwNRwp3wZ0ajX/2Zn69MlReeNDbbWY+s9Ztyzkxbg\nzNH4AdJGCf/Wh1Sfo7TZQnWUwYpo8GHSlm2l9GIFqQ3BsbjZJzLw2T8qfUsQFEvyzZICM0l11GL3\nvJjMeecpQUkGJ9XdHJ+tlR1rWSPjMpm+D2bID+U65fMZkxxy26AeX3Ddc5m6rC4gWpJkPgyjDoqU\n8o6G0pYW9Wa5afmby89yORrzWsU4vemWGW5B0ovG+qTJNpryZTnnayjtHU2UmN5XGdhbsrw15dWi\nm1V3M+cCGhgZqWp0gOxcqvbWaduwUzK6eRCBond505Hv/w5HAuCoXqO1jU65v6f6He//Mb7+OEMD\ne3F8InIvAM8A8EgAlwF4K4DHqepfUJqnAvguAHcH8GoAT1TVt83R1csBvaMRwBhlpc69aiySm2Ox\nKArJUOQt+X7TgLd6mWH3mTCHeF2ARnk8ulUyMKvV1LANZwBNrbM6TvUDqrIF42h/OCoyqBxdQPdY\ngbOaA4pKvY8xDqpX3sAlQ+D3kgwBjZzPjXhXqyIiP1OcZ5SkNvwiRTY2bWi0eKDDdHkJyT6Zb3Wz\njkJloXYY0SxgZPBn6yLF4Komx52IyVEpU3XUQ00zBzaTkXXGD4xQ5GARn5JtU5Q8pv8WgWZ+VtRO\nlgmjDh2b43NenQcVXg5Wf68TlYwaTqOikdpoFQyqMhlyXl6/fTrfBvz2BwMPrvzZD0OqVBXJTQpC\nlpUGm3J0Begx8q5hVWA1AHo7gD0/0tBfRBtj545PRMyRvRLAIwDcBODTMT6MYGl+FMD3A/gOANcC\n+CkA14jIA1W1eWb5ma8Aztwz0UBRUFml0bhf/BY3mqPPwEruHZ93XpHT84bBfq+m6fIrabQ2onka\nizqE4ShFpFBgOAaO/BufSQbDkGivHEuBUfAGPfOONKJPA4pqOpHkLCtUBkK47klu7FAGQTWVG9jT\nHHXmUbXJzNJLkV0Ws6uXNj5cBh3gkenmfTLOwXi5RTavWRcU2SgnTnUc+D45xUonqV2OdNRv37ZG\nc7CHrYmBwck7inIifWZnGelzS+0rOXNZdn+mD1U0UttXG3ocuN96flhuEz600J84plVN1z4W5VVT\nuN5GUENLGtTwaHBYkX5ZWQNw5noAL5jWr2P/2EfE9+8AvFNVv4uuvcOl+SEAT1PVlwKAiHwHgBsA\nfCOAF7cIHz0cOPPA6fWsY9FrAwzsmPywNUL2kETLOz039DXltuzeKALUsWhqajI3xxlsTaS10E5Y\nNEabs+ApAp6EdlYZekSk2iVpfHpjwPQbU2sTvixk8HX2oUUggznyzIdgdO5IDjXcFLFOP04CLmcG\nM01dJ/JzjOLutwixHnL7GG++DQL4KoS7erlt+TsNVKvBQRrAudc0rK+zoxHqorUrv0QZqA8ziGgP\njq7Jiqc+7HoQ8eWuYgPz1IeO3oS9O75+ZFmMfTi+rwPwMhF5MYAvAfAeAM9T1RcAgIjcH8BVGCNC\nAICq3iIifwbgCzDj+N71J8Dlb59ez7qdIhIAk0V4c0x+gwKmP/M1jl5stA5gssEj0wjohrOfiS5H\nIj6fOCI2XbvEGvp+X90TGoHniqa6CKYbXmxkbZVxI+Oq3upkhlpek4jL7tu30bU6Mz3K4EfgLXH4\nKvpCeUNI9BFHp+I1KE/dd3RfPR8JLPaWHY9+V3WhD0daCkw2/gAlD0cxOZ9Fv0nv+OWxruj8Le4i\nr7H5aMrkMJmmNNnzoMvXlwrMU56cxgahMs5gVHw6G6F0bbKJhT/q+mqin19Wneqi1JDeZ2abkcp6\nz3t9pXaPvsYXYx+O71MBPBHAzwN4OoCHAniOiNyuqr+O0ekpxgiPcUO618S1/y9w5k7T67yGY9OK\n9kJSQ75vFwLHVwVwznjYFw8Kh4gGXYsCF8h0wJiNBhmeylEqsbvA6bGz9QNivy7FEEw3vNhaGO+O\nzWkwNTiKYmwMA9J0HfHDz5lnGUgaHSvVW2r6kPkAh+tin0kwbU6e6TLMwWIqv7kyWfbRvUrHXCIL\ncJi+D0CjwFRRtwc7PZ/PO0yTAcuB6fNGH97YMulXiGXFfSW3LVDrVkNY4XQpg/rkgFqf/DXra5kX\nZyMGLbah2lXbqEvWT6JRtU3Ka8GfXTfHaXTe9dGg7jtGf5whxj4c3wDgtar679PvvxSRBwH4XgC/\nfiLKt7WNCn9XI1cDjTKj/NXbkoF6PaqRR4Pf1QYE+pjz0+g6DZujTt7kI7C+3sCx486PfkyzVZ3Z\nX/aOcqXTuviIgdcHRYtsmC/jLW+GcA6+kinVNUehUT28TLzzXAqWh04ux7L37dfQhUlI5+8jyOfk\n0Tgzum4D91m3yQQozojzNOmg3vTDm1p8Hfjb12sdT1W61n0tfA9S0+f2r/RPSt4W7626YI2MWveH\nVFdVjJtb9ox+ZFmMfTi+6wC8yV17E4BHp7+vx6jmV6KO+q4E8Po5wr+hwF2P62tfdzXwtVe7WQkz\nworqhp+qYFTPylF+nr7Mm1ToM0eDOx4oPRctQPWskGUXl37i+FqGQDCZSq2Gq7bAztdTAfzcHd/j\nzR4WmfoIlUPJzKbtiNNxgw7buGqTjY3ubRqKwge/ESM/6yeop88qgZb6sEycmNrw8mAdQIlEJmWS\n7KeWkO6x3G2aDXXExCTsOVH/zKrXq6osd6ky/NwffNWd7lv6yHlw2ZWsgv42KUuQd7FGjLDuhnJT\nJ6sV8iMuOd8w7p7M+gJ33+TX4tEh3/f2AYGMtcxAKYCX/h3w0rfW9G7d5zpywjHObHlyy0E96bYx\n9lG7VwO42l27GmmDi6q+XUSuB/BwAH8FACJyOYDPB/DcOcLP/2Hgcz9tAQfc282iMKI5Gx6e+Tml\ndRszWvmB2Y0BGQPKPNcc5jaQeHpMS4g+v72AN9j4OTHem+5l5eWhaB4OjTN0L+ro3D608F+Vz3PF\nVg8/L8h1945n3fxkdK01txjJ3urA5czJ1NKz3ObA9Z3TgSWbZngQFKHF9zqvwHJinW/1HWvLVjsy\nIrl5uqY73OeZfmselttqKSL9iEAyfPKXA0/m0Y0Cf/FW4CE/vEG5HTvDPhzfLwB4tYj8GMaNKp+P\n8Xm976Y0zwbw4yLyNoyPMzwNwLsB/N4s5bcDsIcdfOc1heff3kD4zshG2r79SN0bEkvbutYylHM0\nrJNyJxRM6UY8e3jDxr8j+oK6A69cvmhwEBnXSKbeebUMoHdWQ3DNt+MkVHF8c5l+IODztZyfb0vm\nWdzfXs7R/JdPa/T5rRkRIhm19CNa0POympOj0fP18+FoRCvS+Uif15XPfLBMmAcvq0jOrcVg30e8\n84rqyWgNiji//W7VQTFavD2jn9wSY+eOT1X/l4h8E4CfBfDvMbqrH1LV/0ZpnikilwF4PsYH2P8Y\nwCPnnuEDEqVb0t+Rs5iLriJDz/ci4+g7V0TDd2Du7J5Wy+EMKC1hhpBHt96ozSEywt6xc52Zt6gT\nRxGUj2i5jp6X1j1O47c0er5bg5qIJx7ctB5tYbQGN1FkETmElkH3+YApD8z7XLQWtR//9gaYXnY6\n62CiSEvono+WIjm23qLg6+fb2DuHyUIyatkYjTl7HDl4/x3pWNSv5nRmbqcRlwN3z7fFjTN12RH6\nrs4Ye5nIVdU/APAHa9I8BcBTNiL8PgC3YTqK507eaK/ZNR52fN4QtEb6M9OZGkU4Tvn5WCQrX4Hp\n65S4LMX0RA0j4YxXtSYSdOBqy/aK6HoDRPnzOYNabk3kzfXja/wd0Z9zJB4tp8eOie9HRozTterc\nGtF7viO6Rpu/fbpWlNZylJ4u//byMOfnBzic3jsjLpOnm6PBCVy6OSfh00Vt5GWslD/1iUm1lb5p\nnTyCUN2U65PKqNawuf/QtUyaeSP9yQ/Ge3mwbvK9/iLa84bDWsG8BeOJ5txJuKPPKL53YPnFpEDd\nodmhRgaPld4Mi6fBI26f1xsRf9/TpXt2TFWEyckcxlMD+ZQUoBz71DLwdittjMnnaUpdLoCpwTQa\nLcPJfHrD7NuD4Z2KH23POX6+3nJOS51S1IZczoxMc/oV/d2KHDxfER9eN9Xd4/q4TUTNeohL5/vG\nzOCqouNfJRXJPhpkpr6ttE6cX+2kRXdDXTRSUr4VYx7ml491s00wKxS6puvVgM4PjJKzlDmZCuq1\n2g81ZLZD9F2dMQ7L8X0cI8fRtE60QcBHAGZg/ItJGXwvmgKJjKGB13damzn8CNpPqTWmM7PjaRlq\n6pz++LMQbuS9Lr03MhiQzy6cOD6e/ooM51x04GUw11YRuJxow5C4dEv4WLJpBC4Ny3fl0rADac0M\n+IiM7/n1KO+Q5ngzp8jT6X4g4J0kp5kbFM7BO745XoG6b5jTOzt+8nmXq9ppDbyuzWVQ/fxO7eo8\n06TTKqjPiDXaabAYtl/Ur73zY51coexX2CP2+T4+EXkSgB/G+Pz1XwL4AVX985n0X4rx+e7PAvBO\nAE9X1V9tpP02AL8J4HdV9dF0/ScA/IRL/mZV/cy1DBMOy/F9JoBPSH+zA/A74/heY+TVPGU9UuqW\nYfGRgDceLfpMzxs1BhlRSfwMDafLp54MqSPPjeSF8kETO61Iwxye8ZIMQChCHhH7qGjuHrcZ180i\nvnUyjej7aCT67dsu4kExLaPFA/PdqhvTmFu3ba07RzrXkhGv0fKrN/y6G9P35XAd/ZrvHOZk5uth\n8JGq0G+aardP1nVLHtVH62pmXU9rwCY6DMWxGe3cVe2eH1C5PljVnfu5v64Y1/j+PpDNAUBEvhWj\nE/seAK8F8GSM5y1/hqreFKS/H4CXAngegG8H8BUAXiAi71XVlwdpfw7AqxrFvxHjUwEm8Y3fc3FY\nju+zANwn/c0K5CO+aLTqFrOzIY8gjka0gE+0qm38fC8qYOk9HtlbZzweP3ORIYByLFNk2IL1MAEm\n7y6rjOmKrrdGvAZvlFvXWjJoYZ2hnRtIcH0iw7huE4jlbQ2CIwPnnVYUrQHTKfF1UQM7Jr9+5p0G\nG2reJGL5/YCuNfBiGc1FyhF8P2Ha/mW40SCWHY3pa+ofwrz59mZ50P18LJ9FkLyezpt5DDz4PXIf\ndsoYI0WZWfuv6AFjzPMS7BV7XON7MoDnq+qvAYCIfC+ARwF4PIBnBumfCOAfVPVH0u+3iMgXJTrZ\n8YnIAOC/AvgPAL4YwN0CWmdV9URbgw7K8f3jtcD70vv4Jg6CjIdi/K0pXX5bgHN8RiaCAPnBYl6z\n0ioBqo0smSUqk8uwEal9h3acRtTCBhmozsucdQQprwYdLx/PpLW94Wp5B5zP2GQZcoSh1J+DUbw5\nVnFGwo4288GV54nrZTeqYgKHlXlBkTkGTB/EVtIFljXznurLB3MzDX8wc6V3zBqXBZQHp0l++VSa\nJOvWzES1ySmlq94qkdo+v/TWIqMV8UM8tnSC264625PvM18gf8r809pc5p/4MSdmr/DJ6jcgfNA9\n64eSXLW0B5/DamWxfLHCOIhc0TW/Np3oV5tWjJfGAICj0bzhhmhxG93sD23cA/axq1NELgHwEAA/\nbddUVUXkFRjPW47wMACvcNeuwfj4G+MnANygqr8iIl/coPXpIvIejFsdXwPgx1T1XU2GAxyU47vh\ntcC7+KzOaHSfYEeQKUYDy07HjiiKBuqGAeV8yezkQAaenJFFjzY4PU5lcn+pBuDGB4JlQDKW+WzR\nRMvWI3KdA5ihygNeMvQC4BIFLkEpn+tU2W+Z0ovOWzRjUw3eHW9HqS4cXKwwvvg2WkZr+nV3oXpm\nPnB8ZmCOhM5MFFcO6YK4duG2i5yQ0cnOEbUD84Gk6WRFV7MdLnuiTPbS1k/jndPZNZOHWN2lXFcF\nj63KuZI6GcvAxMrtV51xiqLzrE9VkMZ9Tl0fShmqWWHXn0we+fxXcfqh1BZ+oJNu2L1cdmLWnH3W\niWAANQDVwA+Jl9YxeCarI0zbT1HbpRvPwVmde3of3xUYqxidt+wPLzFc1Uh/uYhcqqq3pwjwcQA+\nZ6bsPwXwrwG8BcA9MT4Z8CoReZCqfniOacZBOb7rbr877oRL1qbjzmUBkkCrDl8bpenQzTrvUaZY\nG0wuyzrAmF4qg+wHkkdQnEE9ExN1oGh5Z+keiwECgYSb++4A4NLMO6fRyiAzH955e5jjO5tK8fzZ\nAS4DyZEPc/FtVRnHGViZUTqrG5fPs31eR7iu3vENpDsMP5sO1PXws83+Gt+L5MH3fR0jvldUZ2Bs\nCau7T+9nsf2ByoUGH4AylcOZVAbLzfoB632RtU50mHXdy4gHVaA0UT/kGfmxB0z77SrJiXWZ83o5\nR8HdtA5F53kmdDrbrZXeXX/7Wez7mYZDeS2RiNwFwK8B+G5VvbmVTlWvoZ9vFJHXYjwV7FsA/MrS\n8g7K8b3jMQ/G2XvfY1FaVswSzSiGSmmDIV4Cz35IcgqmuHE5kjscz7xyCSUqVHIC9l3zIe7b16kF\nTeZulUuwfCMnxRBKMpTiUli5WvFQRYNE1zp9MdgyqcuQjaNWeU2e/FmlVMVZcx6prrUcpNVNU8qy\nBFau+Q/Xs8hDq/Zn2QA1j+zU+cP5vK5MS9SZvLVMI765PYu+15HcqIOr1A/MUUodBWYaY724HxR5\njCnNIbJMSk+I9AVVKV7vrP3Z4fteV8tYqmsgqkJ37Z45vpKyzhv1w7pPlNRFS0ot6kGiUi9ElVoB\nvPvdHwCe/Uc437juRa/C9S+q95Gc/eBHGqkBjC8XP8Z4vjLjSoxnMUe4vpH+lhTt/VMA9wXw+yJ5\nbmWccBP5GICrVfXtnqiqflBE/g7AA+YY9jgox/fOx3wuPvLg+6xPGKB04qKIxRDGzm+EBgocpTKD\n254bZz4GKl0X8bEMCsFZnMFZatqIvmLAcTKBkvgpPCK7Dr4WlcV0NbjGda7p1UbErqxcSSYnk63n\nrW6VUnbUtiZ1XxutrhQKA9WmyMXzzYZ/3bCES2DqEtL1HK3Tj1V2TVN5G6ytj7BKpXnTPGR+TEPq\nvLWEiy5b/jLwiLSm0Ji2UOGndpfSqIvd5T7H/dAcvJdRi7fSLlOY3nG/RVWLodLdkp51fpWGpKNM\nb3z9u/fu+Jas8X3SY78Mn/TYL6uu3fIXb8OfP+TfhOlV9eMi8jqMOytfAgDJWT0cwHMaxbwGwCPd\nta9K1wHgzQA+291/OoC7APhBAOEaXooUH4AxWlyMg3J8/+y2N+G+H37f9MY6m5PuZYUVu9wwJjyU\ntnzKNxD0G0nrE+udl6A2ZeP6g9R1iEI+/l2Hc3loqiI4xlE1VTGy7p2AYCVsdBMjVoxqvdMzQKFb\n+FKVUQbMH4DBdh+YTAUQWzyxvIn/XCctfPDovqqJa6uW8wVdr95iG+iO5NjV6YxwPGFl1pHLVEAV\n4VJPyFhXCL1Jo2Xck1zWgOvcchbZIKuSTEt7mQ6LJBdUhA9IKkFcnCN1WZXsgyp5/a9k47lOelI9\nOD6pc51hpSQDYSaYa1S6N9Y96W44wCCe1WJip2v8AsHAYRcXOcr02o/+I34rKGmX2OOuzmcBwc0N\nLwAAIABJREFUeGFygPY4w2UAXggAIvIzAO6lqt+Z0v8igCeJyDMA/DJGJ/kYAF8DAKp6O4C/5QJE\n5APjLX0TXfs5AL+PcXrzkwH8JMYnvF+0Sf0OyvF93s2vx4Ped+m0M80tCCnyvGNWQpq0n5irYA5J\nbAcEI9j9hRWg/i2sAXxnUNsJUSeadMz8W4OPIO8yCI1+sBqvtAsg2wcFyk6INRXJss2Wu+xy5QXJ\nlE6AsluAd0XwYpZg9AzHqHdDtMonp1/fikb0Na8TWRKqNqraIo+iCu8u/aRtOH3Kk2UvVsCMsKt0\nbTT87DTVKuk0SE7UTpnQkOrl5Cw8ImKnVJUiTR3y+l9kG7jqNFcrg9YynFAq1RvHWFJ4i3Qj6l/W\nh/PgwbtMq3KRSU1rHPyK9aFGvU2mn/D+/T/Bvq+TW1T1xSJyBYCnYpyyfAOAR9BjBlehPHwGVb1W\nRB6FcRfnD2I8ovsJqup3eq7DvTE+2P4JGJ+E/BMAD1PV929C5KAc331uvw6fdpu7GBmZ6L4hUvhW\ner8yz4gcX3Raizb+9ml4a6Xx6XVvieNr6WvLCPs6rJNnlNZo2nXe4ul5ZIfBOwe8M/I7PZbUia/P\ngZ2texSmmd63B1/z5bETaZXLsm/potcFn279GGuKVtu6QUqmL3St1Xf4WovuOkTtZ3T9SUBL0BgQ\n5XtDcN/rapSP00X8L62vAjd7W7YH7PPkFlV9HsYH0qN7jwuuvQrjYxCL0KDx2KX553BQjg9HGLcl\n+jZZZ6wjQyMu/VyHbjlPv//bG9GljiRyDsC0M3n+uCOyM4nq0nJ6c9HPksFBVAfPG9NaYuw3dcD8\nvc6ReflGDiqCdzzsjCJeo2st/fPbKKNP6962mNOlVhtyvkgnW3qxDlxO2YY9HSBFfHtEAxI/+OT+\n0howzTlFnzaqxzoIRlu2Z/RDqmMcpuNrPdHAkRNQd4KWovs94VGk5eE7V2sPvq6579MxbcaSvf0+\nmph7QNFHHdH+9jkabJwsDUe7vg6RM44e4NsWLGf/LAnDO4wljrWVF5g+/xDRi+rHBtKfVBLpLN/b\nRE/n6rEub+SUo/v8e4meRrB8fO7unBysPCBu49azGVynVnvy35Hja8lj07qbLes4Lzgsx2eK6A+k\nbincir5bjs/yGs11EQnzEkVJc46tNRpmIx2NtuM9+9MI0fMWgUfP3tlu6oDYePBUrac3F4FGtHya\nVtqW8fURFOfxdW/B8+sf1mvliXQiQtSukWP2L6ltTZV6vW3pi0/fikbh7vu29XmMt02iHoPls4db\nee2X6Ud9zfPr+WOehPIwPZ8f7v66/u3LnrMdLYe9J/QX0cY4PMdnxsArrz31euSus9JG6yQ+7Sa8\ncP4WOCrwiNb1mJ+5SNJHZkvqEEWqTCeKVObqFBlq71yWOBj/wlPGnHPwo3dL76/56MGwzoH53yzn\nufoMmJ7fyoh0cy4anUvHv7l+rdkHz5PXo4gWO4gjTNvf28hto3gfkXk9Yp11m3Ay5hwhl+N5nJN/\n6+l2RqtPRPXzznaPON5yqnObPIeEw3J8Z1Bz7Dszd0qvuHMRRfQ7Usz/v70vD7rlqO77nftJek8P\nkHEikMAQBAYEGJWIxb6ZIAwBCtuUCSBICYNtwmaIHEdAgmMsYrYUQoBRgU2xB1JACrPEiSwgZgcF\nZMBsAiEJCoQeSGAEWp70vnvyR0/fOXPmdE/P3HXud35V97vfnek+fXo723T35LwoTUaUJVe9ze5V\nP2av+TEmZ+MdeYI3UoqPleJrbUOgZrmzRYSp52GqzNmZk0LQzN49JgRwq96Sz0YDVOmjcNtBff7h\nRKXVAlT2o1ZyVb1aq/ZIbD+QbSWEHyneTOEpxxXa1xov/63CdiTLUfVq9K8anwQ0BXwJb5bgrtK0\nykJop4YDopRZqA/VvE5Qv6FAtq2lWFqKr96WYi0DDceIVfzU+zvacyC2Z3Wep2kwtZSxscY3hlRZ\nrIGeVOMQgo8pz85UzSGeJUpyvLUSIZy/O62adQXS19/HZ2Nciu8oAPur/7XVJr2NKIyA9oCVI1IL\nFj0+Uivp9LXU6kvJh3Ffnuc5Ow9QsD3bgaBoUDWBCJidGyjvaeXHBEwn4TOZYnZGYdYqF0qPRT2o\nEvA8afI+40MK7jjRNV1G4/DhxkcetGj1YaOu3KRPwHRCmMYXs5FIN6tAVEZNgUayTbqMHqWEYl81\n0ol+IKX4ooHQ6ltVLk2NfkrxZpUP0X+taxTaqnq/VOjHehCGPq72Goo9oDSpLQWqiLa2fBvjKuzH\n5Io2NfYlht9RERO4eku0uR9QGnjg2V5QOdXkAfCRx/qwiMgPqq0HjJ3dKXamU/CEMN2hGX8MAk1r\nvnNgIvCEQDzFZJrYQzkFJrtcH36/v5Vk4Vjmqs4xY1SK7+dHHcDP9lUdklJ8lmJKQZwK3BqmFR15\nIr9Fn60ydZhIP3Oa1AIpHqA9UcIi3mNqV0eeAC8VDlf3ZopN0NrdCYpvZzcov67N6ZoPoKZrXZsd\nJFwJNPm+tJpY3R68A0x3gOmEa0VaCY9SUNyPJqTc7s4E051Jo/2DgqwZiZvim9eE8uuJ2hDQZ46I\nNuB2+i5MLMOhi5fqOyoCjp6bLLtq593JBNOdHTCFAwaigJ+dlDOJCiCcShKGmTrRZ8ohb6v2mNGS\nfRDL1opvSnVZclN47rQamSoHedJM696UccThXRxxeDcYAjsTTCeTGT/Edf1SCIZPyLMznWIy3cVk\napUVFN9klzFh4Of7dgFkjwabG76q08aoFN8n990f3z9anNUprepq4qUOTqFZhvArWNsEnsppQc30\nVhhH/WYh7BEpNKxsmp02T+D6dJJZ3kowzFyAgOnMKq6Fkaz3LCtFz1CY/FqAVx4fE0A7UVk1hVw8\nwUWXJT2+2ruLnkDt2U2p3fZtRSJOt5nMOg6gul1yJ5REvmZ1ncR61Cdy8CQIbFl34lQ4juqcwvNr\noz7FxbzbMFDiqR40U3zxpI9Gw6jCZN46Gc/q175r/9b92PD4qqtTqgV7HGMTaiuR2KZRdZjtQdYd\nWZo4/SV6mqgNk8CjnH9tZadPhZnRnX3aGyabczmj+IgxmTAmR0xnSjm0zWTWNjVXzRZhQT3OwQlN\nMZlMhdcp6jIBJhMGHRG6/rIjfwLxKjrHCjEyxfcAfO3o27Wu12GMLguxPsJ3NhU4nsC301rJpI9i\nsiDLnE0OwcK0csdkqIUrN1LzzS26E1FCGR9B8Fn3ZTuEK/XByrXAjJM7X1Z9EuTMs5jxm8sXlB6D\nZm0rP0zN8w4lZBvoENiMAiVaySDJmISjuTDtbN8o6HLntUb12+zTCep2lkqu3aep31Q9xJyquLs9\nZuI5l+kxw5Xi28VOq/11n8R6ScUbfzfSUXP8WfWMoUOe1cUa/3ZemS6eLRs/YcTUik/eadKyFR8A\nUHwnE0ka4sxQavZHvNtuLWBCjEnlpmtjWjQoCMBP912GZSs+X9VpY1SK75/tXIVb7tSBcWtiAO3J\nKtPGa3KwhuG805iQELnrwSssXSVi7DLqHE26aNBrTvzmtVpUNL0dPaGkUGpSRyaf9ICbdUwZELKd\nrTrkUIsNMgJaTcNFt1UUcnVAsUpLzf7M81CnYQSLvp2zWb/Ix0TwmKZcj4EpJiYd+VtzrMedVHy6\nXWRbye96zLTbNKaRh1nrXutSyq06iczWXMjNzRRdfU8rvrod6gOv47WU4hM+OBo+NAlN1CqxHl+a\njpwtshejUgSgvNiqmBgiAWEy6XXK1iAcxgQ7AxTfYVd8m4Nfw9dwAi4HUAvCtgrTtndbGEShVAsW\nVNQmjWuaTihztyG0IUq2FWtzMkm+uZG2OaFj+dEfnYhJKxVIG5ZX0P7I1tI8yrxNylrFNKd1t+KL\n7UyzOmmFIPtKYlIdva2VdbM++aBkvBcF/xSkaq6VuC6hLegCb+3xUPsFdQm6LSG4ibzJa810Uhm2\njSD5vx7r+h0F9XiOrUZqTjTrMoF+K4Hd1ymllxszuo4aeo7pHrHeoqGNDkknzh35hpSavmxpXZ40\nYpvjodmmdWr9vFK2DYNwKf4J72nVeLGY4oiB7+MblWrojVHV7gCuxc0qluvJGNez15MAgJimEzUg\n60E6qQIBJAapVoaMplCIAjims8OK7TuRFylEagU2aU2MOA3jBJ1g2phEacUny5yoPHU5dbltHtvi\nHrM21xykXn8T6bXboBbOqdBh02wILbFTvSJHGyX6FTOS95jXuqf7SCqVqchvK7RaAIZ2aQredj/V\n46dd13ospELbWumlymq3HxeFuuLYmKrwZ/SMJtUSiea9psER21CW3/60X0XUVOxtI0j/1kpIPx2s\n+bHnRt23PJvHFv1meLc9T5t81TVo982kUaZsv5ug+IXhg+GhThujUnyfx71xGX6lMZEC4sBqvuNO\nekh6ijKi8qwnecqa263CoPUw1pOtOR3i0LeCi3qiTVGLtPo+K2HKirOYH428uvxYYl3WRE3K+r5F\nzxKmbdFjKy+Z31KitXJveyo6P1Ar3aYqs+uu8+a4bfPWbBfZXpKerFk0Tpr0WKWAyUGzNu1r+m6q\njZrtV1+Vnm1zDjRpy3aoFVt9d6Loag84cmgpMDtlOq3Vhxa9mkYX6t5vc6HHk0xt9SMpqun66fEv\nVShjgoO4HMDnO7mfB7uYYOL7+FoYleK7APfBAZyI5iqu2hqrPb60MJaoh3IuPTVe5qgfklthLkk/\nZ6VbIZmabrCyZXpNV4ZTImRpVpna6iyFrkMJrHo2bWrO8Nv16t++PGjvrl7opKMDbZBhtcdaNX1n\n/QyzNmNgjjVJd4Jm+Luuw6R1zUJuoY6sodVG7Wv5PojKvn5e2Iy4RLo6MsEqfT0GmoI2Fa4ksFlP\ni67Mp9ve4q1Z/2AWR0OXRQs2y6SqPcKOudw40orvWlwE4HVm+Y7lYlSKb6caXFrxBT9GDva8yKyF\ncP3bEizxt5yEzWdxQHv5gOSs/RxSl6W/U9Z8tD6t5zwW30H4Tk1abdp1a6QUW1NZ1elzsDxI7UHp\nsptWeZegT/ezvtdW9NGab4plqCvRwIhPf7uUv/Yimr/rFokIwc2mYLbUY3qU6VFiK7ZmKNAec21F\nMjVasU4R6conlLqdLS8zKhJq3K8fWYR2mZqKL9Js+mMyotNuh5Sn2/Sw2xGCwBWBZsquHa6Ov7X5\nGe9pBVwrvil2cLjF06Ixne5gdzog1Dkgz5gwKsW3H9fjAK5p2aHNadvlk0jFU/+NiwAkzSiOdsRx\n/23PJS2i5UYJqfC091D7HzKs1PSI4gP5lJDK17S9UpEbd2kWDsv5WVJwprYdSGi7t26x2nrWZoAs\nrQuyBrn7ddl1v7cVjd0eUt1IxS3bIxo4dQ2a6fQ1i+fmeLI8sO4+toR700uJY6051lM81by3S9Pj\nT481y7DpQqqOzbqkyqqNQo0u3rRRIccA0OznFIfR25W04rN5mw8AuK6zTebF7u4EODwg1Lnroc6N\nwVG4AftxqDGYItreURrWQN+tlk/Uz0aiGiAxqIE4DdrTpY0oEGWOqSg/hov0JNPhoqgsJuJXusxm\n+VKctC16Lehh0G8/07AVX1vkWIq0uSQmCqy8hU6wa1yiqHWdZTtrQZkyBGzFqi35rlFnpa0NkpTi\nKTPj0nvUmoqvGX7WZWgaukacqKlWRrkQ/lDIsi2DJmcEaaOiOfelPNC+c02tNtXabSTHkpxxKcUX\ncSNW8Ab2wzvA4QFHlg1QlmPCqBTfETiMI3FjS/FZk0xPUEsIxvv1Ost6VV3thdmTqksB1enafEph\nlwvpyJzyerdal95ZTVPn0/xY1LWwa1vMutRa3ZK6Gr3oqGR1DUmVVlNiWKqhTqNVvK0wmorP4rrZ\nLrl+t4PiOdhlRe9L89use7O+7bTa25CCuNnH7TJq7qQCsRSkTsuN1rC289hlppSWVYa+pjewy7pZ\nbdhW6tY8kKmbjwBqhWg/J4zfufEj+ZHfR6wi1Lm7M8jjm+664tsY7GA3qfjqB9FhUFkbiFPKT05y\nTUPnTVmVKaSERymtyFlpmdEqjcIrCvruRTwQJemwT3qLQ51Gctq0i+UVvZhDXpvMSptCt3e77JTV\nnkY0cFLtpfd1Wf2jTwophSyn5jtGGnZEOnmXG2VZNFJtlBpbqbGsVy5H3lLL2qeNFksvsLLbob0C\n1vKkNA3524r6aKT6M9V/nKmLzN9sh+HebUkdHMvBqBQfUCsjbZnFYSmtwOhZ2E9NrPBom4Y16JuD\nv6YS0fS40srCtt4tT2UiqDCk7WjxIZckxKtTxV/bp2zWolnX+LLDZtoIuccw+MzNNwXLFmh6g01v\nTYdk7Ta31XepERFNGZ3P7tsmao+jxL9rlpPyGKTXY5XHlVKM9KSSa9ZrqoQwQ4+OnCGox3p9LYX0\no4WcESINwbqNuPGEVNJv5w2zK73PrJ7JdWTBNmasvtBjo76W6p+mgq5Haft/HYkZqjD7YHd3Ah7k\n8fkzvo1CtETbVn79LA5oW2IxzKZpaVBFB6hFVTtNU/FZZzGWLMbXtLUwkmksy74d9qunuhaObb5r\n+lL4kqhLifKzeNYWtS7XEvSW4NEIdUIrjcWDhZygKcnbHG+59JbHYz8v1MqoWV6Tlmxz6ZlHutJP\n1gI/LrNqK8y6v7Xik2OhWbt0eLgL9Qir561dRvfz4dTc1OPYTlOn1dvqrfqlDOf4aR5skK697KtV\n7JXbPbyD6Y39Fd8QZTkmjErx7cMhHI3rxGCrp0YcrDF80N6joy0ze4DqczFT6eXk0hZkam+ftKTt\nstMCPHhT0wYNyVuZxxJSaLra62jWrZlXCxwdTqp5sEVTzoPo8hQkv21vt/0sRefNlZxKLw2NeKUL\nzdpLD6w2XCweUn1nCfra+2meI2oZREDcyD6ZeUyxTKv/dKkWSkLngUrNheTbMn4ixzyjXx/vAKAK\nMk8AtMdJ24Bo+2BtQzEVlWFoxWubMs1WassIWb6kE9IewiGj/osFT3fAuwPEvG9n2BzcDD/HL+Fn\nM6UnjxKzQ0kSVlizjfb5fW3lVwsM8Rp0QPChT0dsCrYya7WGLDfHm6XYNCwBqq1dJIRz005nk99m\nSK65qq0rIKktbs1fygjRQs/yRHLGhvyWZUp6XcpT85Pr49w9/TvVWtbG8baor7nRfDEm4hi4tGeU\nrmEZ0gqbAKN+Mb08HCBSkMZs26CSrRW+83NOz4H2nTbF9jiRHEikRoCksoursXQcHradAYc91Lkx\n2PnFLo64+jDi4/fdang3RWN+h1ltpdkda9HQYYyQe7cS6nqJ/LTapmCHP/UElWIqpUjiVW2FAk0L\nuq1urfpPGnVhcKs9ePbdrHMdApJnnajXi89aJVjtMSgd6eV6KNZbbnZo1q0WmLoNYqtpgRPql57E\ndYi4Wfd2f3R7NzU/+TEWqbXfPajCkBzGWTrMFp7c5ryvemFUdZ/qnqvP4BQGHNfjEeCKpeY47fy/\neoGj3d/187l4V96TW4jkGJNjQZtB4e+kkUPSiPdzBl8K2RE7u1jXdNbMkP1ij/8jfnFjtuyFYOCq\nTviqzs3Bdz59Z/zw8ruIQRvPQGz7PTNoWclNgT7DbHxaQqQqYZaNqzczh5dXgpTQjS95FWRo9lZW\nCrKFyeCNw2tL4os7Fb+2AI5XuycxdLqKXKyDbIpWaCjWmyo+Zy935frVLtDKUh9hJeg2o4CoGlDI\nW675Y6F2zYhj05BoeRHtt7G2WkRfqWkhMtT8SL4TVFPet3wZcQ7hreiplX8111ZITaYiyT8sr6rB\neN0XQKoKecR+Q8o7b3tkgGzt5sKv2PuS3mwUz8YwZu/8m9Goxmn94uemAs5GSGbt0BzfsyykL3E9\nZqv8ekbq9rjm0gN22Y6lY1SK7+JP3wWTb96jX6Zgegkz20gTr3etLo60Yp6puCZGOE25XZZMIyOk\n9YxuljFFmt8MioNQsj1kvRqQleI2b0Cr7u3c7QrMjAjdLxUtYq7blwGeSj5y/Boo7dscZJmybO3s\n9qE3if+kwMPpp8pMCGxd7Gxcp3V3Hqq9ywOjbaTDrWj2bdWmDeXWfIvVsDET+7ypM9O0qnw5vmN7\nTK8a3i7F2CXg8IBydlfA2xqxdMVHRC8A8FIA5zDzH4vrZwH4AwA3B/BpAM9k5otztK6nA8Dkpj0K\nR1vAxgkprdr4u2tiaMUnvRRJawo0VvTrNBOVN9KD+K0VYpcATOXT9yKEYjEnt04v6zBF3Y6yzVJG\nhS5X/6+9KRL5puK3TlsCSSvVxjp9ig7QVPTRCOgrI1LtbfGix0CfsrTnViL4dZ4+7SxpxDEO2OOi\ny6PUeVM05DzSY1HyMGTMWP0kr6cgy82WswKPbxcYtE9+tzvJmLFUxUdE9wLwdABfVtefD+A5AE4H\ncBmA/wrgPCK6KzOnz/G5JYBbod8gjoNUKj6ttEqhhW4qJLRbffQkyQlarQDld4nnp/myypGCQbZD\nyqrVvyMsD0qXqT1KizdLwOrvlNfTVwFY+bViSQk0rXi0xzfEO9KK1KqnNQakITdVNJBIb7VvCqWG\ngAU51zQfFlLtxolPjl/LKJ2nLjm+crT6eOireIzmis/E0hQfEd0UwDsRvLo/VbefB+AlzPzhKu3p\nAA4C+B0g81LimyL4h3KAA/kBbXl8Wojk8urfJQJuF21vSkNOEJlGKxUdzulDQyuWlPLS7WBZ0BY/\n+npKGXYpZd1GlnKx+JDp+0B7liWhPankNG9dHkAJH7nQthTk2pCTdKz0pZ7evEiNsZzSyrWbnqvN\nNTB2+bJfculLjUjtQS4y9AwAv1ggrRQOY5jiW/5pamvFMj2+1wP4EDN/jIhmio+Ibg/geAAfjdeY\n+Woi+jyA+yGn+G4EcAjdE19CT0TrXi6v5fVYkxvGNUJQgl3pc3zKCWd5KTkauXZJtR+hTIjpvKVe\ndE6wy3por6Er/RBvS5fTxXdMk/LEUulzSl+n77pnjQF9zfJihyjm0vIh7ll5U0ill2Xlxro1NwFb\nQXXNnS76XfNwSBuvYFEnDg8sxxVffxDREwHcA8A9jdvHIwyXg+r6wepeGjcAuL76X1qBXRa3FFY5\nb0bnKbHkLUswJ2z6Wo7S4p2gGebqopHzJHPpu7we2ZYpb03fy/FqKbZcWl330j4toT8kb0oxy8VP\nQLsPUt7zPLzpBR2L8PiskG7KQ80ZmhZyyiXFd25upjxEHVLuOwYsL1qWM6Sdl/9yBkcCC1d8RHQb\nAOcAeBgzL9am+dszgKN+qf7NAO54GnCn08oEbIRUIDqP9n66kBPEOr+2ynPosiq7lAOjrqe8lvOk\nUjyn+CZ137qu22IepSP5zrX3osrKlS/LzfEoha7lkZXyWOJN5TyjVLRCp7X4KvVerXR9vSCLhoY2\n0CxedT36jgmrnfSYS13TvADAt98NXPzuZrpDPytkZg7ohXZ98m0xluHxnQLgFgAuJJqtLd4B8GAi\neg6AuyB0/XFoen3HAfiHLOW7vhr45V+vf8dBdaX4XaJUpOJLCVFdRgo5C1J7QpaSSMFKT+peF0+W\ngJCKustiL+E7pteehpVf8jAUuby6rGVM3tIl8pZXLAWo3tKSg2VIlYxdoD1mLBryfmpcWH2r02hv\nLWUAdiHSSEHSTnnM2sgoUagResxbyrPEEJBj5eanAfc6rZnnpxcCPzylg5k54YtbTCxD8X0EwEnq\n2lsBfAPAy5n5EiK6AsCpAL4CAER0DID7IDwXTEOGOi3kJq0ljLuER4lyKA2d5CzvkvTWPYuONcm1\nsMopPo2SZ0SWJ2PRkOUvA5bAKumXPsgprVxfdSmcLh51n1vjLheaz40Fmddqt642jPdTim8Zi2t0\nJMPiKaX4Sha06XEk2y8unkkpSF2+pC3LX0Wo0xe3mFi44mPmawB8XV4jomsAXMXM36gunQPgRUR0\nMcJ2hpcA+D6AD2SJHwlgH9LCIhd+gcpnhS+s63oAW2WXCoaIUmEnv1P0uvjpaqeUgrR4yaFUwXQp\nySGYh/e+HknXdpiSayWKTwtrmVaPYV2WLkPf0+XIeymvskvBxLy6XboMtxStLqTmry4n953iK9Yj\nR0evgtZ0Lf6kQQAEebZsLNHjI6JnA/gThLUZXwbwR8z8/zLpHwLgVQB+DcD3APwFM79N3H8sgP8E\n4I4IrfNtAK9i5nfOU66FVZ3c0hiezPxKIjoA4I0IGxQ+CeCR2T18QK34+liQ1ikjermzlZ6Na5JG\nXyyCRoT02uRzvKFYBI2+GLrIwIIUKNIaL2nnvqseu0Lb8/atLksv0ijxoOT46At9wpCOEOTKStXb\nMtRybVQSESitm2yz0rEQ6edObrGMl74L5kas+IjoCQhK7OkALgBwBsJe7Dsz85VG+hMAfBjAuQCe\nBOBhAN5ERJcz8/lVsqsQ9nR/E8EffgyAtxDRwZimb7kprETxMfNDjWsvBvDiXoSuB3CtJFJ9p8IN\ngD1AcwI3Fa7o8qJy0NafZRn2pWd5DDm6fT2befOlMNSqt7xa7QnF61O022UVdbA8O6Bf2bouuX7U\n9Lu8oNJIg7UgSkcJoNLk6KU84JQnnIpolHh5OR76RFm6ZIS+pxfMSZqp+lzXwc9m4wwAb2TmtwMA\nET0DwKMBPA3AK430zwRwCTOfWf2+iIgeWNE5HwCY+RMqz2uJ6CkAHhjTDCjXxKjO6sT1AK6p/peT\nRD6fsDZRR+RCRDKNFqKS1iJDdPNsiE1Z0dHr6WNl5+q1iH1gVjmlNPVSeklHCmkprPp4SdaYKUEu\nzGjxXdp+pem7DDrLSymh27Viss+YTZUZf5cc7qC9+SHzr6/hIXkonfN6q1GkFY+1s/Jfa1xbNJbg\n8RHRkQiLGF8arzEzE9FHEPZiW7gvwvoPifMAvDpTzqkA7gzg43OUa2Jcim8fgKOr/639SkD/SRHz\ny/9TtBYpJOP1nPfQRSNnGVuWc+4kli4vISc8SgWLpfgsbzWVPnVOqpU+VwftOXR5/32JXZIyAAAZ\nIElEQVTHlFbAfcOfJem7xn8fxZfyyDRKIyUROaOpj0HQ5QV3YR7jsjTak/L0c97j8t9Du6xQ57EI\nK/WtvdgnJvIcn0h/DBHtY+ZDAOJCxx8gSPvDAJ7FzB+bo1wT41J8v4xQdcAWbvK7BF0WaZc12gcp\nC13ek96rhdR5jnpiWuGpXLt01Sk32ft4M7K+Ml/JMyu9hF3yoOuaGhuaZlfb6HZMeZ6pfNLy74O+\n7akNCKsddPvlvO6cEdTFjzZq9GpRy+ApMQBL06cwdCVxim8rXYQlP0qM22VgfCe3/BzAyQgHVJ4K\n4NVEdIkRBp0L41J8+wHkDjTPhbQslFiki1r0kQt9WeGRHA1OXLM8mmVuRO2r+FI0SjycXLq+ITAZ\nsis9ZScuNCndmrHocx1LENso5anET+50lFyduvrb2s6gw5S58Z9rLzkfS9JLDFGUXeVbZeiTenR+\njf1z8FOKeGB+Dp95N/DZdzevXZvdXH9lRfU4df04AFck8lyRSH919PYAgJkZwCXVz68Q0d0AvBDA\nJwaWa2Jciu/bCNXTg6jLgk3Bst4J3RN8iHdpWd+Wx9cX1sbxXMhP81Ti7aU8nK727ku/JF3Oe+vT\nfqVjZojH13VvWSjtq1zdU16zpmEhN4csj8jKm0Np2+d464tcXUrppdptFYdUl+D+p4WPxKUXAi+y\nN9cz841E9EUEj+yDAFAdVnIqgNcmSvksgEeqaw+vrucwQQh7Di3XxPgU35Fon5o+T1gpImUF55Tf\nEG9Q5tPWdZcAtyagtDS1RR/TWN5SqdXc5eHkQj99PM5VhH0iugyCVLp5y1kFLEWj78n7fUKdqfQl\nNNeNoX1hRQRS80AvbtH3NFZxOsry9vGdDeCtlSKK2woOIBxWAiJ6GYBbM/NTqvRvAPBsInoFgDcj\nKKvHAXhUJFi9u/ULAL6DoOweDeDfAnhGabmlGJfiu3YKTKbtiTUT4JZE6wq0i1tFXiMJJTNgNqUU\nVEROGVmhvi7FN+OX201hKllq/k+swmc9pNqMfqmmKSW6LHRpi3l5KByLg9NLLCq2l6Mv0y6Lj3mR\nsyIL0pleMankXKdr3UvQAABewYO0JSk+Zn4PER0L4CyEUOOXADyCmX9cJTkewG1F+suI6NEIqzif\ni3Bgye8zs1zpeROE07tug7DZ45sAnszM7+tRbhHGpfimU4ANxTcbaNYu8YL4CKv/owJsgUR6Hqb4\nBJnks4IU9CuOZHppbUulN7un+DXL0TFcHhZGTNLfZFgVtWLafdxYjdy5YBakG9GnE0rd+ZKyc3HJ\n1A5vK906kGs3HXrJyIaGPKDK+FP9OJuHhnuXkim8ApdviSe3MPO5CBvSrXtPNa59AmE7Qoren6L9\n7tZe5ZZiXIoPAJgz81kOXivu0kN4JJMJerwG6d5VZOO+qnsRv4YAG50SGwprfPR5CJZDFJR9FZ8s\nr4/iW4SnlcuvlV8qzTpW+USUniBfoJwbxqRU9KJ+DNQb90rm0Qraxc/qNDEyxdf1YE0KCuupdGpJ\nVp/y5YBe9TlffdG37p1x3i2G9K7kNd0e0trvS78vDZmu79hdxFiX39b9ktMN5uVjHuSUv6xfXyNB\n91/XmElhBeLX385gYmSKb95DJRcp2MemJMbG7zpQ0kZdCqG0nD40FlGmY/Ows24G9izGpfiOIoDE\n5M8Zo/E7Fb2y1g0sMzLUh4Z8HrAsWZerc+rRVip9TJvktaDPNO0SWoNpoMzZ6pN3Gf1UOp4Wuf4m\nRW8o9kyYfACYlv9qIvf4TIxL8e1HHTnRUUwJeU8/7kjlW8SjiEXSyNVvEeh6DGRtf+iT3kJXneKj\nlnnqXkqj7+pZSd9aA7OMqHfJuhCrnvM84ltkXRb1qHEbMUFQLstWfOM7uWUlGJfik49hShWftb/P\nypd7FFG6BmFeJaU9vWVHJ7t4ppioECW8dik+69FsH5TQKOkrSv5o519WP5WOqUVH8OW3I2DR7bGq\nJw8lJ7ek8m0xxqX4DiGExUtCgfG6lts5OZ4Skl3PyGO+eT0+GU5cRaizqy06Q52CCFUZeikUg6eS\ndDlsa6hTRzC6yvZQ52KQU1DWvVIPlzD2DeyjxrgU3w2MwXvnJCwF1RXeyp1fGEND61y5vTRYUlZq\nwUW+EXfRsKyflEWUo7HmTtURjK0bYxuMXOg3d6pLSR+tYjuUKz4T41J8fCWAH5YmFv9bZlnukg5t\nZQYoA5iSQWMRgzonpHNCfdmw3I+S2E3KHE49pCrhQ35vOgY+8FrU4iuHQsHcYRbb8lQa6zFKny4u\nf2G4Y8EYn+LjkkO4tSciBSuL+yoLI5M+I7RZu4tD35gpIWlab5bVB34SylaYDIFUbrp8iRLFF19z\nECGP8Y+IaUpiscuq86LRxxVIZHcsEFIG5B4IT1EfmmGM+7nCzCtQfO7xmRiX4sN1qF/BnkNuGadW\nYqmYZ07xyfCXFe/Qwn1IuMziQfMp7+ViMpJmRJ9Qn05fUpYFy4CwhE4fj2+V4dWh2ifmi+NCe6qp\nsdjHo7UeEMO41vngdgEoLX9e+vM8bJWKT74+3Uqn5zo3bxeVZeG6kszzwVd1mhiZ4ss9bNPITTS9\nJC91L0erdCKnFG8XOPF/RBSgXZM1Ivf6dYu/3JP7+LCprxDLCfiufkrRW9U5kEM9eOnppYwxwPYG\no2IvLdc6q7b0RZCLRGo89anLkDHZdzxOxHfXqxXkfF/UywBX9IzPV3W2MDLFdyPKNr6sOwQmw48p\nb2YZVnZuBURuY551eLLVfqtaWUGw264vFsFrbJehdbfCtlHQWlGCrnQlZcW8hKaXqRcglYSUh0Aq\nkth2fesiFWUuqpF7q25pOZLPoX2VQ8rAGO/bGcaOkSm+qwDcrCDdEMVnheDkdx/IiWrRWKbis+h3\n8RHz6nDZKvi2oBXfPH0wD7+ybB2+nocPS0hb4fS+dbfyW9dyvM0LyXeu7FI6QHucSszj8UXk3pqx\nCE851cZX9WNzCFzxmRiZ4rsS4fiWLvRVfNLiG0rDsXhEgTP0eeIiX80zj+LL0e+bbmhZfctcFsY6\nn3LPFYfipwuk5eiDkSm+GxB2sQPtgdhlpeWgwylDaIwJ0grfZGyK4pP09hKstluGAtg2lLbR9ctm\nxBe3JDAyxSfj+dZ1iaELL7Sw2yboUM6me7SRz6EKZ97+k221bWOhC5bhsNcNgRL0aaMVvYjWF7e0\nMDLFB9SKTwokK4Y+j6DixP/rxKLCXakl9XsdpVb60PZaxjPdZZaVUnwRfoSMjT5ttKJVnf6Mr4WR\nKr6p+r3IASRXZG4K+ob6cm0iDYZNq+c6ULqIZxFh70WM1VI+5i0rZUz6mMlDyqcNMAxc8ZkYqeJb\n9oBa1erFEkTvtu/qvpIw1CbVc12wwr1W+y0iLLyI8GAJH4t4vpmjvdfHTBe8fTYdI1R8ew3WitOS\n9I4yaC8m1X7zLv1fVL+U8OH976jgi1tMuOIbBfqEl1zo9YNezRuvWenm8dYW1S8lfPgYcFSYYljY\ncsvXLbniGw1cmC0XJe27KX2wKXw4Nh6HMcx7c49vkyA3FMvtB4v4vy8fFo1Fhhn1CRi6rL60Ft1e\n62hfTW/RYV198Hcp5IKTbWlf53f5/K5gkZAvbjExMsUnzxqUg2ZR//eBRWORCwrkfqBl8bvq//ug\nhN6i2zt++tKVfRV/r+P/PtjG8TA2flfwZhF/xmdiZIpv6LFRq8IivY9FrADcdiyjvYdY+d5XjiHw\nMbMujEzx7SUB46szV4+hbe595RiCFYwZX9xiYmSKz+FwOBzF8Gd8JlzxORwOx7bCV3WaWPjTVSJ6\nIRFdQERXE9FBIno/Ed3ZSHcWEV1ORNcS0flEdMdF8+JwOBx7GnFxS9+PK77eeBCA1wG4D4CHATgS\nwN8R0dExARE9H8BzADwdwL0BXAPgPCI6agn8OBwOx95EfMbX9+PP+PqBmR8lfxPR7wH4EYBTAHyq\nuvw8AC9h5g9XaU4HcBDA7wB4z6J5cjgcDocjYgUbSXBzhOVLPwEAIro9gOMBfDQmYOarAXwewP1W\nwI/D4XDsDcTFLX0/vrhlOIiIAJwD4FPM/PXq8vEIivCgSn6wuudwOByORcAXt5hYtsd3LoC7AXji\nkstxOBwOh8YSF7cQ0bOJ6FIiuo6IPkdE9+pI/xAi+iIRXU9E3yKip6j7dyOi91U0p0T0XIPGn1X3\n5OfrOl0XlubxEdFfAngUgAcx8w/FrSsQjsc4Dk2v7zgA/5Cn+n8A7FfX7g7gpDm5dTgcjmXiHwF8\nVV27fvnFLmkDOxE9AcCrEBYoXgDgDIQFindm5iuN9CcA+DCCM/QkhIWPbyKiy5n5/CrZAQDfQVjn\n8epM8V8FcCrq8996+6dLUXyV0vttAL/BzN+T95j5UiK6AoHxr1Tpj0FYBfr6POV/DeBWS+DY4XA4\nlomT0DbQfwjgr9bAy0JwBoA3MvPbAYCIngHg0QCeBuCVRvpnAriEmc+sfl9ERA+s6JwPAMz8BQBf\nqOi9IlP2YWb+8TzML2Mf37kAnoyg1a8houOqj3TVzgHwIiJ6DBGdBODtAL4P4AOL5sfhcDj2LJaw\nuIWIjkRYpS8XKDKAjyC9QPG+1X2J8zLpc7gTEf2AiL5DRO8kotv2JbAMj+8ZCItX/l5dfyqCggMz\nv5KIDgB4I8Kqz08CeCQz37AEfhwOh2NvYjlHlh0LYAf2AsUTE3mOT6Q/hoj2MfOhQs4+B+D3AFyE\nEP57MYBPENHdmfmaQhpL2cdX5EUy84sRmHY4HA7HMjB0deaGrupk5vPEz68S0QUAvgvg8QDeUkrH\nz+p0OByObcUuul8peMO7w0di+rNcjisrysep68chLF60cEUi/dU9vL0WmPlnRPQtAL2OvHTF53A4\nHNuKkhWdk9OA/aepfBcC155iJmfmG4noiwgLFD8IzPZsnwrgtYlSPgvgkeraw6vrg0FEN0VQem/v\nk28VJ7c4HA6HY7twNoA/JKLTieguAN6AsB3hrQBARC8joreJ9G8AcAciegURnUhEzwLwuIoOqjxH\nEtHJRHQPAEcB+JXq96+KNP+NiB5MRLcjovsDeD/CzkPlsubhHp/D4XBsK3Yx7H23Hfv4mPk9RHQs\ngLMQQpZfAvAIsc3geAC3FekvI6JHI+zPey7CKv7fZ2a50vPWCHu5I8d/Un0+DuCh1bXbAHgXgH8O\n4McI5z/fl5mv6lM9V3wOh8OxrTiM7md8FgqUJTOfi7Ah3br3VOPaJxC2QaTofRcdUUhmPi13vxSu\n+BwOh2NbUbK4xcIQL3FEcMXncDgc24wtV2JD4ItbHA6Hw7Gn4IrP4XA4HHsKrvgcDofDsafgis/h\ncDgcewq+uMXhcDi2FvFNtEPybS9c8TkcDsfWIr5naEi+7YUrPofD4dhauMdnwZ/xORwOh2NPwT0+\nh8Ph2Fos5020Y4crPofD4dhaeKjTgis+h8Ph2Fq44rPgis/hcDi2Fh7qtOCLWxwOh8Oxp+Aen8Ph\ncGwtPNRpwRWfw+FwbC081GnBFZ/D4XBsLdzjs+CKz+FwOLYWfmSZBVd8DofDsbVwj8+Cr+p0OBwO\nx56Ce3wOh8OxtfDFLRZc8TkcDsfWwkOdFlzxORwOx9bCPT4LrvgcDodja+EenwVXfA6Hw7G1cI/P\ngq/qdDgcDseegnt8DofDsbXwUKcFV3wOh8OxtXDFZ8EVn8PhcGwt/MgyC674HA6HY2vhHp8FV3wO\nh8OxtfBVnRZ8VafD4XA49hTWqviI6NlEdCkRXUdEnyOie+VzXLwaxpaKf1w3A3Ni7PwD46/D2PkH\nxl+HsfAfQ519P9sd6lyb4iOiJwB4FYA/A/AvAXwZwHlEdGw61zYovq+um4E5MXb+gfHXYez8A+Ov\nw1j4j6HOvp/uUGdfx4WIHkJEXySi64noW0T0FCPNvyGib1Q0v0xEj5y3XAvr9PjOAPBGZn47M38T\nwDMAXAvgaWvkyeFwOLYIy/H4+jouRHQCgA8D+CiAkwG8BsCbiOg3RZr7A3gXgL8GcA8AHwDwN0R0\nt6HlprAWxUdERwI4BaERAADMzAA+AuB+6+DJ4XA4tg9L8/j6Oi7PBHAJM5/JzBcx8+sBvK+iE/Fc\nAP+bmc+u0vwXABcCeM4c5ZpYl8d3LIAdAAfV9YMAjl89Ow6Hw+EowUDH5b7VfYnzVPr75dIs0mEa\ny3aG/eHrIIC3qFt3rD5jwfUAfrhuJubA2PkHxl+HsfMPjL8Offm/GO01CjfEf/YvgiMbl2PYQpUf\n5W7mHJcTE3mOT6Q/hoj2MfOhTJroDA0p18S6FN+VCL70cer6cQCuMNKfEL4OAfieuvU9AB9bKHPL\nx1+tm4E5MXb+gfHXYez8A+Ovw8L4PwHAZxZFrMKVAK4F3ndgDhqHKjpbh7UoPma+kYi+COBUAB8E\nACKi6vdrjSznAXgygMsQTC2Hw+EYO/YjKL3zFk2Ymb9HRHdF8JKG4kpm1p4G0N9xQXXdSn915e3l\n0kSaQ8o1sc5Q59kA3lopwAsQHloeAPBWnZCZr0JY7eNwOBzbhEV7ejNUSstSXPPS7eu4AMBnAeit\nCQ+vrss0msZvxjQDyzWxNsXHzO+plqCehaCxvwTgEcz843Xx5HA4HI4iZB0XInoZgFszc9yr9wYA\nzyaiVwB4M4KyehyARwmarwHw90T0xwD+F4DTEBaz/GFpuaWgsCjG4XA4HI5yENGzAJyJ2nH5I2b+\nQnXvLQBux8wPFekfDODVAO4G4PsAzmLmdyiavwvgLwDcDsC3AfxHZj5PpUmWW8y7Kz6Hw+Fw7CX4\nIdUOh8Ph2FNwxedwOByOPYXRKL5FHEy6ChDRC4noAiK6mogOEtH7iejORrqziOhyIrqWiM4noo3c\nhU9ELyCiKRGdra5vNP9EdGsiegcRXVnx+GUi+nWVZiPrQEQTInoJEV1S8XYxEb3ISLcx/BPRg4jo\ng0T0g2q8/JaRJssvEe0jotdXffZzInofEd1y3fwT0RFE9Aoi+goR/aJK8zYiutWm8O/oh1EovkUd\nTLoiPAjA6wDcB8DDABwJ4O+I6OiYgIiej3D+3NMB3BvANQj1OWr17KZRGRdPR2hveX2j+SeimwP4\nNMIG3EcAuCuA/wDgpyLNJtfhBQD+HYBnAbgLwoP8M4lodmbhBvJ/E4SFBs8C0Fo4UMjvOQAeDeB3\nATwYwK0B/M/lsj1Djv8DCIcm/zmC/HkswkkhH1Dp1sm/ow+YeeM/AD4H4DXiNyGsCjpz3bwV8H4s\ngCmAB4prlwM4Q/w+BsB1AB6/bn4FTzcFcBGAhwL4vwDOHgv/AF4O4OMdaTa2DgA+BOCv1bX3AXj7\nSPifAvitPu1d/T4E4LEizYkVrXuvm38jzT0RNlPfZtP490/3Z+M9vi14k8PNESzInwAAEd0e4ew5\nWZ+rAXwem1Wf1wP4EDM3zoMbCf+PAfAFInpPFW6+kIj+IN4cQR0+A+BUIroTABDRyQAeAOBvq9+b\nzn8DhfzeE2FfsUxzEcIG7I2rE+p5/U/V71MwLv73NMZwSPXCDiZdNapTBc4B8Clm/np1+XiECbOx\nb6YgoicihHbuadzeeP4B3AHhNSivQtgTdG8AryWiQxz2DW16HV6O4EF8k4h2ER5J/Gdm/h/V/U3n\nX6OE3+MA3FApxFSajQAR7UPoo3cx8y+qy8djJPw7xqH4xoxzETZrPmDdjJSCiG6DoKwfxsw3rpuf\ngZgAuICZ/7T6/WUiujvCu7vekc62MXgCgCcBeCKAryMYIa8hostZbfh1rBZEdASA9yIo8metmR3H\nQGx8qBMLPJh0lSCiv0Q4juchzCzfX3IFwjPKTa3PKQBuAeBCIrqRiG4E8BsAnkdENyBYsJvMPxDe\nF/MNde0bAP5F9f+m98ErAbycmd/LzF9j5v+OcOLFC6v7m86/Rgm/VwA4ioiOyaRZK4TSuy2Ahwtv\nDxgB/44aG6/4Kq8jHkwKoHEw6dIOeJ0HldL7bQD/itXp5sx8KcJEkPU5BmEV6CbU5yMATkLwMk6u\nPl8A8E4AJzPzJdhs/oGwolOHwU8E8F1gFH1wAO1XYE9RzdcR8N9AIb9fRHhxnExzIoKxIg8yXguE\n0rsDgFOZ+acqyUbz71BY9+qakg+AxyO8Xv50hOXdbwRwFYBbrJs3g9dzEZbNPwjB2ouf/SLNmRX/\nj0FQMn+DcC7dUevmP1Envapzo/lHeDZ5CMFD+lWEsOHPATxxDHVAeNvy9xAiBrdDWD7/IwAv3VT+\nEbYDnIxgME0B/Pvq921L+a3mzqUAHoIQefg0gE+um3+ER0IfQDCcTlLz+shN4N8/Pft73QwUMxri\n6ZchLIH+LIB7rpunBJ9TBGtdf05X6V6MsMT7WoT3cd1x3bxn6vQxqfjGwH+lNL5S8fc1AE8z0mxk\nHSohfHYlRK+pFMSfAzhiU/lHCIdbY//NpfwC2IewB/ZKBEPlvQBuuW7+EYwPfS/+fvAm8O+ffh8/\npNrhcDgcewob/4zP4XA4HI5FwhWfw+FwOPYUXPE5HA6HY0/BFZ/D4XA49hRc8TkcDodjT8EVn8Ph\ncDj2FFzxORwOh2NPwRWfw+FwOPYUXPE5HA6HY0/BFZ/D4XA49hRc8TkcDodjT+H/A3MTRIrrtgRP\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1d7539320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(sum_score/len(model.score), origin='lower'); plt.colorbar(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-e427954ec97b>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0mattack\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzeros\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscore\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0ms\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscore\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m     \u001b[0mattack\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlogical_and\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m==\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mint32\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      5\u001b[0m     \u001b[0msum_attack\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0mattack\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msum_attack\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscore\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0morigin\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'lower'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolorbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m;\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "sum_attack = np.zeros(model.score[0].shape)\n",
    "attack = np.zeros(model.score[0].shape)\n",
    "for s in model.score:\n",
    "    attack[:,1:] = np.logical_and(s[:,:-1]==0, s[:,1:]==1).astype(np.int32)\n",
    "    sum_attack += attack\n",
    "plt.imshow(sum_attack/len(model.score), origin='lower'); plt.colorbar(); plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "37048 38\n",
      "iteration   main/accuracy  main/loss   validation/main/accuracy  validation/main/loss\n",
      "\u001b[J     total [..................................................]  0.00%\n",
      "this epoch [..................................................]  0.13%\n",
      "         5 iter, 0 epoch / 300000 iterations\n",
      "       inf iters/sec. Estimated time to finish: 0:00:00.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.00%\n",
      "this epoch [..................................................]  0.27%\n",
      "        10 iter, 0 epoch / 300000 iterations\n",
      "   0.19824 iters/sec. Estimated time to finish: 17 days, 12:21:20.477763.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.01%\n",
      "this epoch [..................................................]  0.40%\n",
      "        15 iter, 0 epoch / 300000 iterations\n",
      "   0.19326 iters/sec. Estimated time to finish: 17 days, 23:11:01.972616.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.01%\n",
      "this epoch [..................................................]  0.54%\n",
      "        20 iter, 0 epoch / 300000 iterations\n",
      "   0.19207 iters/sec. Estimated time to finish: 18 days, 1:51:00.666987.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.01%\n",
      "this epoch [..................................................]  0.67%\n",
      "        25 iter, 0 epoch / 300000 iterations\n",
      "   0.19062 iters/sec. Estimated time to finish: 18 days, 5:07:20.833336.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.01%\n",
      "this epoch [..................................................]  0.81%\n",
      "        30 iter, 0 epoch / 300000 iterations\n",
      "   0.19141 iters/sec. Estimated time to finish: 18 days, 3:19:33.070486.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.01%\n",
      "this epoch [..................................................]  0.94%\n",
      "        35 iter, 0 epoch / 300000 iterations\n",
      "   0.19209 iters/sec. Estimated time to finish: 18 days, 1:46:59.330672.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.01%\n",
      "this epoch [..................................................]  1.08%\n",
      "        40 iter, 0 epoch / 300000 iterations\n",
      "    0.1915 iters/sec. Estimated time to finish: 18 days, 3:06:44.027460.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.01%\n",
      "this epoch [..................................................]  1.21%\n",
      "        45 iter, 0 epoch / 300000 iterations\n",
      "   0.19124 iters/sec. Estimated time to finish: 18 days, 3:41:30.904046.\n",
      "\u001b[4A\u001b[J50          nan            0.102901                                                    \n",
      "\u001b[J     total [..................................................]  0.02%\n",
      "this epoch [..................................................]  1.35%\n",
      "        50 iter, 0 epoch / 300000 iterations\n",
      "   0.19109 iters/sec. Estimated time to finish: 18 days, 4:01:23.421972.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.02%\n",
      "this epoch [..................................................]  1.48%\n",
      "        55 iter, 0 epoch / 300000 iterations\n",
      "   0.19112 iters/sec. Estimated time to finish: 18 days, 3:56:12.451490.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.02%\n",
      "this epoch [..................................................]  1.62%\n",
      "        60 iter, 0 epoch / 300000 iterations\n",
      "    0.1915 iters/sec. Estimated time to finish: 18 days, 3:04:05.429908.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.02%\n",
      "this epoch [..................................................]  1.75%\n",
      "        65 iter, 0 epoch / 300000 iterations\n",
      "   0.19114 iters/sec. Estimated time to finish: 18 days, 3:53:26.886125.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.02%\n",
      "this epoch [..................................................]  1.89%\n",
      "        70 iter, 0 epoch / 300000 iterations\n",
      "   0.19079 iters/sec. Estimated time to finish: 18 days, 4:41:09.990128.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.03%\n",
      "this epoch [#.................................................]  2.02%\n",
      "        75 iter, 0 epoch / 300000 iterations\n",
      "   0.19045 iters/sec. Estimated time to finish: 18 days, 5:27:10.057840.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.03%\n",
      "this epoch [#.................................................]  2.16%\n",
      "        80 iter, 0 epoch / 300000 iterations\n",
      "   0.19009 iters/sec. Estimated time to finish: 18 days, 6:15:48.598899.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.03%\n",
      "this epoch [#.................................................]  2.29%\n",
      "        85 iter, 0 epoch / 300000 iterations\n",
      "   0.19079 iters/sec. Estimated time to finish: 18 days, 4:39:15.057613.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.03%\n",
      "this epoch [#.................................................]  2.43%\n",
      "        90 iter, 0 epoch / 300000 iterations\n",
      "   0.19053 iters/sec. Estimated time to finish: 18 days, 5:14:40.521041.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.03%\n",
      "this epoch [#.................................................]  2.56%\n",
      "        95 iter, 0 epoch / 300000 iterations\n",
      "    0.1903 iters/sec. Estimated time to finish: 18 days, 5:45:55.319161.\n",
      "\u001b[4A\u001b[J100         nan            0.0965746                                                   \n",
      "\u001b[J     total [..................................................]  0.03%\n",
      "this epoch [#.................................................]  2.70%\n",
      "       100 iter, 0 epoch / 300000 iterations\n",
      "   0.19009 iters/sec. Estimated time to finish: 18 days, 6:14:27.792423.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.03%\n",
      "this epoch [#.................................................]  2.83%\n",
      "       105 iter, 0 epoch / 300000 iterations\n",
      "   0.18991 iters/sec. Estimated time to finish: 18 days, 6:39:33.628650.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.04%\n",
      "this epoch [#.................................................]  2.97%\n",
      "       110 iter, 0 epoch / 300000 iterations\n",
      "   0.18964 iters/sec. Estimated time to finish: 18 days, 7:15:38.020412.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.04%\n",
      "this epoch [#.................................................]  3.10%\n",
      "       115 iter, 0 epoch / 300000 iterations\n",
      "   0.18939 iters/sec. Estimated time to finish: 18 days, 7:50:04.168077.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.04%\n",
      "this epoch [#.................................................]  3.24%\n",
      "       120 iter, 0 epoch / 300000 iterations\n",
      "   0.18931 iters/sec. Estimated time to finish: 18 days, 8:01:47.314453.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.04%\n",
      "this epoch [#.................................................]  3.37%\n",
      "       125 iter, 0 epoch / 300000 iterations\n",
      "   0.18932 iters/sec. Estimated time to finish: 18 days, 7:58:57.376126.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.04%\n",
      "this epoch [#.................................................]  3.51%\n",
      "       130 iter, 0 epoch / 300000 iterations\n",
      "   0.18924 iters/sec. Estimated time to finish: 18 days, 8:09:33.591296.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.04%\n",
      "this epoch [#.................................................]  3.64%\n",
      "       135 iter, 0 epoch / 300000 iterations\n",
      "   0.18922 iters/sec. Estimated time to finish: 18 days, 8:12:51.065820.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.05%\n",
      "this epoch [#.................................................]  3.78%\n",
      "       140 iter, 0 epoch / 300000 iterations\n",
      "    0.1892 iters/sec. Estimated time to finish: 18 days, 8:14:17.105694.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.05%\n",
      "this epoch [#.................................................]  3.91%\n",
      "       145 iter, 0 epoch / 300000 iterations\n",
      "   0.18899 iters/sec. Estimated time to finish: 18 days, 8:44:04.059830.\n",
      "\u001b[4A\u001b[J150         nan            0.0932706                                                   \n",
      "\u001b[J     total [..................................................]  0.05%\n",
      "this epoch [##................................................]  4.05%\n",
      "       150 iter, 0 epoch / 300000 iterations\n",
      "   0.18868 iters/sec. Estimated time to finish: 18 days, 9:26:57.998820.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.05%\n",
      "this epoch [##................................................]  4.18%\n",
      "       155 iter, 0 epoch / 300000 iterations\n",
      "   0.18842 iters/sec. Estimated time to finish: 18 days, 10:02:42.297155.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.05%\n",
      "this epoch [##................................................]  4.32%\n",
      "       160 iter, 0 epoch / 300000 iterations\n",
      "   0.18818 iters/sec. Estimated time to finish: 18 days, 10:36:07.471965.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.06%\n",
      "this epoch [##................................................]  4.45%\n",
      "       165 iter, 0 epoch / 300000 iterations\n",
      "   0.18797 iters/sec. Estimated time to finish: 18 days, 11:04:54.714526.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.06%\n",
      "this epoch [##................................................]  4.59%\n",
      "       170 iter, 0 epoch / 300000 iterations\n",
      "   0.18784 iters/sec. Estimated time to finish: 18 days, 11:23:53.731039.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.06%\n",
      "this epoch [##................................................]  4.72%\n",
      "       175 iter, 0 epoch / 300000 iterations\n",
      "   0.18761 iters/sec. Estimated time to finish: 18 days, 11:55:03.075435.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.06%\n",
      "this epoch [##................................................]  4.86%\n",
      "       180 iter, 0 epoch / 300000 iterations\n",
      "   0.18742 iters/sec. Estimated time to finish: 18 days, 12:22:19.976436.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.06%\n",
      "this epoch [##................................................]  4.99%\n",
      "       185 iter, 0 epoch / 300000 iterations\n",
      "   0.18737 iters/sec. Estimated time to finish: 18 days, 12:28:44.652513.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.06%\n",
      "this epoch [##................................................]  5.13%\n",
      "       190 iter, 0 epoch / 300000 iterations\n",
      "    0.1873 iters/sec. Estimated time to finish: 18 days, 12:38:35.959704.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.07%\n",
      "this epoch [##................................................]  5.26%\n",
      "       195 iter, 0 epoch / 300000 iterations\n",
      "   0.18708 iters/sec. Estimated time to finish: 18 days, 13:09:43.185386.\n",
      "\u001b[4A\u001b[J200         0.0640889      0.088159                                                    \n",
      "\u001b[J     total [..................................................]  0.07%\n",
      "this epoch [##................................................]  5.40%\n",
      "       200 iter, 0 epoch / 300000 iterations\n",
      "   0.18718 iters/sec. Estimated time to finish: 18 days, 12:54:36.684809.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.07%\n",
      "this epoch [##................................................]  5.53%\n",
      "       205 iter, 0 epoch / 300000 iterations\n",
      "   0.18697 iters/sec. Estimated time to finish: 18 days, 13:23:32.582840.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.07%\n",
      "this epoch [##................................................]  5.67%\n",
      "       210 iter, 0 epoch / 300000 iterations\n",
      "   0.18675 iters/sec. Estimated time to finish: 18 days, 13:54:22.462706.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.07%\n",
      "this epoch [##................................................]  5.80%\n",
      "       215 iter, 0 epoch / 300000 iterations\n",
      "    0.1867 iters/sec. Estimated time to finish: 18 days, 14:02:05.990217.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.07%\n",
      "this epoch [##................................................]  5.94%\n",
      "       220 iter, 0 epoch / 300000 iterations\n",
      "   0.18682 iters/sec. Estimated time to finish: 18 days, 13:44:32.934760.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.07%\n",
      "this epoch [###...............................................]  6.07%\n",
      "       225 iter, 0 epoch / 300000 iterations\n",
      "   0.18674 iters/sec. Estimated time to finish: 18 days, 13:55:26.135241.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.08%\n",
      "this epoch [###...............................................]  6.21%\n",
      "       230 iter, 0 epoch / 300000 iterations\n",
      "   0.18664 iters/sec. Estimated time to finish: 18 days, 14:09:36.169401.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.08%\n",
      "this epoch [###...............................................]  6.34%\n",
      "       235 iter, 0 epoch / 300000 iterations\n",
      "   0.18646 iters/sec. Estimated time to finish: 18 days, 14:34:18.177348.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.08%\n",
      "this epoch [###...............................................]  6.48%\n",
      "       240 iter, 0 epoch / 300000 iterations\n",
      "   0.18644 iters/sec. Estimated time to finish: 18 days, 14:36:59.475935.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.08%\n",
      "this epoch [###...............................................]  6.61%\n",
      "       245 iter, 0 epoch / 300000 iterations\n",
      "   0.18629 iters/sec. Estimated time to finish: 18 days, 14:57:30.112236.\n",
      "\u001b[4A\u001b[J250         0.102257       0.0841144                                                   \n",
      "\u001b[J     total [..................................................]  0.08%\n",
      "this epoch [###...............................................]  6.75%\n",
      "       250 iter, 0 epoch / 300000 iterations\n",
      "   0.18618 iters/sec. Estimated time to finish: 18 days, 15:13:19.251548.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.08%\n",
      "this epoch [###...............................................]  6.88%\n",
      "       255 iter, 0 epoch / 300000 iterations\n",
      "   0.18597 iters/sec. Estimated time to finish: 18 days, 15:43:15.759747.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.09%\n",
      "this epoch [###...............................................]  7.02%\n",
      "       260 iter, 0 epoch / 300000 iterations\n",
      "   0.18581 iters/sec. Estimated time to finish: 18 days, 16:05:57.483306.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.09%\n",
      "this epoch [###...............................................]  7.15%\n",
      "       265 iter, 0 epoch / 300000 iterations\n",
      "   0.18593 iters/sec. Estimated time to finish: 18 days, 15:47:44.616692.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.09%\n",
      "this epoch [###...............................................]  7.29%\n",
      "       270 iter, 0 epoch / 300000 iterations\n",
      "   0.18589 iters/sec. Estimated time to finish: 18 days, 15:52:49.509665.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.09%\n",
      "this epoch [###...............................................]  7.42%\n",
      "       275 iter, 0 epoch / 300000 iterations\n",
      "   0.18634 iters/sec. Estimated time to finish: 18 days, 14:48:37.915769.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.09%\n",
      "this epoch [###...............................................]  7.56%\n",
      "       280 iter, 0 epoch / 300000 iterations\n",
      "   0.18633 iters/sec. Estimated time to finish: 18 days, 14:48:50.376323.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.10%\n",
      "this epoch [###...............................................]  7.69%\n",
      "       285 iter, 0 epoch / 300000 iterations\n",
      "   0.18625 iters/sec. Estimated time to finish: 18 days, 14:59:43.850831.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.10%\n",
      "this epoch [###...............................................]  7.83%\n",
      "       290 iter, 0 epoch / 300000 iterations\n",
      "   0.18614 iters/sec. Estimated time to finish: 18 days, 15:15:23.825020.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.10%\n",
      "this epoch [###...............................................]  7.96%\n",
      "       295 iter, 0 epoch / 300000 iterations\n",
      "   0.18603 iters/sec. Estimated time to finish: 18 days, 15:31:01.679978.\n",
      "\u001b[4A\u001b[J300         0.183457       0.0785681                                                   \n",
      "\u001b[J     total [..................................................]  0.10%\n",
      "this epoch [####..............................................]  8.10%\n",
      "       300 iter, 0 epoch / 300000 iterations\n",
      "   0.18589 iters/sec. Estimated time to finish: 18 days, 15:50:14.093090.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.10%\n",
      "this epoch [####..............................................]  8.23%\n",
      "       305 iter, 0 epoch / 300000 iterations\n",
      "   0.18578 iters/sec. Estimated time to finish: 18 days, 16:06:47.689362.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.10%\n",
      "this epoch [####..............................................]  8.37%\n",
      "       310 iter, 0 epoch / 300000 iterations\n",
      "   0.18564 iters/sec. Estimated time to finish: 18 days, 16:26:22.766331.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.10%\n",
      "this epoch [####..............................................]  8.50%\n",
      "       315 iter, 0 epoch / 300000 iterations\n",
      "   0.18552 iters/sec. Estimated time to finish: 18 days, 16:42:34.680940.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.11%\n",
      "this epoch [####..............................................]  8.64%\n",
      "       320 iter, 0 epoch / 300000 iterations\n",
      "   0.18539 iters/sec. Estimated time to finish: 18 days, 17:00:56.791580.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.11%\n",
      "this epoch [####..............................................]  8.77%\n",
      "       325 iter, 0 epoch / 300000 iterations\n",
      "   0.18525 iters/sec. Estimated time to finish: 18 days, 17:21:24.177836.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.11%\n",
      "this epoch [####..............................................]  8.91%\n",
      "       330 iter, 0 epoch / 300000 iterations\n",
      "   0.18515 iters/sec. Estimated time to finish: 18 days, 17:35:15.805610.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.11%\n",
      "this epoch [####..............................................]  9.04%\n",
      "       335 iter, 0 epoch / 300000 iterations\n",
      "    0.1851 iters/sec. Estimated time to finish: 18 days, 17:42:47.413883.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.11%\n",
      "this epoch [####..............................................]  9.18%\n",
      "       340 iter, 0 epoch / 300000 iterations\n",
      "    0.1851 iters/sec. Estimated time to finish: 18 days, 17:42:27.909653.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.11%\n",
      "this epoch [####..............................................]  9.31%\n",
      "       345 iter, 0 epoch / 300000 iterations\n",
      "    0.1851 iters/sec. Estimated time to finish: 18 days, 17:41:45.693554.\n",
      "\u001b[4A\u001b[J350         0.258705       0.0730339                                                   \n",
      "\u001b[J     total [..................................................]  0.12%\n",
      "this epoch [####..............................................]  9.45%\n",
      "       350 iter, 0 epoch / 300000 iterations\n",
      "   0.18501 iters/sec. Estimated time to finish: 18 days, 17:54:41.034535.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.12%\n",
      "this epoch [####..............................................]  9.58%\n",
      "       355 iter, 0 epoch / 300000 iterations\n",
      "     0.185 iters/sec. Estimated time to finish: 18 days, 17:54:39.143783.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.12%\n",
      "this epoch [####..............................................]  9.72%\n",
      "       360 iter, 0 epoch / 300000 iterations\n",
      "   0.18494 iters/sec. Estimated time to finish: 18 days, 18:03:45.961669.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.12%\n",
      "this epoch [####..............................................]  9.85%\n",
      "       365 iter, 0 epoch / 300000 iterations\n",
      "   0.18485 iters/sec. Estimated time to finish: 18 days, 18:15:37.556903.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.12%\n",
      "this epoch [####..............................................]  9.99%\n",
      "       370 iter, 0 epoch / 300000 iterations\n",
      "   0.18475 iters/sec. Estimated time to finish: 18 days, 18:29:35.638751.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.12%\n",
      "this epoch [#####.............................................] 10.12%\n",
      "       375 iter, 0 epoch / 300000 iterations\n",
      "   0.18471 iters/sec. Estimated time to finish: 18 days, 18:35:51.478613.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.13%\n",
      "this epoch [#####.............................................] 10.26%\n",
      "       380 iter, 0 epoch / 300000 iterations\n",
      "   0.18474 iters/sec. Estimated time to finish: 18 days, 18:30:46.407729.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.13%\n",
      "this epoch [#####.............................................] 10.39%\n",
      "       385 iter, 0 epoch / 300000 iterations\n",
      "   0.18463 iters/sec. Estimated time to finish: 18 days, 18:46:57.881479.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.13%\n",
      "this epoch [#####.............................................] 10.53%\n",
      "       390 iter, 0 epoch / 300000 iterations\n",
      "   0.18455 iters/sec. Estimated time to finish: 18 days, 18:57:19.999051.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.13%\n",
      "this epoch [#####.............................................] 10.66%\n",
      "       395 iter, 0 epoch / 300000 iterations\n",
      "   0.18446 iters/sec. Estimated time to finish: 18 days, 19:10:47.161475.\n",
      "\u001b[4A\u001b[J400         0.309827       0.0698854                                                   \n",
      "\u001b[J     total [..................................................]  0.13%\n",
      "this epoch [#####.............................................] 10.80%\n",
      "       400 iter, 0 epoch / 300000 iterations\n",
      "   0.18439 iters/sec. Estimated time to finish: 18 days, 19:20:33.967128.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.14%\n",
      "this epoch [#####.............................................] 10.93%\n",
      "       405 iter, 0 epoch / 300000 iterations\n",
      "   0.18434 iters/sec. Estimated time to finish: 18 days, 19:26:49.175848.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.14%\n",
      "this epoch [#####.............................................] 11.07%\n",
      "       410 iter, 0 epoch / 300000 iterations\n",
      "   0.18421 iters/sec. Estimated time to finish: 18 days, 19:45:50.729199.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.14%\n",
      "this epoch [#####.............................................] 11.20%\n",
      "       415 iter, 0 epoch / 300000 iterations\n",
      "   0.18414 iters/sec. Estimated time to finish: 18 days, 19:56:22.063947.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.14%\n",
      "this epoch [#####.............................................] 11.34%\n",
      "       420 iter, 0 epoch / 300000 iterations\n",
      "   0.18409 iters/sec. Estimated time to finish: 18 days, 20:02:25.229033.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.14%\n",
      "this epoch [#####.............................................] 11.47%\n",
      "       425 iter, 0 epoch / 300000 iterations\n",
      "   0.18406 iters/sec. Estimated time to finish: 18 days, 20:06:29.975666.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.14%\n",
      "this epoch [#####.............................................] 11.61%\n",
      "       430 iter, 0 epoch / 300000 iterations\n",
      "   0.18407 iters/sec. Estimated time to finish: 18 days, 20:05:17.077711.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.14%\n",
      "this epoch [#####.............................................] 11.74%\n",
      "       435 iter, 0 epoch / 300000 iterations\n",
      "   0.18402 iters/sec. Estimated time to finish: 18 days, 20:11:38.559212.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.15%\n",
      "this epoch [#####.............................................] 11.88%\n",
      "       440 iter, 0 epoch / 300000 iterations\n",
      "     0.184 iters/sec. Estimated time to finish: 18 days, 20:13:58.117913.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.15%\n",
      "this epoch [######............................................] 12.01%\n",
      "       445 iter, 0 epoch / 300000 iterations\n",
      "   0.18396 iters/sec. Estimated time to finish: 18 days, 20:20:13.139970.\n",
      "\u001b[4A\u001b[J450         0.354366       0.0678461                                                   \n",
      "\u001b[J     total [..................................................]  0.15%\n",
      "this epoch [######............................................] 12.15%\n",
      "       450 iter, 0 epoch / 300000 iterations\n",
      "   0.18383 iters/sec. Estimated time to finish: 18 days, 20:38:44.173478.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.15%\n",
      "this epoch [######............................................] 12.28%\n",
      "       455 iter, 0 epoch / 300000 iterations\n",
      "   0.18378 iters/sec. Estimated time to finish: 18 days, 20:45:13.326445.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.15%\n",
      "this epoch [######............................................] 12.42%\n",
      "       460 iter, 0 epoch / 300000 iterations\n",
      "   0.18377 iters/sec. Estimated time to finish: 18 days, 20:46:31.460451.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.15%\n",
      "this epoch [######............................................] 12.55%\n",
      "       465 iter, 0 epoch / 300000 iterations\n",
      "   0.18373 iters/sec. Estimated time to finish: 18 days, 20:51:08.887303.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.16%\n",
      "this epoch [######............................................] 12.69%\n",
      "       470 iter, 0 epoch / 300000 iterations\n",
      "   0.18367 iters/sec. Estimated time to finish: 18 days, 21:00:16.735734.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.16%\n",
      "this epoch [######............................................] 12.82%\n",
      "       475 iter, 0 epoch / 300000 iterations\n",
      "   0.18366 iters/sec. Estimated time to finish: 18 days, 21:01:51.057408.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.16%\n",
      "this epoch [######............................................] 12.96%\n",
      "       480 iter, 0 epoch / 300000 iterations\n",
      "   0.18354 iters/sec. Estimated time to finish: 18 days, 21:18:20.138911.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.16%\n",
      "this epoch [######............................................] 13.09%\n",
      "       485 iter, 0 epoch / 300000 iterations\n",
      "   0.18352 iters/sec. Estimated time to finish: 18 days, 21:21:12.304271.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.16%\n",
      "this epoch [######............................................] 13.23%\n",
      "       490 iter, 0 epoch / 300000 iterations\n",
      "   0.18363 iters/sec. Estimated time to finish: 18 days, 21:04:38.861017.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.17%\n",
      "this epoch [######............................................] 13.36%\n",
      "       495 iter, 0 epoch / 300000 iterations\n",
      "   0.18366 iters/sec. Estimated time to finish: 18 days, 20:59:59.314901.\n",
      "\u001b[4A\u001b[J500         0.359829       0.0641936   0.360723                  0.0632115             \n",
      "\u001b[J     total [..................................................]  0.17%\n",
      "this epoch [######............................................] 13.50%\n",
      "       500 iter, 0 epoch / 300000 iterations\n",
      "   0.18314 iters/sec. Estimated time to finish: 18 days, 22:15:40.243263.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.17%\n",
      "this epoch [######............................................] 13.63%\n",
      "       505 iter, 0 epoch / 300000 iterations\n",
      "   0.18312 iters/sec. Estimated time to finish: 18 days, 22:17:57.479493.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.17%\n",
      "this epoch [######............................................] 13.77%\n",
      "       510 iter, 0 epoch / 300000 iterations\n",
      "    0.1831 iters/sec. Estimated time to finish: 18 days, 22:20:29.918670.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.17%\n",
      "this epoch [######............................................] 13.90%\n",
      "       515 iter, 0 epoch / 300000 iterations\n",
      "   0.18323 iters/sec. Estimated time to finish: 18 days, 22:01:31.999216.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.17%\n",
      "this epoch [#######...........................................] 14.04%\n",
      "       520 iter, 0 epoch / 300000 iterations\n",
      "   0.18311 iters/sec. Estimated time to finish: 18 days, 22:18:29.478556.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.18%\n",
      "this epoch [#######...........................................] 14.17%\n",
      "       525 iter, 0 epoch / 300000 iterations\n",
      "   0.18307 iters/sec. Estimated time to finish: 18 days, 22:23:46.885174.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.18%\n",
      "this epoch [#######...........................................] 14.31%\n",
      "       530 iter, 0 epoch / 300000 iterations\n",
      "   0.18294 iters/sec. Estimated time to finish: 18 days, 22:43:00.683922.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.18%\n",
      "this epoch [#######...........................................] 14.44%\n",
      "       535 iter, 0 epoch / 300000 iterations\n",
      "   0.18278 iters/sec. Estimated time to finish: 18 days, 23:05:49.624295.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.18%\n",
      "this epoch [#######...........................................] 14.58%\n",
      "       540 iter, 0 epoch / 300000 iterations\n",
      "   0.18266 iters/sec. Estimated time to finish: 18 days, 23:23:56.318368.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.18%\n",
      "this epoch [#######...........................................] 14.71%\n",
      "       545 iter, 0 epoch / 300000 iterations\n",
      "   0.18259 iters/sec. Estimated time to finish: 18 days, 23:34:09.262627.\n",
      "\u001b[4A\u001b[J550         0.379722       0.0629599                                                   \n",
      "\u001b[J     total [..................................................]  0.18%\n",
      "this epoch [#######...........................................] 14.85%\n",
      "       550 iter, 0 epoch / 300000 iterations\n",
      "   0.18245 iters/sec. Estimated time to finish: 18 days, 23:54:06.521466.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.18%\n",
      "this epoch [#######...........................................] 14.98%\n",
      "       555 iter, 0 epoch / 300000 iterations\n",
      "   0.18238 iters/sec. Estimated time to finish: 19 days, 0:05:15.844713.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.19%\n",
      "this epoch [#######...........................................] 15.12%\n",
      "       560 iter, 0 epoch / 300000 iterations\n",
      "   0.18223 iters/sec. Estimated time to finish: 19 days, 0:26:30.026909.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.19%\n",
      "this epoch [#######...........................................] 15.25%\n",
      "       565 iter, 0 epoch / 300000 iterations\n",
      "   0.18226 iters/sec. Estimated time to finish: 19 days, 0:22:03.429215.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.19%\n",
      "this epoch [#######...........................................] 15.39%\n",
      "       570 iter, 0 epoch / 300000 iterations\n",
      "   0.18215 iters/sec. Estimated time to finish: 19 days, 0:37:53.732062.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.19%\n",
      "this epoch [#######...........................................] 15.52%\n",
      "       575 iter, 0 epoch / 300000 iterations\n",
      "   0.18214 iters/sec. Estimated time to finish: 19 days, 0:38:48.861068.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.19%\n",
      "this epoch [#######...........................................] 15.66%\n",
      "       580 iter, 0 epoch / 300000 iterations\n",
      "   0.18212 iters/sec. Estimated time to finish: 19 days, 0:41:46.039166.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.19%\n",
      "this epoch [#######...........................................] 15.79%\n",
      "       585 iter, 0 epoch / 300000 iterations\n",
      "   0.18186 iters/sec. Estimated time to finish: 19 days, 1:20:12.565528.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.20%\n",
      "this epoch [#######...........................................] 15.93%\n",
      "       590 iter, 0 epoch / 300000 iterations\n",
      "   0.18183 iters/sec. Estimated time to finish: 19 days, 1:23:30.574770.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.20%\n",
      "this epoch [########..........................................] 16.06%\n",
      "       595 iter, 0 epoch / 300000 iterations\n",
      "   0.18176 iters/sec. Estimated time to finish: 19 days, 1:33:52.976507.\n",
      "\u001b[4A\u001b[J600         0.417795       0.0596051                                                   \n",
      "\u001b[J     total [..................................................]  0.20%\n",
      "this epoch [########..........................................] 16.20%\n",
      "       600 iter, 0 epoch / 300000 iterations\n",
      "   0.18179 iters/sec. Estimated time to finish: 19 days, 1:28:37.557225.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.20%\n",
      "this epoch [########..........................................] 16.33%\n",
      "       605 iter, 0 epoch / 300000 iterations\n",
      "   0.18174 iters/sec. Estimated time to finish: 19 days, 1:36:32.254516.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.20%\n",
      "this epoch [########..........................................] 16.47%\n",
      "       610 iter, 0 epoch / 300000 iterations\n",
      "   0.18181 iters/sec. Estimated time to finish: 19 days, 1:24:35.656342.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.21%\n",
      "this epoch [########..........................................] 16.60%\n",
      "       615 iter, 0 epoch / 300000 iterations\n",
      "   0.18177 iters/sec. Estimated time to finish: 19 days, 1:31:26.000425.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.21%\n",
      "this epoch [########..........................................] 16.74%\n",
      "       620 iter, 0 epoch / 300000 iterations\n",
      "   0.18155 iters/sec. Estimated time to finish: 19 days, 2:03:23.493862.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.21%\n",
      "this epoch [########..........................................] 16.87%\n",
      "       625 iter, 0 epoch / 300000 iterations\n",
      "   0.18153 iters/sec. Estimated time to finish: 19 days, 2:06:56.657448.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.21%\n",
      "this epoch [########..........................................] 17.00%\n",
      "       630 iter, 0 epoch / 300000 iterations\n",
      "   0.18159 iters/sec. Estimated time to finish: 19 days, 1:56:05.984727.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.21%\n",
      "this epoch [########..........................................] 17.14%\n",
      "       635 iter, 0 epoch / 300000 iterations\n",
      "   0.18152 iters/sec. Estimated time to finish: 19 days, 2:06:48.415376.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.21%\n",
      "this epoch [########..........................................] 17.27%\n",
      "       640 iter, 0 epoch / 300000 iterations\n",
      "   0.18148 iters/sec. Estimated time to finish: 19 days, 2:12:07.645338.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.21%\n",
      "this epoch [########..........................................] 17.41%\n",
      "       645 iter, 0 epoch / 300000 iterations\n",
      "   0.18187 iters/sec. Estimated time to finish: 19 days, 1:13:39.560127.\n",
      "\u001b[4A\u001b[J650         0.430508       0.0621132                                                   \n",
      "\u001b[J     total [..................................................]  0.22%\n",
      "this epoch [########..........................................] 17.54%\n",
      "       650 iter, 0 epoch / 300000 iterations\n",
      "   0.18191 iters/sec. Estimated time to finish: 19 days, 1:06:40.421324.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.22%\n",
      "this epoch [########..........................................] 17.68%\n",
      "       655 iter, 0 epoch / 300000 iterations\n",
      "   0.18196 iters/sec. Estimated time to finish: 19 days, 0:58:25.549109.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.22%\n",
      "this epoch [########..........................................] 17.81%\n",
      "       660 iter, 0 epoch / 300000 iterations\n",
      "   0.18193 iters/sec. Estimated time to finish: 19 days, 1:02:04.019126.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.22%\n",
      "this epoch [########..........................................] 17.95%\n",
      "       665 iter, 0 epoch / 300000 iterations\n",
      "   0.18193 iters/sec. Estimated time to finish: 19 days, 1:01:36.733000.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.22%\n",
      "this epoch [#########.........................................] 18.08%\n",
      "       670 iter, 0 epoch / 300000 iterations\n",
      "   0.18188 iters/sec. Estimated time to finish: 19 days, 1:09:46.878275.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.22%\n",
      "this epoch [#########.........................................] 18.22%\n",
      "       675 iter, 0 epoch / 300000 iterations\n",
      "   0.18197 iters/sec. Estimated time to finish: 19 days, 0:55:32.253350.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.23%\n",
      "this epoch [#########.........................................] 18.35%\n",
      "       680 iter, 0 epoch / 300000 iterations\n",
      "   0.18201 iters/sec. Estimated time to finish: 19 days, 0:48:34.132896.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.23%\n",
      "this epoch [#########.........................................] 18.49%\n",
      "       685 iter, 0 epoch / 300000 iterations\n",
      "     0.182 iters/sec. Estimated time to finish: 19 days, 0:49:17.139425.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.23%\n",
      "this epoch [#########.........................................] 18.62%\n",
      "       690 iter, 0 epoch / 300000 iterations\n",
      "   0.18215 iters/sec. Estimated time to finish: 19 days, 0:26:13.926066.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.23%\n",
      "this epoch [#########.........................................] 18.76%\n",
      "       695 iter, 0 epoch / 300000 iterations\n",
      "   0.18236 iters/sec. Estimated time to finish: 18 days, 23:55:06.337500.\n",
      "\u001b[4A\u001b[J700         0.419864       0.0629869                                                   \n",
      "\u001b[J     total [..................................................]  0.23%\n",
      "this epoch [#########.........................................] 18.89%\n",
      "       700 iter, 0 epoch / 300000 iterations\n",
      "   0.18232 iters/sec. Estimated time to finish: 19 days, 0:00:28.078041.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.24%\n",
      "this epoch [#########.........................................] 19.03%\n",
      "       705 iter, 0 epoch / 300000 iterations\n",
      "   0.18241 iters/sec. Estimated time to finish: 18 days, 23:45:46.352024.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.24%\n",
      "this epoch [#########.........................................] 19.16%\n",
      "       710 iter, 0 epoch / 300000 iterations\n",
      "   0.18262 iters/sec. Estimated time to finish: 18 days, 23:15:11.120645.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.24%\n",
      "this epoch [#########.........................................] 19.30%\n",
      "       715 iter, 0 epoch / 300000 iterations\n",
      "   0.18267 iters/sec. Estimated time to finish: 18 days, 23:06:47.878036.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.24%\n",
      "this epoch [#########.........................................] 19.43%\n",
      "       720 iter, 0 epoch / 300000 iterations\n",
      "   0.18264 iters/sec. Estimated time to finish: 18 days, 23:10:48.438230.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.24%\n",
      "this epoch [#########.........................................] 19.57%\n",
      "       725 iter, 0 epoch / 300000 iterations\n",
      "   0.18269 iters/sec. Estimated time to finish: 18 days, 23:02:59.713178.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.24%\n",
      "this epoch [#########.........................................] 19.70%\n",
      "       730 iter, 0 epoch / 300000 iterations\n",
      "   0.18273 iters/sec. Estimated time to finish: 18 days, 22:56:17.472387.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.24%\n",
      "this epoch [#########.........................................] 19.84%\n",
      "       735 iter, 0 epoch / 300000 iterations\n",
      "   0.18304 iters/sec. Estimated time to finish: 18 days, 22:09:56.903250.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.25%\n",
      "this epoch [#########.........................................] 19.97%\n",
      "       740 iter, 0 epoch / 300000 iterations\n",
      "   0.18344 iters/sec. Estimated time to finish: 18 days, 21:09:08.655847.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.25%\n",
      "this epoch [##########........................................] 20.11%\n",
      "       745 iter, 0 epoch / 300000 iterations\n",
      "    0.1837 iters/sec. Estimated time to finish: 18 days, 20:31:20.483448.\n",
      "\u001b[4A\u001b[J750         0.4254         0.0610959                                                   \n",
      "\u001b[J     total [..................................................]  0.25%\n",
      "this epoch [##########........................................] 20.24%\n",
      "       750 iter, 0 epoch / 300000 iterations\n",
      "   0.18376 iters/sec. Estimated time to finish: 18 days, 20:21:13.275572.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.25%\n",
      "this epoch [##########........................................] 20.38%\n",
      "       755 iter, 0 epoch / 300000 iterations\n",
      "   0.18388 iters/sec. Estimated time to finish: 18 days, 20:03:14.714475.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.25%\n",
      "this epoch [##########........................................] 20.51%\n",
      "       760 iter, 0 epoch / 300000 iterations\n",
      "   0.18399 iters/sec. Estimated time to finish: 18 days, 19:47:15.177802.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.26%\n",
      "this epoch [##########........................................] 20.65%\n",
      "       765 iter, 0 epoch / 300000 iterations\n",
      "   0.18391 iters/sec. Estimated time to finish: 18 days, 19:58:33.246480.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.26%\n",
      "this epoch [##########........................................] 20.78%\n",
      "       770 iter, 0 epoch / 300000 iterations\n",
      "   0.18392 iters/sec. Estimated time to finish: 18 days, 19:55:21.436523.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.26%\n",
      "this epoch [##########........................................] 20.92%\n",
      "       775 iter, 0 epoch / 300000 iterations\n",
      "   0.18368 iters/sec. Estimated time to finish: 18 days, 20:30:57.565534.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.26%\n",
      "this epoch [##########........................................] 21.05%\n",
      "       780 iter, 0 epoch / 300000 iterations\n",
      "   0.18369 iters/sec. Estimated time to finish: 18 days, 20:28:27.249330.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.26%\n",
      "this epoch [##########........................................] 21.19%\n",
      "       785 iter, 0 epoch / 300000 iterations\n",
      "   0.18376 iters/sec. Estimated time to finish: 18 days, 20:17:42.930415.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.26%\n",
      "this epoch [##########........................................] 21.32%\n",
      "       790 iter, 0 epoch / 300000 iterations\n",
      "   0.18385 iters/sec. Estimated time to finish: 18 days, 20:05:10.508862.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.27%\n",
      "this epoch [##########........................................] 21.46%\n",
      "       795 iter, 0 epoch / 300000 iterations\n",
      "    0.1839 iters/sec. Estimated time to finish: 18 days, 19:56:42.154535.\n",
      "\u001b[4A\u001b[J800         0.442864       0.0605451                                                   \n",
      "\u001b[J     total [..................................................]  0.27%\n",
      "this epoch [##########........................................] 21.59%\n",
      "       800 iter, 0 epoch / 300000 iterations\n",
      "   0.18398 iters/sec. Estimated time to finish: 18 days, 19:44:15.025341.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.27%\n",
      "this epoch [##########........................................] 21.73%\n",
      "       805 iter, 0 epoch / 300000 iterations\n",
      "   0.18404 iters/sec. Estimated time to finish: 18 days, 19:34:52.876514.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.27%\n",
      "this epoch [##########........................................] 21.86%\n",
      "       810 iter, 0 epoch / 300000 iterations\n",
      "   0.18413 iters/sec. Estimated time to finish: 18 days, 19:22:03.933093.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.27%\n",
      "this epoch [##########........................................] 22.00%\n",
      "       815 iter, 0 epoch / 300000 iterations\n",
      "   0.18421 iters/sec. Estimated time to finish: 18 days, 19:08:48.262817.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.27%\n",
      "this epoch [###########.......................................] 22.13%\n",
      "       820 iter, 0 epoch / 300000 iterations\n",
      "   0.18425 iters/sec. Estimated time to finish: 18 days, 19:02:32.858767.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.27%\n",
      "this epoch [###########.......................................] 22.27%\n",
      "       825 iter, 0 epoch / 300000 iterations\n",
      "   0.18437 iters/sec. Estimated time to finish: 18 days, 18:44:07.921865.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.28%\n",
      "this epoch [###########.......................................] 22.40%\n",
      "       830 iter, 0 epoch / 300000 iterations\n",
      "   0.18446 iters/sec. Estimated time to finish: 18 days, 18:31:15.756799.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.28%\n",
      "this epoch [###########.......................................] 22.54%\n",
      "       835 iter, 0 epoch / 300000 iterations\n",
      "   0.18452 iters/sec. Estimated time to finish: 18 days, 18:21:28.815880.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.28%\n",
      "this epoch [###########.......................................] 22.67%\n",
      "       840 iter, 0 epoch / 300000 iterations\n",
      "   0.18454 iters/sec. Estimated time to finish: 18 days, 18:18:27.819092.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.28%\n",
      "this epoch [###########.......................................] 22.81%\n",
      "       845 iter, 0 epoch / 300000 iterations\n",
      "   0.18458 iters/sec. Estimated time to finish: 18 days, 18:12:57.331970.\n",
      "\u001b[4A\u001b[J850         0.453192       0.0580237                                                   \n",
      "\u001b[J     total [..................................................]  0.28%\n",
      "this epoch [###########.......................................] 22.94%\n",
      "       850 iter, 0 epoch / 300000 iterations\n",
      "   0.18485 iters/sec. Estimated time to finish: 18 days, 17:32:48.944084.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.29%\n",
      "this epoch [###########.......................................] 23.08%\n",
      "       855 iter, 0 epoch / 300000 iterations\n",
      "   0.18484 iters/sec. Estimated time to finish: 18 days, 17:33:34.594717.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.29%\n",
      "this epoch [###########.......................................] 23.21%\n",
      "       860 iter, 0 epoch / 300000 iterations\n",
      "   0.18491 iters/sec. Estimated time to finish: 18 days, 17:22:44.975553.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.29%\n",
      "this epoch [###########.......................................] 23.35%\n",
      "       865 iter, 0 epoch / 300000 iterations\n",
      "   0.18499 iters/sec. Estimated time to finish: 18 days, 17:10:34.718021.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.29%\n",
      "this epoch [###########.......................................] 23.48%\n",
      "       870 iter, 0 epoch / 300000 iterations\n",
      "   0.18507 iters/sec. Estimated time to finish: 18 days, 16:58:08.549811.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.29%\n",
      "this epoch [###########.......................................] 23.62%\n",
      "       875 iter, 0 epoch / 300000 iterations\n",
      "   0.18513 iters/sec. Estimated time to finish: 18 days, 16:49:29.312951.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.29%\n",
      "this epoch [###########.......................................] 23.75%\n",
      "       880 iter, 0 epoch / 300000 iterations\n",
      "   0.18512 iters/sec. Estimated time to finish: 18 days, 16:50:27.536585.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.29%\n",
      "this epoch [###########.......................................] 23.89%\n",
      "       885 iter, 0 epoch / 300000 iterations\n",
      "   0.18523 iters/sec. Estimated time to finish: 18 days, 16:33:34.731858.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.30%\n",
      "this epoch [############......................................] 24.02%\n",
      "       890 iter, 0 epoch / 300000 iterations\n",
      "    0.1853 iters/sec. Estimated time to finish: 18 days, 16:23:51.258799.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.30%\n",
      "this epoch [############......................................] 24.16%\n",
      "       895 iter, 0 epoch / 300000 iterations\n",
      "    0.1854 iters/sec. Estimated time to finish: 18 days, 16:07:58.503049.\n",
      "\u001b[4A\u001b[J900         0.443662       0.0584935                                                   \n",
      "\u001b[J     total [..................................................]  0.30%\n",
      "this epoch [############......................................] 24.29%\n",
      "       900 iter, 0 epoch / 300000 iterations\n",
      "   0.18548 iters/sec. Estimated time to finish: 18 days, 15:56:01.427722.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.30%\n",
      "this epoch [############......................................] 24.43%\n",
      "       905 iter, 0 epoch / 300000 iterations\n",
      "   0.18549 iters/sec. Estimated time to finish: 18 days, 15:53:37.735963.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.30%\n",
      "this epoch [############......................................] 24.56%\n",
      "       910 iter, 0 epoch / 300000 iterations\n",
      "   0.18564 iters/sec. Estimated time to finish: 18 days, 15:32:32.702059.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.30%\n",
      "this epoch [############......................................] 24.70%\n",
      "       915 iter, 0 epoch / 300000 iterations\n",
      "   0.18573 iters/sec. Estimated time to finish: 18 days, 15:19:10.501271.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.31%\n",
      "this epoch [############......................................] 24.83%\n",
      "       920 iter, 0 epoch / 300000 iterations\n",
      "    0.1858 iters/sec. Estimated time to finish: 18 days, 15:08:17.055937.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.31%\n",
      "this epoch [############......................................] 24.97%\n",
      "       925 iter, 0 epoch / 300000 iterations\n",
      "   0.18583 iters/sec. Estimated time to finish: 18 days, 15:02:41.351249.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.31%\n",
      "this epoch [############......................................] 25.10%\n",
      "       930 iter, 0 epoch / 300000 iterations\n",
      "   0.18586 iters/sec. Estimated time to finish: 18 days, 14:58:34.543119.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.31%\n",
      "this epoch [############......................................] 25.24%\n",
      "       935 iter, 0 epoch / 300000 iterations\n",
      "   0.18594 iters/sec. Estimated time to finish: 18 days, 14:46:57.754582.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.31%\n",
      "this epoch [############......................................] 25.37%\n",
      "       940 iter, 0 epoch / 300000 iterations\n",
      "     0.186 iters/sec. Estimated time to finish: 18 days, 14:38:06.825231.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.32%\n",
      "this epoch [############......................................] 25.51%\n",
      "       945 iter, 0 epoch / 300000 iterations\n",
      "   0.18607 iters/sec. Estimated time to finish: 18 days, 14:26:18.687076.\n",
      "\u001b[4A\u001b[J950         0.465794       0.0594997                                                   \n",
      "\u001b[J     total [..................................................]  0.32%\n",
      "this epoch [############......................................] 25.64%\n",
      "       950 iter, 0 epoch / 300000 iterations\n",
      "   0.18624 iters/sec. Estimated time to finish: 18 days, 14:02:11.672568.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.32%\n",
      "this epoch [############......................................] 25.78%\n",
      "       955 iter, 0 epoch / 300000 iterations\n",
      "   0.18629 iters/sec. Estimated time to finish: 18 days, 13:54:04.822390.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.32%\n",
      "this epoch [############......................................] 25.91%\n",
      "       960 iter, 0 epoch / 300000 iterations\n",
      "   0.18634 iters/sec. Estimated time to finish: 18 days, 13:46:35.300005.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.32%\n",
      "this epoch [#############.....................................] 26.05%\n",
      "       965 iter, 0 epoch / 300000 iterations\n",
      "    0.1864 iters/sec. Estimated time to finish: 18 days, 13:37:48.458381.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.32%\n",
      "this epoch [#############.....................................] 26.18%\n",
      "       970 iter, 0 epoch / 300000 iterations\n",
      "   0.18648 iters/sec. Estimated time to finish: 18 days, 13:25:36.720520.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.33%\n",
      "this epoch [#############.....................................] 26.32%\n",
      "       975 iter, 0 epoch / 300000 iterations\n",
      "   0.18655 iters/sec. Estimated time to finish: 18 days, 13:15:33.706845.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.33%\n",
      "this epoch [#############.....................................] 26.45%\n",
      "       980 iter, 0 epoch / 300000 iterations\n",
      "   0.18668 iters/sec. Estimated time to finish: 18 days, 12:56:47.493884.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.33%\n",
      "this epoch [#############.....................................] 26.59%\n",
      "       985 iter, 0 epoch / 300000 iterations\n",
      "   0.18674 iters/sec. Estimated time to finish: 18 days, 12:47:51.579710.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.33%\n",
      "this epoch [#############.....................................] 26.72%\n",
      "       990 iter, 0 epoch / 300000 iterations\n",
      "   0.18664 iters/sec. Estimated time to finish: 18 days, 13:00:33.014589.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.33%\n",
      "this epoch [#############.....................................] 26.86%\n",
      "       995 iter, 0 epoch / 300000 iterations\n",
      "   0.18667 iters/sec. Estimated time to finish: 18 days, 12:56:58.306416.\n",
      "\u001b[4A\u001b[J1000        0.454185       0.0578092   0.497908                  0.0587836             \n",
      "\u001b[J     total [..................................................]  0.33%\n",
      "this epoch [#############.....................................] 26.99%\n",
      "      1000 iter, 0 epoch / 300000 iterations\n",
      "   0.18651 iters/sec. Estimated time to finish: 18 days, 13:18:21.337391.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.34%\n",
      "this epoch [#############.....................................] 27.13%\n",
      "      1005 iter, 0 epoch / 300000 iterations\n",
      "   0.18656 iters/sec. Estimated time to finish: 18 days, 13:10:45.786239.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.34%\n",
      "this epoch [#############.....................................] 27.26%\n",
      "      1010 iter, 0 epoch / 300000 iterations\n",
      "   0.18649 iters/sec. Estimated time to finish: 18 days, 13:20:26.021569.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.34%\n",
      "this epoch [#############.....................................] 27.40%\n",
      "      1015 iter, 0 epoch / 300000 iterations\n",
      "   0.18634 iters/sec. Estimated time to finish: 18 days, 13:41:58.419998.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.34%\n",
      "this epoch [#############.....................................] 27.53%\n",
      "      1020 iter, 0 epoch / 300000 iterations\n",
      "    0.1864 iters/sec. Estimated time to finish: 18 days, 13:33:21.562032.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.34%\n",
      "this epoch [#############.....................................] 27.67%\n",
      "      1025 iter, 0 epoch / 300000 iterations\n",
      "   0.18653 iters/sec. Estimated time to finish: 18 days, 13:13:31.742579.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.34%\n",
      "this epoch [#############.....................................] 27.80%\n",
      "      1030 iter, 0 epoch / 300000 iterations\n",
      "   0.18685 iters/sec. Estimated time to finish: 18 days, 12:27:59.457495.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.34%\n",
      "this epoch [#############.....................................] 27.94%\n",
      "      1035 iter, 0 epoch / 300000 iterations\n",
      "   0.18695 iters/sec. Estimated time to finish: 18 days, 12:12:40.944254.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.35%\n",
      "this epoch [##############....................................] 28.07%\n",
      "      1040 iter, 0 epoch / 300000 iterations\n",
      "   0.18704 iters/sec. Estimated time to finish: 18 days, 11:59:18.307214.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.35%\n",
      "this epoch [##############....................................] 28.21%\n",
      "      1045 iter, 0 epoch / 300000 iterations\n",
      "   0.18713 iters/sec. Estimated time to finish: 18 days, 11:46:22.388579.\n",
      "\u001b[4A\u001b[J1050        0.462144       0.056776                                                    \n",
      "\u001b[J     total [..................................................]  0.35%\n",
      "this epoch [##############....................................] 28.34%\n",
      "      1050 iter, 0 epoch / 300000 iterations\n",
      "   0.18724 iters/sec. Estimated time to finish: 18 days, 11:29:51.591334.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.35%\n",
      "this epoch [##############....................................] 28.48%\n",
      "      1055 iter, 0 epoch / 300000 iterations\n",
      "   0.18734 iters/sec. Estimated time to finish: 18 days, 11:15:55.896844.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.35%\n",
      "this epoch [##############....................................] 28.61%\n",
      "      1060 iter, 0 epoch / 300000 iterations\n",
      "   0.18741 iters/sec. Estimated time to finish: 18 days, 11:04:40.803583.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.36%\n",
      "this epoch [##############....................................] 28.75%\n",
      "      1065 iter, 0 epoch / 300000 iterations\n",
      "   0.18738 iters/sec. Estimated time to finish: 18 days, 11:09:21.871238.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.36%\n",
      "this epoch [##############....................................] 28.88%\n",
      "      1070 iter, 0 epoch / 300000 iterations\n",
      "   0.18757 iters/sec. Estimated time to finish: 18 days, 10:42:18.127899.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.36%\n",
      "this epoch [##############....................................] 29.02%\n",
      "      1075 iter, 0 epoch / 300000 iterations\n",
      "   0.18764 iters/sec. Estimated time to finish: 18 days, 10:31:38.425483.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.36%\n",
      "this epoch [##############....................................] 29.15%\n",
      "      1080 iter, 0 epoch / 300000 iterations\n",
      "    0.1877 iters/sec. Estimated time to finish: 18 days, 10:22:18.934419.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.36%\n",
      "this epoch [##############....................................] 29.29%\n",
      "      1085 iter, 0 epoch / 300000 iterations\n",
      "    0.1879 iters/sec. Estimated time to finish: 18 days, 9:53:26.613143.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.36%\n",
      "this epoch [##############....................................] 29.42%\n",
      "      1090 iter, 0 epoch / 300000 iterations\n",
      "   0.18792 iters/sec. Estimated time to finish: 18 days, 9:50:47.165341.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.36%\n",
      "this epoch [##############....................................] 29.56%\n",
      "      1095 iter, 0 epoch / 300000 iterations\n",
      "   0.18799 iters/sec. Estimated time to finish: 18 days, 9:40:01.643468.\n",
      "\u001b[4A\u001b[J1100        0.474127       0.0567703                                                   \n",
      "\u001b[J     total [..................................................]  0.37%\n",
      "this epoch [##############....................................] 29.69%\n",
      "      1100 iter, 0 epoch / 300000 iterations\n",
      "   0.18797 iters/sec. Estimated time to finish: 18 days, 9:42:47.274161.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.37%\n",
      "this epoch [##############....................................] 29.83%\n",
      "      1105 iter, 0 epoch / 300000 iterations\n",
      "   0.18808 iters/sec. Estimated time to finish: 18 days, 9:26:44.112836.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.37%\n",
      "this epoch [##############....................................] 29.96%\n",
      "      1110 iter, 0 epoch / 300000 iterations\n",
      "   0.18801 iters/sec. Estimated time to finish: 18 days, 9:35:14.795395.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.37%\n",
      "this epoch [###############...................................] 30.10%\n",
      "      1115 iter, 0 epoch / 300000 iterations\n",
      "   0.18806 iters/sec. Estimated time to finish: 18 days, 9:28:22.264717.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.37%\n",
      "this epoch [###############...................................] 30.23%\n",
      "      1120 iter, 0 epoch / 300000 iterations\n",
      "   0.18828 iters/sec. Estimated time to finish: 18 days, 8:57:32.817395.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.38%\n",
      "this epoch [###############...................................] 30.37%\n",
      "      1125 iter, 0 epoch / 300000 iterations\n",
      "   0.18828 iters/sec. Estimated time to finish: 18 days, 8:57:17.559412.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.38%\n",
      "this epoch [###############...................................] 30.50%\n",
      "      1130 iter, 0 epoch / 300000 iterations\n",
      "   0.18821 iters/sec. Estimated time to finish: 18 days, 9:05:19.253059.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.38%\n",
      "this epoch [###############...................................] 30.64%\n",
      "      1135 iter, 0 epoch / 300000 iterations\n",
      "   0.18829 iters/sec. Estimated time to finish: 18 days, 8:54:26.824788.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.38%\n",
      "this epoch [###############...................................] 30.77%\n",
      "      1140 iter, 0 epoch / 300000 iterations\n",
      "   0.18833 iters/sec. Estimated time to finish: 18 days, 8:48:41.284103.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.38%\n",
      "this epoch [###############...................................] 30.91%\n",
      "      1145 iter, 0 epoch / 300000 iterations\n",
      "   0.18794 iters/sec. Estimated time to finish: 18 days, 9:42:30.119755.\n",
      "\u001b[4A\u001b[J1150        0.480509       0.0553502                                                   \n",
      "\u001b[J     total [..................................................]  0.38%\n",
      "this epoch [###############...................................] 31.04%\n",
      "      1150 iter, 0 epoch / 300000 iterations\n",
      "   0.18797 iters/sec. Estimated time to finish: 18 days, 9:38:07.336872.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.39%\n",
      "this epoch [###############...................................] 31.18%\n",
      "      1155 iter, 0 epoch / 300000 iterations\n",
      "   0.18795 iters/sec. Estimated time to finish: 18 days, 9:40:04.134508.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.39%\n",
      "this epoch [###############...................................] 31.31%\n",
      "      1160 iter, 0 epoch / 300000 iterations\n",
      "   0.18806 iters/sec. Estimated time to finish: 18 days, 9:24:59.972948.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.39%\n",
      "this epoch [###############...................................] 31.45%\n",
      "      1165 iter, 0 epoch / 300000 iterations\n",
      "    0.1881 iters/sec. Estimated time to finish: 18 days, 9:17:50.542438.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.39%\n",
      "this epoch [###############...................................] 31.58%\n",
      "      1170 iter, 0 epoch / 300000 iterations\n",
      "   0.18819 iters/sec. Estimated time to finish: 18 days, 9:05:17.348403.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.39%\n",
      "this epoch [###############...................................] 31.72%\n",
      "      1175 iter, 0 epoch / 300000 iterations\n",
      "   0.18815 iters/sec. Estimated time to finish: 18 days, 9:11:04.536736.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.39%\n",
      "this epoch [###############...................................] 31.85%\n",
      "      1180 iter, 0 epoch / 300000 iterations\n",
      "   0.18816 iters/sec. Estimated time to finish: 18 days, 9:07:55.745707.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.40%\n",
      "this epoch [###############...................................] 31.99%\n",
      "      1185 iter, 0 epoch / 300000 iterations\n",
      "   0.18851 iters/sec. Estimated time to finish: 18 days, 8:19:27.944113.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.40%\n",
      "this epoch [################..................................] 32.12%\n",
      "      1190 iter, 0 epoch / 300000 iterations\n",
      "   0.18879 iters/sec. Estimated time to finish: 18 days, 7:39:09.255149.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.40%\n",
      "this epoch [################..................................] 32.26%\n",
      "      1195 iter, 0 epoch / 300000 iterations\n",
      "   0.18908 iters/sec. Estimated time to finish: 18 days, 6:57:55.488158.\n",
      "\u001b[4A\u001b[J1200        0.488373       0.0559621                                                   \n",
      "\u001b[J     total [..................................................]  0.40%\n",
      "this epoch [################..................................] 32.39%\n",
      "      1200 iter, 0 epoch / 300000 iterations\n",
      "   0.18913 iters/sec. Estimated time to finish: 18 days, 6:50:48.682063.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.40%\n",
      "this epoch [################..................................] 32.53%\n",
      "      1205 iter, 0 epoch / 300000 iterations\n",
      "   0.18908 iters/sec. Estimated time to finish: 18 days, 6:57:23.842334.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.40%\n",
      "this epoch [################..................................] 32.66%\n",
      "      1210 iter, 0 epoch / 300000 iterations\n",
      "   0.18895 iters/sec. Estimated time to finish: 18 days, 7:15:47.132728.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.40%\n",
      "this epoch [################..................................] 32.80%\n",
      "      1215 iter, 0 epoch / 300000 iterations\n",
      "   0.18891 iters/sec. Estimated time to finish: 18 days, 7:20:20.000165.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.41%\n",
      "this epoch [################..................................] 32.93%\n",
      "      1220 iter, 0 epoch / 300000 iterations\n",
      "   0.18887 iters/sec. Estimated time to finish: 18 days, 7:25:55.055310.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.41%\n",
      "this epoch [################..................................] 33.07%\n",
      "      1225 iter, 0 epoch / 300000 iterations\n",
      "   0.18886 iters/sec. Estimated time to finish: 18 days, 7:27:09.225139.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.41%\n",
      "this epoch [################..................................] 33.20%\n",
      "      1230 iter, 0 epoch / 300000 iterations\n",
      "   0.18887 iters/sec. Estimated time to finish: 18 days, 7:24:42.660594.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.41%\n",
      "this epoch [################..................................] 33.34%\n",
      "      1235 iter, 0 epoch / 300000 iterations\n",
      "   0.18864 iters/sec. Estimated time to finish: 18 days, 7:57:01.996484.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.41%\n",
      "this epoch [################..................................] 33.47%\n",
      "      1240 iter, 0 epoch / 300000 iterations\n",
      "   0.18819 iters/sec. Estimated time to finish: 18 days, 8:58:50.628412.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.41%\n",
      "this epoch [################..................................] 33.61%\n",
      "      1245 iter, 0 epoch / 300000 iterations\n",
      "   0.18801 iters/sec. Estimated time to finish: 18 days, 9:23:28.758533.\n",
      "\u001b[4A\u001b[J1250        0.498552       0.0526938                                                   \n",
      "\u001b[J     total [..................................................]  0.42%\n",
      "this epoch [################..................................] 33.74%\n",
      "      1250 iter, 0 epoch / 300000 iterations\n",
      "   0.18802 iters/sec. Estimated time to finish: 18 days, 9:21:27.557693.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.42%\n",
      "this epoch [################..................................] 33.87%\n",
      "      1255 iter, 0 epoch / 300000 iterations\n",
      "   0.18798 iters/sec. Estimated time to finish: 18 days, 9:27:12.427986.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.42%\n",
      "this epoch [#################.................................] 34.01%\n",
      "      1260 iter, 0 epoch / 300000 iterations\n",
      "   0.18796 iters/sec. Estimated time to finish: 18 days, 9:29:50.119213.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.42%\n",
      "this epoch [#################.................................] 34.14%\n",
      "      1265 iter, 0 epoch / 300000 iterations\n",
      "   0.18797 iters/sec. Estimated time to finish: 18 days, 9:27:47.157169.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.42%\n",
      "this epoch [#################.................................] 34.28%\n",
      "      1270 iter, 0 epoch / 300000 iterations\n",
      "   0.18799 iters/sec. Estimated time to finish: 18 days, 9:24:53.812079.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.43%\n",
      "this epoch [#################.................................] 34.41%\n",
      "      1275 iter, 0 epoch / 300000 iterations\n",
      "   0.18801 iters/sec. Estimated time to finish: 18 days, 9:20:39.258064.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.43%\n",
      "this epoch [#################.................................] 34.55%\n",
      "      1280 iter, 0 epoch / 300000 iterations\n",
      "   0.18801 iters/sec. Estimated time to finish: 18 days, 9:21:09.831719.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.43%\n",
      "this epoch [#################.................................] 34.68%\n",
      "      1285 iter, 0 epoch / 300000 iterations\n",
      "   0.18799 iters/sec. Estimated time to finish: 18 days, 9:23:09.295568.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.43%\n",
      "this epoch [#################.................................] 34.82%\n",
      "      1290 iter, 0 epoch / 300000 iterations\n",
      "   0.18798 iters/sec. Estimated time to finish: 18 days, 9:23:49.341173.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.43%\n",
      "this epoch [#################.................................] 34.95%\n",
      "      1295 iter, 0 epoch / 300000 iterations\n",
      "   0.18803 iters/sec. Estimated time to finish: 18 days, 9:16:55.605772.\n",
      "\u001b[4A\u001b[J1300        0.477188       0.0557491                                                   \n",
      "\u001b[J     total [..................................................]  0.43%\n",
      "this epoch [#################.................................] 35.09%\n",
      "      1300 iter, 0 epoch / 300000 iterations\n",
      "   0.18803 iters/sec. Estimated time to finish: 18 days, 9:15:57.700688.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.43%\n",
      "this epoch [#################.................................] 35.22%\n",
      "      1305 iter, 0 epoch / 300000 iterations\n",
      "   0.18803 iters/sec. Estimated time to finish: 18 days, 9:15:43.614753.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.44%\n",
      "this epoch [#################.................................] 35.36%\n",
      "      1310 iter, 0 epoch / 300000 iterations\n",
      "   0.18822 iters/sec. Estimated time to finish: 18 days, 8:48:09.095827.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.44%\n",
      "this epoch [#################.................................] 35.49%\n",
      "      1315 iter, 0 epoch / 300000 iterations\n",
      "   0.18823 iters/sec. Estimated time to finish: 18 days, 8:47:26.113740.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.44%\n",
      "this epoch [#################.................................] 35.63%\n",
      "      1320 iter, 0 epoch / 300000 iterations\n",
      "   0.18827 iters/sec. Estimated time to finish: 18 days, 8:40:55.349465.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.44%\n",
      "this epoch [#################.................................] 35.76%\n",
      "      1325 iter, 0 epoch / 300000 iterations\n",
      "   0.18825 iters/sec. Estimated time to finish: 18 days, 8:42:28.123285.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.44%\n",
      "this epoch [#################.................................] 35.90%\n",
      "      1330 iter, 0 epoch / 300000 iterations\n",
      "   0.18825 iters/sec. Estimated time to finish: 18 days, 8:43:14.277620.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.45%\n",
      "this epoch [##################................................] 36.03%\n",
      "      1335 iter, 0 epoch / 300000 iterations\n",
      "   0.18822 iters/sec. Estimated time to finish: 18 days, 8:47:04.324185.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.45%\n",
      "this epoch [##################................................] 36.17%\n",
      "      1340 iter, 0 epoch / 300000 iterations\n",
      "   0.18822 iters/sec. Estimated time to finish: 18 days, 8:46:05.070031.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.45%\n",
      "this epoch [##################................................] 36.30%\n",
      "      1345 iter, 0 epoch / 300000 iterations\n",
      "    0.1882 iters/sec. Estimated time to finish: 18 days, 8:48:46.191298.\n",
      "\u001b[4A\u001b[J1350        0.501145       0.0550651                                                   \n",
      "\u001b[J     total [..................................................]  0.45%\n",
      "this epoch [##################................................] 36.44%\n",
      "      1350 iter, 0 epoch / 300000 iterations\n",
      "     0.188 iters/sec. Estimated time to finish: 18 days, 9:16:37.976126.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.45%\n",
      "this epoch [##################................................] 36.57%\n",
      "      1355 iter, 0 epoch / 300000 iterations\n",
      "   0.18798 iters/sec. Estimated time to finish: 18 days, 9:18:19.815051.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.45%\n",
      "this epoch [##################................................] 36.71%\n",
      "      1360 iter, 0 epoch / 300000 iterations\n",
      "   0.18802 iters/sec. Estimated time to finish: 18 days, 9:12:58.064880.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.46%\n",
      "this epoch [##################................................] 36.84%\n",
      "      1365 iter, 0 epoch / 300000 iterations\n",
      "   0.18804 iters/sec. Estimated time to finish: 18 days, 9:08:27.378362.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.46%\n",
      "this epoch [##################................................] 36.98%\n",
      "      1370 iter, 0 epoch / 300000 iterations\n",
      "   0.18806 iters/sec. Estimated time to finish: 18 days, 9:05:27.924514.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.46%\n",
      "this epoch [##################................................] 37.11%\n",
      "      1375 iter, 0 epoch / 300000 iterations\n",
      "   0.18809 iters/sec. Estimated time to finish: 18 days, 9:01:33.087781.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.46%\n",
      "this epoch [##################................................] 37.25%\n",
      "      1380 iter, 0 epoch / 300000 iterations\n",
      "   0.18809 iters/sec. Estimated time to finish: 18 days, 9:01:17.220753.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.46%\n",
      "this epoch [##################................................] 37.38%\n",
      "      1385 iter, 0 epoch / 300000 iterations\n",
      "   0.18807 iters/sec. Estimated time to finish: 18 days, 9:02:55.098069.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.46%\n",
      "this epoch [##################................................] 37.52%\n",
      "      1390 iter, 0 epoch / 300000 iterations\n",
      "   0.18809 iters/sec. Estimated time to finish: 18 days, 8:59:22.890981.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.46%\n",
      "this epoch [##################................................] 37.65%\n",
      "      1395 iter, 0 epoch / 300000 iterations\n",
      "    0.1881 iters/sec. Estimated time to finish: 18 days, 8:57:30.538976.\n",
      "\u001b[4A\u001b[J1400        0.516377       0.0547524                                                   \n",
      "\u001b[J     total [..................................................]  0.47%\n",
      "this epoch [##################................................] 37.79%\n",
      "      1400 iter, 0 epoch / 300000 iterations\n",
      "   0.18853 iters/sec. Estimated time to finish: 18 days, 7:57:09.703062.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.47%\n",
      "this epoch [##################................................] 37.92%\n",
      "      1405 iter, 0 epoch / 300000 iterations\n",
      "   0.18856 iters/sec. Estimated time to finish: 18 days, 7:52:51.420440.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.47%\n",
      "this epoch [###################...............................] 38.06%\n",
      "      1410 iter, 0 epoch / 300000 iterations\n",
      "   0.18857 iters/sec. Estimated time to finish: 18 days, 7:50:36.225082.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.47%\n",
      "this epoch [###################...............................] 38.19%\n",
      "      1415 iter, 0 epoch / 300000 iterations\n",
      "   0.18858 iters/sec. Estimated time to finish: 18 days, 7:48:13.126204.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.47%\n",
      "this epoch [###################...............................] 38.33%\n",
      "      1420 iter, 0 epoch / 300000 iterations\n",
      "   0.18859 iters/sec. Estimated time to finish: 18 days, 7:46:53.656053.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.47%\n",
      "this epoch [###################...............................] 38.46%\n",
      "      1425 iter, 0 epoch / 300000 iterations\n",
      "   0.18863 iters/sec. Estimated time to finish: 18 days, 7:40:36.859140.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.48%\n",
      "this epoch [###################...............................] 38.60%\n",
      "      1430 iter, 0 epoch / 300000 iterations\n",
      "   0.18862 iters/sec. Estimated time to finish: 18 days, 7:41:20.449696.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.48%\n",
      "this epoch [###################...............................] 38.73%\n",
      "      1435 iter, 0 epoch / 300000 iterations\n",
      "   0.18862 iters/sec. Estimated time to finish: 18 days, 7:41:48.282588.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.48%\n",
      "this epoch [###################...............................] 38.87%\n",
      "      1440 iter, 0 epoch / 300000 iterations\n",
      "    0.1886 iters/sec. Estimated time to finish: 18 days, 7:44:15.476756.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.48%\n",
      "this epoch [###################...............................] 39.00%\n",
      "      1445 iter, 0 epoch / 300000 iterations\n",
      "   0.18861 iters/sec. Estimated time to finish: 18 days, 7:42:39.768570.\n",
      "\u001b[4A\u001b[J1450        0.507355       0.0524603                                                   \n",
      "\u001b[J     total [..................................................]  0.48%\n",
      "this epoch [###################...............................] 39.14%\n",
      "      1450 iter, 0 epoch / 300000 iterations\n",
      "   0.18858 iters/sec. Estimated time to finish: 18 days, 7:45:41.478971.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.48%\n",
      "this epoch [###################...............................] 39.27%\n",
      "      1455 iter, 0 epoch / 300000 iterations\n",
      "   0.18858 iters/sec. Estimated time to finish: 18 days, 7:45:12.515872.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.49%\n",
      "this epoch [###################...............................] 39.41%\n",
      "      1460 iter, 0 epoch / 300000 iterations\n",
      "   0.18859 iters/sec. Estimated time to finish: 18 days, 7:43:56.969185.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.49%\n",
      "this epoch [###################...............................] 39.54%\n",
      "      1465 iter, 0 epoch / 300000 iterations\n",
      "   0.18861 iters/sec. Estimated time to finish: 18 days, 7:40:56.772786.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.49%\n",
      "this epoch [###################...............................] 39.68%\n",
      "      1470 iter, 0 epoch / 300000 iterations\n",
      "   0.18862 iters/sec. Estimated time to finish: 18 days, 7:38:25.910943.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.49%\n",
      "this epoch [###################...............................] 39.81%\n",
      "      1475 iter, 0 epoch / 300000 iterations\n",
      "    0.1886 iters/sec. Estimated time to finish: 18 days, 7:41:05.922240.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.49%\n",
      "this epoch [###################...............................] 39.95%\n",
      "      1480 iter, 0 epoch / 300000 iterations\n",
      "   0.18862 iters/sec. Estimated time to finish: 18 days, 7:37:31.307288.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.50%\n",
      "this epoch [####################..............................] 40.08%\n",
      "      1485 iter, 0 epoch / 300000 iterations\n",
      "   0.18862 iters/sec. Estimated time to finish: 18 days, 7:37:20.992364.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.50%\n",
      "this epoch [####################..............................] 40.22%\n",
      "      1490 iter, 0 epoch / 300000 iterations\n",
      "   0.18864 iters/sec. Estimated time to finish: 18 days, 7:34:03.553303.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.50%\n",
      "this epoch [####################..............................] 40.35%\n",
      "      1495 iter, 0 epoch / 300000 iterations\n",
      "   0.18862 iters/sec. Estimated time to finish: 18 days, 7:35:35.684274.\n",
      "\u001b[4A\u001b[J1500        0.505638       0.051438    0.461529                  0.0532604             \n",
      "\u001b[J     total [..................................................]  0.50%\n",
      "this epoch [####################..............................] 40.49%\n",
      "      1500 iter, 0 epoch / 300000 iterations\n",
      "    0.1887 iters/sec. Estimated time to finish: 18 days, 7:24:56.004379.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.50%\n",
      "this epoch [####################..............................] 40.62%\n",
      "      1505 iter, 0 epoch / 300000 iterations\n",
      "   0.18871 iters/sec. Estimated time to finish: 18 days, 7:22:16.476796.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.50%\n",
      "this epoch [####################..............................] 40.76%\n",
      "      1510 iter, 0 epoch / 300000 iterations\n",
      "   0.18872 iters/sec. Estimated time to finish: 18 days, 7:21:23.363407.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.51%\n",
      "this epoch [####################..............................] 40.89%\n",
      "      1515 iter, 0 epoch / 300000 iterations\n",
      "   0.18874 iters/sec. Estimated time to finish: 18 days, 7:17:19.636576.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.51%\n",
      "this epoch [####################..............................] 41.03%\n",
      "      1520 iter, 0 epoch / 300000 iterations\n",
      "   0.18877 iters/sec. Estimated time to finish: 18 days, 7:12:50.862175.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.51%\n",
      "this epoch [####################..............................] 41.16%\n",
      "      1525 iter, 0 epoch / 300000 iterations\n",
      "   0.18869 iters/sec. Estimated time to finish: 18 days, 7:23:43.508538.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.51%\n",
      "this epoch [####################..............................] 41.30%\n",
      "      1530 iter, 0 epoch / 300000 iterations\n",
      "   0.18843 iters/sec. Estimated time to finish: 18 days, 8:00:06.107136.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.51%\n",
      "this epoch [####################..............................] 41.43%\n",
      "      1535 iter, 0 epoch / 300000 iterations\n",
      "   0.18842 iters/sec. Estimated time to finish: 18 days, 8:00:25.665335.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.51%\n",
      "this epoch [####################..............................] 41.57%\n",
      "      1540 iter, 0 epoch / 300000 iterations\n",
      "   0.18846 iters/sec. Estimated time to finish: 18 days, 7:54:40.185328.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.52%\n",
      "this epoch [####################..............................] 41.70%\n",
      "      1545 iter, 0 epoch / 300000 iterations\n",
      "   0.18843 iters/sec. Estimated time to finish: 18 days, 7:58:44.580020.\n",
      "\u001b[4A\u001b[J1550        0.499604       0.0528665                                                   \n",
      "\u001b[J     total [..................................................]  0.52%\n",
      "this epoch [####################..............................] 41.84%\n",
      "      1550 iter, 0 epoch / 300000 iterations\n",
      "    0.1884 iters/sec. Estimated time to finish: 18 days, 8:01:28.147618.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.52%\n",
      "this epoch [####################..............................] 41.97%\n",
      "      1555 iter, 0 epoch / 300000 iterations\n",
      "   0.18832 iters/sec. Estimated time to finish: 18 days, 8:13:21.190231.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.52%\n",
      "this epoch [#####################.............................] 42.11%\n",
      "      1560 iter, 0 epoch / 300000 iterations\n",
      "   0.18832 iters/sec. Estimated time to finish: 18 days, 8:12:21.655273.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.52%\n",
      "this epoch [#####################.............................] 42.24%\n",
      "      1565 iter, 0 epoch / 300000 iterations\n",
      "   0.18832 iters/sec. Estimated time to finish: 18 days, 8:11:35.483851.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.52%\n",
      "this epoch [#####################.............................] 42.38%\n",
      "      1570 iter, 0 epoch / 300000 iterations\n",
      "   0.18827 iters/sec. Estimated time to finish: 18 days, 8:18:52.405642.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.53%\n",
      "this epoch [#####################.............................] 42.51%\n",
      "      1575 iter, 0 epoch / 300000 iterations\n",
      "   0.18823 iters/sec. Estimated time to finish: 18 days, 8:23:59.021478.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.53%\n",
      "this epoch [#####################.............................] 42.65%\n",
      "      1580 iter, 0 epoch / 300000 iterations\n",
      "   0.18821 iters/sec. Estimated time to finish: 18 days, 8:26:06.556675.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.53%\n",
      "this epoch [#####################.............................] 42.78%\n",
      "      1585 iter, 0 epoch / 300000 iterations\n",
      "   0.18814 iters/sec. Estimated time to finish: 18 days, 8:36:13.904672.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.53%\n",
      "this epoch [#####################.............................] 42.92%\n",
      "      1590 iter, 0 epoch / 300000 iterations\n",
      "   0.18816 iters/sec. Estimated time to finish: 18 days, 8:31:51.650447.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.53%\n",
      "this epoch [#####################.............................] 43.05%\n",
      "      1595 iter, 0 epoch / 300000 iterations\n",
      "   0.18819 iters/sec. Estimated time to finish: 18 days, 8:28:07.744889.\n",
      "\u001b[4A\u001b[J1600        0.507511       0.0520617                                                   \n",
      "\u001b[J     total [..................................................]  0.53%\n",
      "this epoch [#####################.............................] 43.19%\n",
      "      1600 iter, 0 epoch / 300000 iterations\n",
      "   0.18817 iters/sec. Estimated time to finish: 18 days, 8:29:49.180248.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.53%\n",
      "this epoch [#####################.............................] 43.32%\n",
      "      1605 iter, 0 epoch / 300000 iterations\n",
      "   0.18809 iters/sec. Estimated time to finish: 18 days, 8:41:16.106241.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.54%\n",
      "this epoch [#####################.............................] 43.46%\n",
      "      1610 iter, 0 epoch / 300000 iterations\n",
      "   0.18806 iters/sec. Estimated time to finish: 18 days, 8:44:12.540162.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.54%\n",
      "this epoch [#####################.............................] 43.59%\n",
      "      1615 iter, 0 epoch / 300000 iterations\n",
      "   0.18812 iters/sec. Estimated time to finish: 18 days, 8:36:10.866745.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.54%\n",
      "this epoch [#####################.............................] 43.73%\n",
      "      1620 iter, 0 epoch / 300000 iterations\n",
      "   0.18813 iters/sec. Estimated time to finish: 18 days, 8:33:46.674380.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.54%\n",
      "this epoch [#####################.............................] 43.86%\n",
      "      1625 iter, 0 epoch / 300000 iterations\n",
      "   0.18816 iters/sec. Estimated time to finish: 18 days, 8:29:41.562415.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.54%\n",
      "this epoch [#####################.............................] 44.00%\n",
      "      1630 iter, 0 epoch / 300000 iterations\n",
      "   0.18812 iters/sec. Estimated time to finish: 18 days, 8:34:23.252082.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.55%\n",
      "this epoch [######################............................] 44.13%\n",
      "      1635 iter, 0 epoch / 300000 iterations\n",
      "   0.18815 iters/sec. Estimated time to finish: 18 days, 8:30:23.095422.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.55%\n",
      "this epoch [######################............................] 44.27%\n",
      "      1640 iter, 0 epoch / 300000 iterations\n",
      "    0.1881 iters/sec. Estimated time to finish: 18 days, 8:36:19.778454.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.55%\n",
      "this epoch [######################............................] 44.40%\n",
      "      1645 iter, 0 epoch / 300000 iterations\n",
      "   0.18809 iters/sec. Estimated time to finish: 18 days, 8:37:47.864666.\n",
      "\u001b[4A\u001b[J1650        0.51219        0.0539589                                                   \n",
      "\u001b[J     total [..................................................]  0.55%\n",
      "this epoch [######################............................] 44.54%\n",
      "      1650 iter, 0 epoch / 300000 iterations\n",
      "   0.18812 iters/sec. Estimated time to finish: 18 days, 8:33:14.990897.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.55%\n",
      "this epoch [######################............................] 44.67%\n",
      "      1655 iter, 0 epoch / 300000 iterations\n",
      "   0.18812 iters/sec. Estimated time to finish: 18 days, 8:32:02.335081.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.55%\n",
      "this epoch [######################............................] 44.81%\n",
      "      1660 iter, 0 epoch / 300000 iterations\n",
      "   0.18812 iters/sec. Estimated time to finish: 18 days, 8:32:08.687094.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.56%\n",
      "this epoch [######################............................] 44.94%\n",
      "      1665 iter, 0 epoch / 300000 iterations\n",
      "   0.18813 iters/sec. Estimated time to finish: 18 days, 8:29:46.363426.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.56%\n",
      "this epoch [######################............................] 45.08%\n",
      "      1670 iter, 0 epoch / 300000 iterations\n",
      "   0.18815 iters/sec. Estimated time to finish: 18 days, 8:26:34.677228.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.56%\n",
      "this epoch [######################............................] 45.21%\n",
      "      1675 iter, 0 epoch / 300000 iterations\n",
      "   0.18816 iters/sec. Estimated time to finish: 18 days, 8:24:18.662222.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.56%\n",
      "this epoch [######################............................] 45.35%\n",
      "      1680 iter, 0 epoch / 300000 iterations\n",
      "   0.18818 iters/sec. Estimated time to finish: 18 days, 8:20:55.719244.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.56%\n",
      "this epoch [######################............................] 45.48%\n",
      "      1685 iter, 0 epoch / 300000 iterations\n",
      "   0.18789 iters/sec. Estimated time to finish: 18 days, 9:02:15.268669.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.56%\n",
      "this epoch [######################............................] 45.62%\n",
      "      1690 iter, 0 epoch / 300000 iterations\n",
      "   0.18745 iters/sec. Estimated time to finish: 18 days, 10:03:10.085175.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.56%\n",
      "this epoch [######################............................] 45.75%\n",
      "      1695 iter, 0 epoch / 300000 iterations\n",
      "   0.18705 iters/sec. Estimated time to finish: 18 days, 10:59:51.359158.\n",
      "\u001b[4A\u001b[J1700        0.508372       0.0528166                                                   \n",
      "\u001b[J     total [..................................................]  0.57%\n",
      "this epoch [######################............................] 45.89%\n",
      "      1700 iter, 0 epoch / 300000 iterations\n",
      "   0.18703 iters/sec. Estimated time to finish: 18 days, 11:01:34.495721.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.57%\n",
      "this epoch [#######################...........................] 46.02%\n",
      "      1705 iter, 0 epoch / 300000 iterations\n",
      "   0.18704 iters/sec. Estimated time to finish: 18 days, 11:00:04.476927.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.57%\n",
      "this epoch [#######################...........................] 46.16%\n",
      "      1710 iter, 0 epoch / 300000 iterations\n",
      "   0.18705 iters/sec. Estimated time to finish: 18 days, 10:59:01.054501.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.57%\n",
      "this epoch [#######################...........................] 46.29%\n",
      "      1715 iter, 0 epoch / 300000 iterations\n",
      "   0.18705 iters/sec. Estimated time to finish: 18 days, 10:57:22.411487.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.57%\n",
      "this epoch [#######################...........................] 46.43%\n",
      "      1720 iter, 0 epoch / 300000 iterations\n",
      "   0.18709 iters/sec. Estimated time to finish: 18 days, 10:51:19.796570.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.57%\n",
      "this epoch [#######################...........................] 46.56%\n",
      "      1725 iter, 0 epoch / 300000 iterations\n",
      "   0.18712 iters/sec. Estimated time to finish: 18 days, 10:47:40.545124.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.58%\n",
      "this epoch [#######################...........................] 46.70%\n",
      "      1730 iter, 0 epoch / 300000 iterations\n",
      "   0.18713 iters/sec. Estimated time to finish: 18 days, 10:45:28.151427.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.58%\n",
      "this epoch [#######################...........................] 46.83%\n",
      "      1735 iter, 0 epoch / 300000 iterations\n",
      "   0.18713 iters/sec. Estimated time to finish: 18 days, 10:44:17.623947.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.58%\n",
      "this epoch [#######################...........................] 46.97%\n",
      "      1740 iter, 0 epoch / 300000 iterations\n",
      "   0.18718 iters/sec. Estimated time to finish: 18 days, 10:37:48.110013.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.58%\n",
      "this epoch [#######################...........................] 47.10%\n",
      "      1745 iter, 0 epoch / 300000 iterations\n",
      "   0.18717 iters/sec. Estimated time to finish: 18 days, 10:37:40.573243.\n",
      "\u001b[4A\u001b[J1750        0.515622       0.0523367                                                   \n",
      "\u001b[J     total [..................................................]  0.58%\n",
      "this epoch [#######################...........................] 47.24%\n",
      "      1750 iter, 0 epoch / 300000 iterations\n",
      "   0.18717 iters/sec. Estimated time to finish: 18 days, 10:37:46.090894.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.58%\n",
      "this epoch [#######################...........................] 47.37%\n",
      "      1755 iter, 0 epoch / 300000 iterations\n",
      "    0.1872 iters/sec. Estimated time to finish: 18 days, 10:33:11.009553.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.59%\n",
      "this epoch [#######################...........................] 47.51%\n",
      "      1760 iter, 0 epoch / 300000 iterations\n",
      "   0.18724 iters/sec. Estimated time to finish: 18 days, 10:27:20.761047.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.59%\n",
      "this epoch [#######################...........................] 47.64%\n",
      "      1765 iter, 0 epoch / 300000 iterations\n",
      "   0.18724 iters/sec. Estimated time to finish: 18 days, 10:27:10.619755.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.59%\n",
      "this epoch [#######################...........................] 47.78%\n",
      "      1770 iter, 0 epoch / 300000 iterations\n",
      "   0.18724 iters/sec. Estimated time to finish: 18 days, 10:25:33.979415.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.59%\n",
      "this epoch [#######################...........................] 47.91%\n",
      "      1775 iter, 0 epoch / 300000 iterations\n",
      "   0.18726 iters/sec. Estimated time to finish: 18 days, 10:23:29.463884.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.59%\n",
      "this epoch [########################..........................] 48.05%\n",
      "      1780 iter, 0 epoch / 300000 iterations\n",
      "   0.18728 iters/sec. Estimated time to finish: 18 days, 10:20:13.755737.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.60%\n",
      "this epoch [########################..........................] 48.18%\n",
      "      1785 iter, 0 epoch / 300000 iterations\n",
      "   0.18726 iters/sec. Estimated time to finish: 18 days, 10:21:18.159370.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.60%\n",
      "this epoch [########################..........................] 48.32%\n",
      "      1790 iter, 0 epoch / 300000 iterations\n",
      "   0.18727 iters/sec. Estimated time to finish: 18 days, 10:20:28.223401.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.60%\n",
      "this epoch [########################..........................] 48.45%\n",
      "      1795 iter, 0 epoch / 300000 iterations\n",
      "   0.18722 iters/sec. Estimated time to finish: 18 days, 10:26:42.840067.\n",
      "\u001b[4A\u001b[J1800        0.506239       0.0532282                                                   \n",
      "\u001b[J     total [..................................................]  0.60%\n",
      "this epoch [########################..........................] 48.59%\n",
      "      1800 iter, 0 epoch / 300000 iterations\n",
      "   0.18724 iters/sec. Estimated time to finish: 18 days, 10:23:09.088831.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.60%\n",
      "this epoch [########################..........................] 48.72%\n",
      "      1805 iter, 0 epoch / 300000 iterations\n",
      "   0.18728 iters/sec. Estimated time to finish: 18 days, 10:16:52.785196.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.60%\n",
      "this epoch [########################..........................] 48.86%\n",
      "      1810 iter, 0 epoch / 300000 iterations\n",
      "   0.18715 iters/sec. Estimated time to finish: 18 days, 10:35:20.251556.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.60%\n",
      "this epoch [########################..........................] 48.99%\n",
      "      1815 iter, 0 epoch / 300000 iterations\n",
      "   0.18718 iters/sec. Estimated time to finish: 18 days, 10:31:06.491500.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.61%\n",
      "this epoch [########################..........................] 49.13%\n",
      "      1820 iter, 0 epoch / 300000 iterations\n",
      "   0.18721 iters/sec. Estimated time to finish: 18 days, 10:25:34.916022.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.61%\n",
      "this epoch [########################..........................] 49.26%\n",
      "      1825 iter, 0 epoch / 300000 iterations\n",
      "   0.18718 iters/sec. Estimated time to finish: 18 days, 10:29:40.252552.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.61%\n",
      "this epoch [########################..........................] 49.40%\n",
      "      1830 iter, 0 epoch / 300000 iterations\n",
      "   0.18719 iters/sec. Estimated time to finish: 18 days, 10:27:15.075662.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.61%\n",
      "this epoch [########################..........................] 49.53%\n",
      "      1835 iter, 0 epoch / 300000 iterations\n",
      "    0.1872 iters/sec. Estimated time to finish: 18 days, 10:25:24.785664.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.61%\n",
      "this epoch [########################..........................] 49.67%\n",
      "      1840 iter, 0 epoch / 300000 iterations\n",
      "   0.18719 iters/sec. Estimated time to finish: 18 days, 10:26:55.271714.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.61%\n",
      "this epoch [########################..........................] 49.80%\n",
      "      1845 iter, 0 epoch / 300000 iterations\n",
      "   0.18721 iters/sec. Estimated time to finish: 18 days, 10:23:16.327912.\n",
      "\u001b[4A\u001b[J1850        0.509909       0.0528915                                                   \n",
      "\u001b[J     total [..................................................]  0.62%\n",
      "this epoch [########################..........................] 49.94%\n",
      "      1850 iter, 0 epoch / 300000 iterations\n",
      "   0.18723 iters/sec. Estimated time to finish: 18 days, 10:20:34.408146.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.62%\n",
      "this epoch [#########################.........................] 50.07%\n",
      "      1855 iter, 0 epoch / 300000 iterations\n",
      "   0.18723 iters/sec. Estimated time to finish: 18 days, 10:20:10.246677.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.62%\n",
      "this epoch [#########################.........................] 50.21%\n",
      "      1860 iter, 0 epoch / 300000 iterations\n",
      "   0.18719 iters/sec. Estimated time to finish: 18 days, 10:25:08.248603.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.62%\n",
      "this epoch [#########################.........................] 50.34%\n",
      "      1865 iter, 0 epoch / 300000 iterations\n",
      "   0.18716 iters/sec. Estimated time to finish: 18 days, 10:29:31.250623.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.62%\n",
      "this epoch [#########################.........................] 50.48%\n",
      "      1870 iter, 0 epoch / 300000 iterations\n",
      "   0.18714 iters/sec. Estimated time to finish: 18 days, 10:31:38.958437.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.62%\n",
      "this epoch [#########################.........................] 50.61%\n",
      "      1875 iter, 0 epoch / 300000 iterations\n",
      "    0.1871 iters/sec. Estimated time to finish: 18 days, 10:36:01.601686.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.63%\n",
      "this epoch [#########################.........................] 50.74%\n",
      "      1880 iter, 0 epoch / 300000 iterations\n",
      "   0.18712 iters/sec. Estimated time to finish: 18 days, 10:33:00.227697.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.63%\n",
      "this epoch [#########################.........................] 50.88%\n",
      "      1885 iter, 0 epoch / 300000 iterations\n",
      "   0.18716 iters/sec. Estimated time to finish: 18 days, 10:27:10.572878.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.63%\n",
      "this epoch [#########################.........................] 51.01%\n",
      "      1890 iter, 0 epoch / 300000 iterations\n",
      "   0.18715 iters/sec. Estimated time to finish: 18 days, 10:28:09.760748.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.63%\n",
      "this epoch [#########################.........................] 51.15%\n",
      "      1895 iter, 0 epoch / 300000 iterations\n",
      "   0.18717 iters/sec. Estimated time to finish: 18 days, 10:25:13.483167.\n",
      "\u001b[4A\u001b[J1900        0.507288       0.0533132                                                   \n",
      "\u001b[J     total [..................................................]  0.63%\n",
      "this epoch [#########################.........................] 51.28%\n",
      "      1900 iter, 0 epoch / 300000 iterations\n",
      "   0.18677 iters/sec. Estimated time to finish: 18 days, 11:21:18.205238.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.64%\n",
      "this epoch [#########################.........................] 51.42%\n",
      "      1905 iter, 0 epoch / 300000 iterations\n",
      "   0.18678 iters/sec. Estimated time to finish: 18 days, 11:19:24.987415.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.64%\n",
      "this epoch [#########################.........................] 51.55%\n",
      "      1910 iter, 0 epoch / 300000 iterations\n",
      "   0.18674 iters/sec. Estimated time to finish: 18 days, 11:24:25.349711.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.64%\n",
      "this epoch [#########################.........................] 51.69%\n",
      "      1915 iter, 0 epoch / 300000 iterations\n",
      "   0.18671 iters/sec. Estimated time to finish: 18 days, 11:28:00.331241.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.64%\n",
      "this epoch [#########################.........................] 51.82%\n",
      "      1920 iter, 0 epoch / 300000 iterations\n",
      "    0.1867 iters/sec. Estimated time to finish: 18 days, 11:29:24.695671.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.64%\n",
      "this epoch [#########################.........................] 51.96%\n",
      "      1925 iter, 0 epoch / 300000 iterations\n",
      "    0.1867 iters/sec. Estimated time to finish: 18 days, 11:29:30.946911.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.64%\n",
      "this epoch [##########################........................] 52.09%\n",
      "      1930 iter, 0 epoch / 300000 iterations\n",
      "   0.18668 iters/sec. Estimated time to finish: 18 days, 11:31:26.376420.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.65%\n",
      "this epoch [##########################........................] 52.23%\n",
      "      1935 iter, 0 epoch / 300000 iterations\n",
      "   0.18671 iters/sec. Estimated time to finish: 18 days, 11:26:49.401798.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.65%\n",
      "this epoch [##########################........................] 52.36%\n",
      "      1940 iter, 0 epoch / 300000 iterations\n",
      "   0.18671 iters/sec. Estimated time to finish: 18 days, 11:25:38.707845.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.65%\n",
      "this epoch [##########################........................] 52.50%\n",
      "      1945 iter, 0 epoch / 300000 iterations\n",
      "   0.18671 iters/sec. Estimated time to finish: 18 days, 11:26:27.753729.\n",
      "\u001b[4A\u001b[J1950        0.524026       0.0494241                                                   \n",
      "\u001b[J     total [..................................................]  0.65%\n",
      "this epoch [##########################........................] 52.63%\n",
      "      1950 iter, 0 epoch / 300000 iterations\n",
      "   0.18671 iters/sec. Estimated time to finish: 18 days, 11:25:50.928650.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.65%\n",
      "this epoch [##########################........................] 52.77%\n",
      "      1955 iter, 0 epoch / 300000 iterations\n",
      "   0.18671 iters/sec. Estimated time to finish: 18 days, 11:24:56.946173.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.65%\n",
      "this epoch [##########################........................] 52.90%\n",
      "      1960 iter, 0 epoch / 300000 iterations\n",
      "   0.18671 iters/sec. Estimated time to finish: 18 days, 11:23:56.840523.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.66%\n",
      "this epoch [##########################........................] 53.04%\n",
      "      1965 iter, 0 epoch / 300000 iterations\n",
      "   0.18672 iters/sec. Estimated time to finish: 18 days, 11:22:55.444174.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.66%\n",
      "this epoch [##########################........................] 53.17%\n",
      "      1970 iter, 0 epoch / 300000 iterations\n",
      "   0.18671 iters/sec. Estimated time to finish: 18 days, 11:23:00.655924.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.66%\n",
      "this epoch [##########################........................] 53.31%\n",
      "      1975 iter, 0 epoch / 300000 iterations\n",
      "   0.18671 iters/sec. Estimated time to finish: 18 days, 11:23:40.855638.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.66%\n",
      "this epoch [##########################........................] 53.44%\n",
      "      1980 iter, 0 epoch / 300000 iterations\n",
      "   0.18672 iters/sec. Estimated time to finish: 18 days, 11:21:07.367788.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.66%\n",
      "this epoch [##########################........................] 53.58%\n",
      "      1985 iter, 0 epoch / 300000 iterations\n",
      "   0.18672 iters/sec. Estimated time to finish: 18 days, 11:20:24.413025.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.66%\n",
      "this epoch [##########################........................] 53.71%\n",
      "      1990 iter, 0 epoch / 300000 iterations\n",
      "   0.18674 iters/sec. Estimated time to finish: 18 days, 11:17:46.987349.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.66%\n",
      "this epoch [##########################........................] 53.85%\n",
      "      1995 iter, 0 epoch / 300000 iterations\n",
      "   0.18675 iters/sec. Estimated time to finish: 18 days, 11:15:04.331099.\n",
      "\u001b[4A\u001b[J2000        0.53405        0.0503273   0.515621                  0.054066              \n",
      "\u001b[J     total [..................................................]  0.67%\n",
      "this epoch [##########################........................] 53.98%\n",
      "      2000 iter, 0 epoch / 300000 iterations\n",
      "   0.18669 iters/sec. Estimated time to finish: 18 days, 11:23:06.632698.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.67%\n",
      "this epoch [###########################.......................] 54.12%\n",
      "      2005 iter, 0 epoch / 300000 iterations\n",
      "   0.18664 iters/sec. Estimated time to finish: 18 days, 11:29:59.513994.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.67%\n",
      "this epoch [###########################.......................] 54.25%\n",
      "      2010 iter, 0 epoch / 300000 iterations\n",
      "   0.18664 iters/sec. Estimated time to finish: 18 days, 11:29:58.915916.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.67%\n",
      "this epoch [###########################.......................] 54.39%\n",
      "      2015 iter, 0 epoch / 300000 iterations\n",
      "   0.18663 iters/sec. Estimated time to finish: 18 days, 11:31:24.124735.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.67%\n",
      "this epoch [###########################.......................] 54.52%\n",
      "      2020 iter, 0 epoch / 300000 iterations\n",
      "   0.18666 iters/sec. Estimated time to finish: 18 days, 11:25:38.532244.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.68%\n",
      "this epoch [###########################.......................] 54.66%\n",
      "      2025 iter, 0 epoch / 300000 iterations\n",
      "   0.18664 iters/sec. Estimated time to finish: 18 days, 11:28:30.381135.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.68%\n",
      "this epoch [###########################.......................] 54.79%\n",
      "      2030 iter, 0 epoch / 300000 iterations\n",
      "   0.18668 iters/sec. Estimated time to finish: 18 days, 11:23:08.175461.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.68%\n",
      "this epoch [###########################.......................] 54.93%\n",
      "      2035 iter, 0 epoch / 300000 iterations\n",
      "   0.18665 iters/sec. Estimated time to finish: 18 days, 11:26:26.189595.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.68%\n",
      "this epoch [###########################.......................] 55.06%\n",
      "      2040 iter, 0 epoch / 300000 iterations\n",
      "   0.18663 iters/sec. Estimated time to finish: 18 days, 11:28:48.054473.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.68%\n",
      "this epoch [###########################.......................] 55.20%\n",
      "      2045 iter, 0 epoch / 300000 iterations\n",
      "   0.18664 iters/sec. Estimated time to finish: 18 days, 11:27:22.310756.\n",
      "\u001b[4A\u001b[J2050        0.515883       0.051889                                                    \n",
      "\u001b[J     total [..................................................]  0.68%\n",
      "this epoch [###########################.......................] 55.33%\n",
      "      2050 iter, 0 epoch / 300000 iterations\n",
      "   0.18667 iters/sec. Estimated time to finish: 18 days, 11:22:01.727840.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.69%\n",
      "this epoch [###########################.......................] 55.47%\n",
      "      2055 iter, 0 epoch / 300000 iterations\n",
      "   0.18668 iters/sec. Estimated time to finish: 18 days, 11:20:48.304910.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.69%\n",
      "this epoch [###########################.......................] 55.60%\n",
      "      2060 iter, 0 epoch / 300000 iterations\n",
      "   0.18685 iters/sec. Estimated time to finish: 18 days, 10:56:16.504415.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.69%\n",
      "this epoch [###########################.......................] 55.74%\n",
      "      2065 iter, 0 epoch / 300000 iterations\n",
      "   0.18698 iters/sec. Estimated time to finish: 18 days, 10:36:37.738109.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.69%\n",
      "this epoch [###########################.......................] 55.87%\n",
      "      2070 iter, 0 epoch / 300000 iterations\n",
      "   0.18711 iters/sec. Estimated time to finish: 18 days, 10:18:27.799676.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.69%\n",
      "this epoch [############################......................] 56.01%\n",
      "      2075 iter, 0 epoch / 300000 iterations\n",
      "   0.18708 iters/sec. Estimated time to finish: 18 days, 10:21:22.305533.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.69%\n",
      "this epoch [############################......................] 56.14%\n",
      "      2080 iter, 0 epoch / 300000 iterations\n",
      "   0.18709 iters/sec. Estimated time to finish: 18 days, 10:20:20.035067.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.69%\n",
      "this epoch [############################......................] 56.28%\n",
      "      2085 iter, 0 epoch / 300000 iterations\n",
      "   0.18714 iters/sec. Estimated time to finish: 18 days, 10:12:41.704505.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.70%\n",
      "this epoch [############################......................] 56.41%\n",
      "      2090 iter, 0 epoch / 300000 iterations\n",
      "   0.18727 iters/sec. Estimated time to finish: 18 days, 9:53:37.625735.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.70%\n",
      "this epoch [############################......................] 56.55%\n",
      "      2095 iter, 0 epoch / 300000 iterations\n",
      "   0.18735 iters/sec. Estimated time to finish: 18 days, 9:41:45.854208.\n",
      "\u001b[4A\u001b[J2100        0.52762        0.0515812                                                   \n",
      "\u001b[J     total [..................................................]  0.70%\n",
      "this epoch [############################......................] 56.68%\n",
      "      2100 iter, 0 epoch / 300000 iterations\n",
      "   0.18733 iters/sec. Estimated time to finish: 18 days, 9:43:22.701660.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.70%\n",
      "this epoch [############################......................] 56.82%\n",
      "      2105 iter, 0 epoch / 300000 iterations\n",
      "   0.18739 iters/sec. Estimated time to finish: 18 days, 9:35:08.266248.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.70%\n",
      "this epoch [############################......................] 56.95%\n",
      "      2110 iter, 0 epoch / 300000 iterations\n",
      "    0.1874 iters/sec. Estimated time to finish: 18 days, 9:33:11.276210.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.70%\n",
      "this epoch [############################......................] 57.09%\n",
      "      2115 iter, 0 epoch / 300000 iterations\n",
      "   0.18737 iters/sec. Estimated time to finish: 18 days, 9:37:32.257985.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.71%\n",
      "this epoch [############################......................] 57.22%\n",
      "      2120 iter, 0 epoch / 300000 iterations\n",
      "   0.18736 iters/sec. Estimated time to finish: 18 days, 9:37:54.636851.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.71%\n",
      "this epoch [############################......................] 57.36%\n",
      "      2125 iter, 0 epoch / 300000 iterations\n",
      "    0.1873 iters/sec. Estimated time to finish: 18 days, 9:45:39.484047.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.71%\n",
      "this epoch [############################......................] 57.49%\n",
      "      2130 iter, 0 epoch / 300000 iterations\n",
      "   0.18739 iters/sec. Estimated time to finish: 18 days, 9:32:19.580225.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.71%\n",
      "this epoch [############################......................] 57.63%\n",
      "      2135 iter, 0 epoch / 300000 iterations\n",
      "   0.18739 iters/sec. Estimated time to finish: 18 days, 9:32:21.357488.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.71%\n",
      "this epoch [############################......................] 57.76%\n",
      "      2140 iter, 0 epoch / 300000 iterations\n",
      "   0.18743 iters/sec. Estimated time to finish: 18 days, 9:26:18.923295.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.71%\n",
      "this epoch [############################......................] 57.90%\n",
      "      2145 iter, 0 epoch / 300000 iterations\n",
      "   0.18748 iters/sec. Estimated time to finish: 18 days, 9:18:48.526605.\n",
      "\u001b[4A\u001b[J2150        0.545053       0.0493609                                                   \n",
      "\u001b[J     total [..................................................]  0.72%\n",
      "this epoch [#############################.....................] 58.03%\n",
      "      2150 iter, 0 epoch / 300000 iterations\n",
      "   0.18746 iters/sec. Estimated time to finish: 18 days, 9:21:51.430171.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.72%\n",
      "this epoch [#############################.....................] 58.17%\n",
      "      2155 iter, 0 epoch / 300000 iterations\n",
      "   0.18749 iters/sec. Estimated time to finish: 18 days, 9:16:42.111945.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.72%\n",
      "this epoch [#############################.....................] 58.30%\n",
      "      2160 iter, 0 epoch / 300000 iterations\n",
      "   0.18753 iters/sec. Estimated time to finish: 18 days, 9:11:05.840204.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.72%\n",
      "this epoch [#############################.....................] 58.44%\n",
      "      2165 iter, 0 epoch / 300000 iterations\n",
      "   0.18753 iters/sec. Estimated time to finish: 18 days, 9:10:17.644811.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.72%\n",
      "this epoch [#############################.....................] 58.57%\n",
      "      2170 iter, 0 epoch / 300000 iterations\n",
      "    0.1875 iters/sec. Estimated time to finish: 18 days, 9:13:37.238244.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.73%\n",
      "this epoch [#############################.....................] 58.71%\n",
      "      2175 iter, 0 epoch / 300000 iterations\n",
      "   0.18751 iters/sec. Estimated time to finish: 18 days, 9:11:54.436170.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.73%\n",
      "this epoch [#############################.....................] 58.84%\n",
      "      2180 iter, 0 epoch / 300000 iterations\n",
      "   0.18773 iters/sec. Estimated time to finish: 18 days, 8:40:59.867374.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.73%\n",
      "this epoch [#############################.....................] 58.98%\n",
      "      2185 iter, 0 epoch / 300000 iterations\n",
      "    0.1877 iters/sec. Estimated time to finish: 18 days, 8:44:17.140392.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.73%\n",
      "this epoch [#############################.....................] 59.11%\n",
      "      2190 iter, 0 epoch / 300000 iterations\n",
      "   0.18771 iters/sec. Estimated time to finish: 18 days, 8:42:38.857350.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.73%\n",
      "this epoch [#############################.....................] 59.25%\n",
      "      2195 iter, 0 epoch / 300000 iterations\n",
      "    0.1877 iters/sec. Estimated time to finish: 18 days, 8:42:55.730143.\n",
      "\u001b[4A\u001b[J2200        0.53032        0.0496435                                                   \n",
      "\u001b[J     total [..................................................]  0.73%\n",
      "this epoch [#############################.....................] 59.38%\n",
      "      2200 iter, 0 epoch / 300000 iterations\n",
      "   0.18771 iters/sec. Estimated time to finish: 18 days, 8:41:31.402965.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.73%\n",
      "this epoch [#############################.....................] 59.52%\n",
      "      2205 iter, 0 epoch / 300000 iterations\n",
      "    0.1877 iters/sec. Estimated time to finish: 18 days, 8:42:26.832998.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.74%\n",
      "this epoch [#############################.....................] 59.65%\n",
      "      2210 iter, 0 epoch / 300000 iterations\n",
      "   0.18772 iters/sec. Estimated time to finish: 18 days, 8:38:54.292413.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.74%\n",
      "this epoch [#############################.....................] 59.79%\n",
      "      2215 iter, 0 epoch / 300000 iterations\n",
      "   0.18771 iters/sec. Estimated time to finish: 18 days, 8:39:30.449311.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.74%\n",
      "this epoch [#############################.....................] 59.92%\n",
      "      2220 iter, 0 epoch / 300000 iterations\n",
      "   0.18772 iters/sec. Estimated time to finish: 18 days, 8:38:22.079252.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.74%\n",
      "this epoch [##############################....................] 60.06%\n",
      "      2225 iter, 0 epoch / 300000 iterations\n",
      "   0.18772 iters/sec. Estimated time to finish: 18 days, 8:38:19.990050.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.74%\n",
      "this epoch [##############################....................] 60.19%\n",
      "      2230 iter, 0 epoch / 300000 iterations\n",
      "   0.18768 iters/sec. Estimated time to finish: 18 days, 8:42:54.585404.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.74%\n",
      "this epoch [##############################....................] 60.33%\n",
      "      2235 iter, 0 epoch / 300000 iterations\n",
      "   0.18764 iters/sec. Estimated time to finish: 18 days, 8:47:56.688268.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.75%\n",
      "this epoch [##############################....................] 60.46%\n",
      "      2240 iter, 0 epoch / 300000 iterations\n",
      "   0.18759 iters/sec. Estimated time to finish: 18 days, 8:55:19.644581.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.75%\n",
      "this epoch [##############################....................] 60.60%\n",
      "      2245 iter, 0 epoch / 300000 iterations\n",
      "    0.1876 iters/sec. Estimated time to finish: 18 days, 8:52:40.545716.\n",
      "\u001b[4A\u001b[J2250        0.525589       0.0512648                                                   \n",
      "\u001b[J     total [..................................................]  0.75%\n",
      "this epoch [##############################....................] 60.73%\n",
      "      2250 iter, 0 epoch / 300000 iterations\n",
      "   0.18758 iters/sec. Estimated time to finish: 18 days, 8:55:57.256212.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.75%\n",
      "this epoch [##############################....................] 60.87%\n",
      "      2255 iter, 0 epoch / 300000 iterations\n",
      "   0.18758 iters/sec. Estimated time to finish: 18 days, 8:55:20.653793.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.75%\n",
      "this epoch [##############################....................] 61.00%\n",
      "      2260 iter, 0 epoch / 300000 iterations\n",
      "   0.18754 iters/sec. Estimated time to finish: 18 days, 8:59:50.906832.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.76%\n",
      "this epoch [##############################....................] 61.14%\n",
      "      2265 iter, 0 epoch / 300000 iterations\n",
      "   0.18756 iters/sec. Estimated time to finish: 18 days, 8:56:11.053697.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.76%\n",
      "this epoch [##############################....................] 61.27%\n",
      "      2270 iter, 0 epoch / 300000 iterations\n",
      "   0.18755 iters/sec. Estimated time to finish: 18 days, 8:58:28.208426.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.76%\n",
      "this epoch [##############################....................] 61.41%\n",
      "      2275 iter, 0 epoch / 300000 iterations\n",
      "   0.18756 iters/sec. Estimated time to finish: 18 days, 8:55:37.991293.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.76%\n",
      "this epoch [##############################....................] 61.54%\n",
      "      2280 iter, 0 epoch / 300000 iterations\n",
      "   0.18757 iters/sec. Estimated time to finish: 18 days, 8:54:22.601963.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.76%\n",
      "this epoch [##############################....................] 61.68%\n",
      "      2285 iter, 0 epoch / 300000 iterations\n",
      "   0.18758 iters/sec. Estimated time to finish: 18 days, 8:52:24.706715.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.76%\n",
      "this epoch [##############################....................] 61.81%\n",
      "      2290 iter, 0 epoch / 300000 iterations\n",
      "   0.18769 iters/sec. Estimated time to finish: 18 days, 8:36:39.119911.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.77%\n",
      "this epoch [##############################....................] 61.95%\n",
      "      2295 iter, 0 epoch / 300000 iterations\n",
      "   0.18772 iters/sec. Estimated time to finish: 18 days, 8:31:34.584837.\n",
      "\u001b[4A\u001b[J2300        0.528037       0.0494041                                                   \n",
      "\u001b[J     total [..................................................]  0.77%\n",
      "this epoch [###############################...................] 62.08%\n",
      "      2300 iter, 0 epoch / 300000 iterations\n",
      "   0.18775 iters/sec. Estimated time to finish: 18 days, 8:27:28.957266.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.77%\n",
      "this epoch [###############################...................] 62.22%\n",
      "      2305 iter, 0 epoch / 300000 iterations\n",
      "   0.18772 iters/sec. Estimated time to finish: 18 days, 8:31:05.579871.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.77%\n",
      "this epoch [###############################...................] 62.35%\n",
      "      2310 iter, 0 epoch / 300000 iterations\n",
      "   0.18769 iters/sec. Estimated time to finish: 18 days, 8:34:45.246365.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.77%\n",
      "this epoch [###############################...................] 62.49%\n",
      "      2315 iter, 0 epoch / 300000 iterations\n",
      "   0.18772 iters/sec. Estimated time to finish: 18 days, 8:30:19.261244.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.77%\n",
      "this epoch [###############################...................] 62.62%\n",
      "      2320 iter, 0 epoch / 300000 iterations\n",
      "   0.18771 iters/sec. Estimated time to finish: 18 days, 8:30:58.380499.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.78%\n",
      "this epoch [###############################...................] 62.76%\n",
      "      2325 iter, 0 epoch / 300000 iterations\n",
      "   0.18773 iters/sec. Estimated time to finish: 18 days, 8:27:26.853916.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.78%\n",
      "this epoch [###############################...................] 62.89%\n",
      "      2330 iter, 0 epoch / 300000 iterations\n",
      "   0.18773 iters/sec. Estimated time to finish: 18 days, 8:27:09.000045.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.78%\n",
      "this epoch [###############################...................] 63.03%\n",
      "      2335 iter, 0 epoch / 300000 iterations\n",
      "   0.18776 iters/sec. Estimated time to finish: 18 days, 8:22:12.062517.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.78%\n",
      "this epoch [###############################...................] 63.16%\n",
      "      2340 iter, 0 epoch / 300000 iterations\n",
      "   0.18779 iters/sec. Estimated time to finish: 18 days, 8:17:32.341601.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.78%\n",
      "this epoch [###############################...................] 63.30%\n",
      "      2345 iter, 0 epoch / 300000 iterations\n",
      "    0.1878 iters/sec. Estimated time to finish: 18 days, 8:16:11.662351.\n",
      "\u001b[4A\u001b[J2350        0.524456       0.0496459                                                   \n",
      "\u001b[J     total [..................................................]  0.78%\n",
      "this epoch [###############################...................] 63.43%\n",
      "      2350 iter, 0 epoch / 300000 iterations\n",
      "   0.18781 iters/sec. Estimated time to finish: 18 days, 8:14:03.268566.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.78%\n",
      "this epoch [###############################...................] 63.57%\n",
      "      2355 iter, 0 epoch / 300000 iterations\n",
      "   0.18787 iters/sec. Estimated time to finish: 18 days, 8:05:16.569491.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.79%\n",
      "this epoch [###############################...................] 63.70%\n",
      "      2360 iter, 0 epoch / 300000 iterations\n",
      "   0.18788 iters/sec. Estimated time to finish: 18 days, 8:03:09.161285.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.79%\n",
      "this epoch [###############################...................] 63.84%\n",
      "      2365 iter, 0 epoch / 300000 iterations\n",
      "   0.18791 iters/sec. Estimated time to finish: 18 days, 7:58:19.428707.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.79%\n",
      "this epoch [###############################...................] 63.97%\n",
      "      2370 iter, 0 epoch / 300000 iterations\n",
      "   0.18814 iters/sec. Estimated time to finish: 18 days, 7:25:34.427390.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.79%\n",
      "this epoch [################################..................] 64.11%\n",
      "      2375 iter, 0 epoch / 300000 iterations\n",
      "   0.18816 iters/sec. Estimated time to finish: 18 days, 7:23:19.885972.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.79%\n",
      "this epoch [################################..................] 64.24%\n",
      "      2380 iter, 0 epoch / 300000 iterations\n",
      "   0.18816 iters/sec. Estimated time to finish: 18 days, 7:22:01.127523.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.80%\n",
      "this epoch [################################..................] 64.38%\n",
      "      2385 iter, 0 epoch / 300000 iterations\n",
      "   0.18813 iters/sec. Estimated time to finish: 18 days, 7:25:38.663331.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.80%\n",
      "this epoch [################################..................] 64.51%\n",
      "      2390 iter, 0 epoch / 300000 iterations\n",
      "   0.18811 iters/sec. Estimated time to finish: 18 days, 7:28:37.707516.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.80%\n",
      "this epoch [################################..................] 64.65%\n",
      "      2395 iter, 0 epoch / 300000 iterations\n",
      "   0.18808 iters/sec. Estimated time to finish: 18 days, 7:32:27.098407.\n",
      "\u001b[4A\u001b[J2400        0.529803       0.0497922                                                   \n",
      "\u001b[J     total [..................................................]  0.80%\n",
      "this epoch [################################..................] 64.78%\n",
      "      2400 iter, 0 epoch / 300000 iterations\n",
      "   0.18807 iters/sec. Estimated time to finish: 18 days, 7:33:30.622229.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.80%\n",
      "this epoch [################################..................] 64.92%\n",
      "      2405 iter, 0 epoch / 300000 iterations\n",
      "   0.18817 iters/sec. Estimated time to finish: 18 days, 7:18:02.898681.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.80%\n",
      "this epoch [################################..................] 65.05%\n",
      "      2410 iter, 0 epoch / 300000 iterations\n",
      "   0.18822 iters/sec. Estimated time to finish: 18 days, 7:10:48.635315.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.80%\n",
      "this epoch [################################..................] 65.19%\n",
      "      2415 iter, 0 epoch / 300000 iterations\n",
      "   0.18841 iters/sec. Estimated time to finish: 18 days, 6:44:34.623060.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.81%\n",
      "this epoch [################################..................] 65.32%\n",
      "      2420 iter, 0 epoch / 300000 iterations\n",
      "    0.1884 iters/sec. Estimated time to finish: 18 days, 6:45:39.994790.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.81%\n",
      "this epoch [################################..................] 65.46%\n",
      "      2425 iter, 0 epoch / 300000 iterations\n",
      "   0.18842 iters/sec. Estimated time to finish: 18 days, 6:41:36.724182.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.81%\n",
      "this epoch [################################..................] 65.59%\n",
      "      2430 iter, 0 epoch / 300000 iterations\n",
      "   0.18848 iters/sec. Estimated time to finish: 18 days, 6:33:45.452488.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.81%\n",
      "this epoch [################################..................] 65.73%\n",
      "      2435 iter, 0 epoch / 300000 iterations\n",
      "   0.18843 iters/sec. Estimated time to finish: 18 days, 6:39:14.981745.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.81%\n",
      "this epoch [################################..................] 65.86%\n",
      "      2440 iter, 0 epoch / 300000 iterations\n",
      "   0.18842 iters/sec. Estimated time to finish: 18 days, 6:40:56.357433.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.81%\n",
      "this epoch [################################..................] 66.00%\n",
      "      2445 iter, 0 epoch / 300000 iterations\n",
      "    0.1884 iters/sec. Estimated time to finish: 18 days, 6:42:31.559793.\n",
      "\u001b[4A\u001b[J2450        0.520002       0.0507345                                                   \n",
      "\u001b[J     total [..................................................]  0.82%\n",
      "this epoch [#################################.................] 66.13%\n",
      "      2450 iter, 0 epoch / 300000 iterations\n",
      "    0.1884 iters/sec. Estimated time to finish: 18 days, 6:42:22.997255.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.82%\n",
      "this epoch [#################################.................] 66.27%\n",
      "      2455 iter, 0 epoch / 300000 iterations\n",
      "   0.18838 iters/sec. Estimated time to finish: 18 days, 6:45:25.284116.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.82%\n",
      "this epoch [#################################.................] 66.40%\n",
      "      2460 iter, 0 epoch / 300000 iterations\n",
      "   0.18836 iters/sec. Estimated time to finish: 18 days, 6:47:44.627239.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.82%\n",
      "this epoch [#################################.................] 66.54%\n",
      "      2465 iter, 0 epoch / 300000 iterations\n",
      "   0.18834 iters/sec. Estimated time to finish: 18 days, 6:48:57.656179.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.82%\n",
      "this epoch [#################################.................] 66.67%\n",
      "      2470 iter, 0 epoch / 300000 iterations\n",
      "    0.1884 iters/sec. Estimated time to finish: 18 days, 6:40:40.824155.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.83%\n",
      "this epoch [#################################.................] 66.81%\n",
      "      2475 iter, 0 epoch / 300000 iterations\n",
      "   0.18839 iters/sec. Estimated time to finish: 18 days, 6:41:28.520518.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.83%\n",
      "this epoch [#################################.................] 66.94%\n",
      "      2480 iter, 0 epoch / 300000 iterations\n",
      "   0.18837 iters/sec. Estimated time to finish: 18 days, 6:43:47.835533.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.83%\n",
      "this epoch [#################################.................] 67.08%\n",
      "      2485 iter, 0 epoch / 300000 iterations\n",
      "   0.18837 iters/sec. Estimated time to finish: 18 days, 6:43:36.397090.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.83%\n",
      "this epoch [#################################.................] 67.21%\n",
      "      2490 iter, 0 epoch / 300000 iterations\n",
      "   0.18836 iters/sec. Estimated time to finish: 18 days, 6:44:13.602819.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.83%\n",
      "this epoch [#################################.................] 67.35%\n",
      "      2495 iter, 0 epoch / 300000 iterations\n",
      "   0.18837 iters/sec. Estimated time to finish: 18 days, 6:42:14.383174.\n",
      "\u001b[4A\u001b[J2500        0.534432       0.0515684   0.562082                  0.0533987             \n",
      "\u001b[J     total [..................................................]  0.83%\n",
      "this epoch [#################################.................] 67.48%\n",
      "      2500 iter, 0 epoch / 300000 iterations\n",
      "    0.1884 iters/sec. Estimated time to finish: 18 days, 6:38:34.883357.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.83%\n",
      "this epoch [#################################.................] 67.61%\n",
      "      2505 iter, 0 epoch / 300000 iterations\n",
      "   0.18852 iters/sec. Estimated time to finish: 18 days, 6:20:41.787231.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.84%\n",
      "this epoch [#################################.................] 67.75%\n",
      "      2510 iter, 0 epoch / 300000 iterations\n",
      "   0.18851 iters/sec. Estimated time to finish: 18 days, 6:22:21.090819.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.84%\n",
      "this epoch [#################################.................] 67.88%\n",
      "      2515 iter, 0 epoch / 300000 iterations\n",
      "   0.18862 iters/sec. Estimated time to finish: 18 days, 6:05:29.847808.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.84%\n",
      "this epoch [##################################................] 68.02%\n",
      "      2520 iter, 0 epoch / 300000 iterations\n",
      "   0.18861 iters/sec. Estimated time to finish: 18 days, 6:07:13.620926.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.84%\n",
      "this epoch [##################################................] 68.15%\n",
      "      2525 iter, 0 epoch / 300000 iterations\n",
      "   0.18877 iters/sec. Estimated time to finish: 18 days, 5:44:57.468914.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.84%\n",
      "this epoch [##################################................] 68.29%\n",
      "      2530 iter, 0 epoch / 300000 iterations\n",
      "   0.18875 iters/sec. Estimated time to finish: 18 days, 5:46:12.070223.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.84%\n",
      "this epoch [##################################................] 68.42%\n",
      "      2535 iter, 0 epoch / 300000 iterations\n",
      "   0.18881 iters/sec. Estimated time to finish: 18 days, 5:38:12.806179.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.85%\n",
      "this epoch [##################################................] 68.56%\n",
      "      2540 iter, 0 epoch / 300000 iterations\n",
      "   0.18884 iters/sec. Estimated time to finish: 18 days, 5:33:30.838757.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.85%\n",
      "this epoch [##################################................] 68.69%\n",
      "      2545 iter, 0 epoch / 300000 iterations\n",
      "   0.18883 iters/sec. Estimated time to finish: 18 days, 5:33:34.345675.\n",
      "\u001b[4A\u001b[J2550        0.543715       0.0488073                                                   \n",
      "\u001b[J     total [..................................................]  0.85%\n",
      "this epoch [##################################................] 68.83%\n",
      "      2550 iter, 0 epoch / 300000 iterations\n",
      "   0.18884 iters/sec. Estimated time to finish: 18 days, 5:32:21.676431.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.85%\n",
      "this epoch [##################################................] 68.96%\n",
      "      2555 iter, 0 epoch / 300000 iterations\n",
      "   0.18906 iters/sec. Estimated time to finish: 18 days, 5:00:56.017844.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.85%\n",
      "this epoch [##################################................] 69.10%\n",
      "      2560 iter, 0 epoch / 300000 iterations\n",
      "   0.18887 iters/sec. Estimated time to finish: 18 days, 5:26:39.398123.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.85%\n",
      "this epoch [##################################................] 69.23%\n",
      "      2565 iter, 0 epoch / 300000 iterations\n",
      "   0.18878 iters/sec. Estimated time to finish: 18 days, 5:39:52.836136.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.86%\n",
      "this epoch [##################################................] 69.37%\n",
      "      2570 iter, 0 epoch / 300000 iterations\n",
      "   0.18865 iters/sec. Estimated time to finish: 18 days, 5:57:08.312945.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.86%\n",
      "this epoch [##################################................] 69.50%\n",
      "      2575 iter, 0 epoch / 300000 iterations\n",
      "   0.18868 iters/sec. Estimated time to finish: 18 days, 5:52:11.989516.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.86%\n",
      "this epoch [##################################................] 69.64%\n",
      "      2580 iter, 0 epoch / 300000 iterations\n",
      "    0.1887 iters/sec. Estimated time to finish: 18 days, 5:49:43.959270.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.86%\n",
      "this epoch [##################################................] 69.77%\n",
      "      2585 iter, 0 epoch / 300000 iterations\n",
      "   0.18867 iters/sec. Estimated time to finish: 18 days, 5:53:00.326064.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.86%\n",
      "this epoch [##################################................] 69.91%\n",
      "      2590 iter, 0 epoch / 300000 iterations\n",
      "   0.18854 iters/sec. Estimated time to finish: 18 days, 6:10:57.170152.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.86%\n",
      "this epoch [###################################...............] 70.04%\n",
      "      2595 iter, 0 epoch / 300000 iterations\n",
      "   0.18846 iters/sec. Estimated time to finish: 18 days, 6:21:33.434413.\n",
      "\u001b[4A\u001b[J2600        0.530466       0.0518089                                                   \n",
      "\u001b[J     total [..................................................]  0.87%\n",
      "this epoch [###################################...............] 70.18%\n",
      "      2600 iter, 0 epoch / 300000 iterations\n",
      "   0.18848 iters/sec. Estimated time to finish: 18 days, 6:18:19.644933.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.87%\n",
      "this epoch [###################################...............] 70.31%\n",
      "      2605 iter, 0 epoch / 300000 iterations\n",
      "   0.18851 iters/sec. Estimated time to finish: 18 days, 6:14:03.952521.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.87%\n",
      "this epoch [###################################...............] 70.45%\n",
      "      2610 iter, 0 epoch / 300000 iterations\n",
      "   0.18855 iters/sec. Estimated time to finish: 18 days, 6:07:50.002242.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.87%\n",
      "this epoch [###################################...............] 70.58%\n",
      "      2615 iter, 0 epoch / 300000 iterations\n",
      "   0.18859 iters/sec. Estimated time to finish: 18 days, 6:01:35.916312.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.87%\n",
      "this epoch [###################################...............] 70.72%\n",
      "      2620 iter, 0 epoch / 300000 iterations\n",
      "   0.18863 iters/sec. Estimated time to finish: 18 days, 5:55:40.786652.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.88%\n",
      "this epoch [###################################...............] 70.85%\n",
      "      2625 iter, 0 epoch / 300000 iterations\n",
      "   0.18866 iters/sec. Estimated time to finish: 18 days, 5:50:36.336815.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.88%\n",
      "this epoch [###################################...............] 70.99%\n",
      "      2630 iter, 0 epoch / 300000 iterations\n",
      "   0.18876 iters/sec. Estimated time to finish: 18 days, 5:37:04.373005.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.88%\n",
      "this epoch [###################################...............] 71.12%\n",
      "      2635 iter, 0 epoch / 300000 iterations\n",
      "   0.18874 iters/sec. Estimated time to finish: 18 days, 5:38:35.502398.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.88%\n",
      "this epoch [###################################...............] 71.26%\n",
      "      2640 iter, 0 epoch / 300000 iterations\n",
      "   0.18875 iters/sec. Estimated time to finish: 18 days, 5:37:12.573394.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.88%\n",
      "this epoch [###################################...............] 71.39%\n",
      "      2645 iter, 0 epoch / 300000 iterations\n",
      "   0.18875 iters/sec. Estimated time to finish: 18 days, 5:36:16.038780.\n",
      "\u001b[4A\u001b[J2650        0.542267       0.0501049                                                   \n",
      "\u001b[J     total [..................................................]  0.88%\n",
      "this epoch [###################################...............] 71.53%\n",
      "      2650 iter, 0 epoch / 300000 iterations\n",
      "   0.18876 iters/sec. Estimated time to finish: 18 days, 5:35:12.011563.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.89%\n",
      "this epoch [###################################...............] 71.66%\n",
      "      2655 iter, 0 epoch / 300000 iterations\n",
      "   0.18874 iters/sec. Estimated time to finish: 18 days, 5:37:33.015577.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.89%\n",
      "this epoch [###################################...............] 71.80%\n",
      "      2660 iter, 0 epoch / 300000 iterations\n",
      "   0.18868 iters/sec. Estimated time to finish: 18 days, 5:44:23.795359.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.89%\n",
      "this epoch [###################################...............] 71.93%\n",
      "      2665 iter, 0 epoch / 300000 iterations\n",
      "   0.18866 iters/sec. Estimated time to finish: 18 days, 5:47:15.928324.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.89%\n",
      "this epoch [####################################..............] 72.07%\n",
      "      2670 iter, 0 epoch / 300000 iterations\n",
      "   0.18893 iters/sec. Estimated time to finish: 18 days, 5:09:31.503544.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.89%\n",
      "this epoch [####################################..............] 72.20%\n",
      "      2675 iter, 0 epoch / 300000 iterations\n",
      "   0.18897 iters/sec. Estimated time to finish: 18 days, 5:03:58.665361.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.89%\n",
      "this epoch [####################################..............] 72.34%\n",
      "      2680 iter, 0 epoch / 300000 iterations\n",
      "   0.18868 iters/sec. Estimated time to finish: 18 days, 5:43:31.375590.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.90%\n",
      "this epoch [####################################..............] 72.47%\n",
      "      2685 iter, 0 epoch / 300000 iterations\n",
      "    0.1887 iters/sec. Estimated time to finish: 18 days, 5:39:28.387148.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.90%\n",
      "this epoch [####################################..............] 72.61%\n",
      "      2690 iter, 0 epoch / 300000 iterations\n",
      "   0.18873 iters/sec. Estimated time to finish: 18 days, 5:35:42.870726.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.90%\n",
      "this epoch [####################################..............] 72.74%\n",
      "      2695 iter, 0 epoch / 300000 iterations\n",
      "   0.18874 iters/sec. Estimated time to finish: 18 days, 5:34:06.247907.\n",
      "\u001b[4A\u001b[J2700        0.541756       0.049214                                                    \n",
      "\u001b[J     total [..................................................]  0.90%\n",
      "this epoch [####################################..............] 72.88%\n",
      "      2700 iter, 0 epoch / 300000 iterations\n",
      "   0.18868 iters/sec. Estimated time to finish: 18 days, 5:40:47.154336.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.90%\n",
      "this epoch [####################################..............] 73.01%\n",
      "      2705 iter, 0 epoch / 300000 iterations\n",
      "   0.18867 iters/sec. Estimated time to finish: 18 days, 5:41:58.848716.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.90%\n",
      "this epoch [####################################..............] 73.15%\n",
      "      2710 iter, 0 epoch / 300000 iterations\n",
      "   0.18866 iters/sec. Estimated time to finish: 18 days, 5:42:48.573399.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.91%\n",
      "this epoch [####################################..............] 73.28%\n",
      "      2715 iter, 0 epoch / 300000 iterations\n",
      "   0.18872 iters/sec. Estimated time to finish: 18 days, 5:34:29.307756.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.91%\n",
      "this epoch [####################################..............] 73.42%\n",
      "      2720 iter, 0 epoch / 300000 iterations\n",
      "   0.18875 iters/sec. Estimated time to finish: 18 days, 5:30:06.181023.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.91%\n",
      "this epoch [####################################..............] 73.55%\n",
      "      2725 iter, 0 epoch / 300000 iterations\n",
      "   0.18883 iters/sec. Estimated time to finish: 18 days, 5:17:46.578431.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.91%\n",
      "this epoch [####################################..............] 73.69%\n",
      "      2730 iter, 0 epoch / 300000 iterations\n",
      "   0.18884 iters/sec. Estimated time to finish: 18 days, 5:16:18.562342.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.91%\n",
      "this epoch [####################################..............] 73.82%\n",
      "      2735 iter, 0 epoch / 300000 iterations\n",
      "   0.18889 iters/sec. Estimated time to finish: 18 days, 5:08:49.047412.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.91%\n",
      "this epoch [####################################..............] 73.96%\n",
      "      2740 iter, 0 epoch / 300000 iterations\n",
      "   0.18893 iters/sec. Estimated time to finish: 18 days, 5:03:20.037855.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.92%\n",
      "this epoch [#####################################.............] 74.09%\n",
      "      2745 iter, 0 epoch / 300000 iterations\n",
      "   0.18904 iters/sec. Estimated time to finish: 18 days, 4:47:38.350885.\n",
      "\u001b[4A\u001b[J2750        0.530362       0.0480064                                                   \n",
      "\u001b[J     total [..................................................]  0.92%\n",
      "this epoch [#####################################.............] 74.23%\n",
      "      2750 iter, 0 epoch / 300000 iterations\n",
      "   0.18908 iters/sec. Estimated time to finish: 18 days, 4:41:35.971845.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.92%\n",
      "this epoch [#####################################.............] 74.36%\n",
      "      2755 iter, 0 epoch / 300000 iterations\n",
      "   0.18932 iters/sec. Estimated time to finish: 18 days, 4:07:30.453756.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.92%\n",
      "this epoch [#####################################.............] 74.50%\n",
      "      2760 iter, 0 epoch / 300000 iterations\n",
      "   0.18937 iters/sec. Estimated time to finish: 18 days, 4:00:48.628884.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.92%\n",
      "this epoch [#####################################.............] 74.63%\n",
      "      2765 iter, 0 epoch / 300000 iterations\n",
      "   0.18939 iters/sec. Estimated time to finish: 18 days, 3:57:38.830325.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.92%\n",
      "this epoch [#####################################.............] 74.77%\n",
      "      2770 iter, 0 epoch / 300000 iterations\n",
      "   0.18984 iters/sec. Estimated time to finish: 18 days, 2:55:12.998453.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.92%\n",
      "this epoch [#####################################.............] 74.90%\n",
      "      2775 iter, 0 epoch / 300000 iterations\n",
      "   0.18987 iters/sec. Estimated time to finish: 18 days, 2:50:48.287849.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.93%\n",
      "this epoch [#####################################.............] 75.04%\n",
      "      2780 iter, 0 epoch / 300000 iterations\n",
      "   0.18988 iters/sec. Estimated time to finish: 18 days, 2:48:42.960854.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.93%\n",
      "this epoch [#####################################.............] 75.17%\n",
      "      2785 iter, 0 epoch / 300000 iterations\n",
      "   0.18986 iters/sec. Estimated time to finish: 18 days, 2:50:03.541094.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.93%\n",
      "this epoch [#####################################.............] 75.31%\n",
      "      2790 iter, 0 epoch / 300000 iterations\n",
      "   0.18978 iters/sec. Estimated time to finish: 18 days, 3:01:11.691206.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.93%\n",
      "this epoch [#####################################.............] 75.44%\n",
      "      2795 iter, 0 epoch / 300000 iterations\n",
      "   0.18977 iters/sec. Estimated time to finish: 18 days, 3:02:43.429854.\n",
      "\u001b[4A\u001b[J2800        0.553216       0.0486597                                                   \n",
      "\u001b[J     total [..................................................]  0.93%\n",
      "this epoch [#####################################.............] 75.58%\n",
      "      2800 iter, 0 epoch / 300000 iterations\n",
      "   0.18972 iters/sec. Estimated time to finish: 18 days, 3:08:45.645110.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.94%\n",
      "this epoch [#####################################.............] 75.71%\n",
      "      2805 iter, 0 epoch / 300000 iterations\n",
      "   0.18983 iters/sec. Estimated time to finish: 18 days, 2:53:40.530029.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.94%\n",
      "this epoch [#####################################.............] 75.85%\n",
      "      2810 iter, 0 epoch / 300000 iterations\n",
      "    0.1899 iters/sec. Estimated time to finish: 18 days, 2:42:31.623578.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.94%\n",
      "this epoch [#####################################.............] 75.98%\n",
      "      2815 iter, 0 epoch / 300000 iterations\n",
      "   0.18994 iters/sec. Estimated time to finish: 18 days, 2:37:36.632026.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.94%\n",
      "this epoch [######################################............] 76.12%\n",
      "      2820 iter, 0 epoch / 300000 iterations\n",
      "   0.18994 iters/sec. Estimated time to finish: 18 days, 2:36:20.857939.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.94%\n",
      "this epoch [######################################............] 76.25%\n",
      "      2825 iter, 0 epoch / 300000 iterations\n",
      "   0.18995 iters/sec. Estimated time to finish: 18 days, 2:35:19.460403.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.94%\n",
      "this epoch [######################################............] 76.39%\n",
      "      2830 iter, 0 epoch / 300000 iterations\n",
      "   0.18995 iters/sec. Estimated time to finish: 18 days, 2:34:12.900438.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.95%\n",
      "this epoch [######################################............] 76.52%\n",
      "      2835 iter, 0 epoch / 300000 iterations\n",
      "   0.18995 iters/sec. Estimated time to finish: 18 days, 2:34:36.280365.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.95%\n",
      "this epoch [######################################............] 76.66%\n",
      "      2840 iter, 0 epoch / 300000 iterations\n",
      "   0.18996 iters/sec. Estimated time to finish: 18 days, 2:32:21.485313.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.95%\n",
      "this epoch [######################################............] 76.79%\n",
      "      2845 iter, 0 epoch / 300000 iterations\n",
      "   0.18997 iters/sec. Estimated time to finish: 18 days, 2:29:59.773124.\n",
      "\u001b[4A\u001b[J2850        0.549572       0.0496632                                                   \n",
      "\u001b[J     total [..................................................]  0.95%\n",
      "this epoch [######################################............] 76.93%\n",
      "      2850 iter, 0 epoch / 300000 iterations\n",
      "   0.18998 iters/sec. Estimated time to finish: 18 days, 2:28:25.993325.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.95%\n",
      "this epoch [######################################............] 77.06%\n",
      "      2855 iter, 0 epoch / 300000 iterations\n",
      "   0.18995 iters/sec. Estimated time to finish: 18 days, 2:32:10.110557.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.95%\n",
      "this epoch [######################################............] 77.20%\n",
      "      2860 iter, 0 epoch / 300000 iterations\n",
      "   0.19022 iters/sec. Estimated time to finish: 18 days, 1:55:22.967974.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.95%\n",
      "this epoch [######################################............] 77.33%\n",
      "      2865 iter, 0 epoch / 300000 iterations\n",
      "   0.19026 iters/sec. Estimated time to finish: 18 days, 1:48:19.514832.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.96%\n",
      "this epoch [######################################............] 77.47%\n",
      "      2870 iter, 0 epoch / 300000 iterations\n",
      "   0.19005 iters/sec. Estimated time to finish: 18 days, 2:16:33.018627.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.96%\n",
      "this epoch [######################################............] 77.60%\n",
      "      2875 iter, 0 epoch / 300000 iterations\n",
      "   0.19013 iters/sec. Estimated time to finish: 18 days, 2:06:03.265489.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.96%\n",
      "this epoch [######################################............] 77.74%\n",
      "      2880 iter, 0 epoch / 300000 iterations\n",
      "   0.19011 iters/sec. Estimated time to finish: 18 days, 2:07:33.106276.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.96%\n",
      "this epoch [######################################............] 77.87%\n",
      "      2885 iter, 0 epoch / 300000 iterations\n",
      "   0.19038 iters/sec. Estimated time to finish: 18 days, 1:30:45.920469.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.96%\n",
      "this epoch [#######################################...........] 78.01%\n",
      "      2890 iter, 0 epoch / 300000 iterations\n",
      "   0.19044 iters/sec. Estimated time to finish: 18 days, 1:21:53.424910.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.97%\n",
      "this epoch [#######################################...........] 78.14%\n",
      "      2895 iter, 0 epoch / 300000 iterations\n",
      "   0.19046 iters/sec. Estimated time to finish: 18 days, 1:18:31.976847.\n",
      "\u001b[4A\u001b[J2900        0.556879       0.0480544                                                   \n",
      "\u001b[J     total [..................................................]  0.97%\n",
      "this epoch [#######################################...........] 78.28%\n",
      "      2900 iter, 0 epoch / 300000 iterations\n",
      "   0.19045 iters/sec. Estimated time to finish: 18 days, 1:20:22.596556.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.97%\n",
      "this epoch [#######################################...........] 78.41%\n",
      "      2905 iter, 0 epoch / 300000 iterations\n",
      "   0.19033 iters/sec. Estimated time to finish: 18 days, 1:36:23.747868.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.97%\n",
      "this epoch [#######################################...........] 78.55%\n",
      "      2910 iter, 0 epoch / 300000 iterations\n",
      "   0.19029 iters/sec. Estimated time to finish: 18 days, 1:40:11.977920.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.97%\n",
      "this epoch [#######################################...........] 78.68%\n",
      "      2915 iter, 0 epoch / 300000 iterations\n",
      "   0.19011 iters/sec. Estimated time to finish: 18 days, 2:05:24.190867.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.97%\n",
      "this epoch [#######################################...........] 78.82%\n",
      "      2920 iter, 0 epoch / 300000 iterations\n",
      "   0.19012 iters/sec. Estimated time to finish: 18 days, 2:03:18.061545.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.97%\n",
      "this epoch [#######################################...........] 78.95%\n",
      "      2925 iter, 0 epoch / 300000 iterations\n",
      "   0.19008 iters/sec. Estimated time to finish: 18 days, 2:08:10.253304.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.98%\n",
      "this epoch [#######################################...........] 79.09%\n",
      "      2930 iter, 0 epoch / 300000 iterations\n",
      "   0.19008 iters/sec. Estimated time to finish: 18 days, 2:08:03.895673.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.98%\n",
      "this epoch [#######################################...........] 79.22%\n",
      "      2935 iter, 0 epoch / 300000 iterations\n",
      "   0.19022 iters/sec. Estimated time to finish: 18 days, 1:48:21.668630.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.98%\n",
      "this epoch [#######################################...........] 79.36%\n",
      "      2940 iter, 0 epoch / 300000 iterations\n",
      "   0.19022 iters/sec. Estimated time to finish: 18 days, 1:47:17.570976.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.98%\n",
      "this epoch [#######################################...........] 79.49%\n",
      "      2945 iter, 0 epoch / 300000 iterations\n",
      "   0.19023 iters/sec. Estimated time to finish: 18 days, 1:45:39.759525.\n",
      "\u001b[4A\u001b[J2950        0.549374       0.0477321                                                   \n",
      "\u001b[J     total [..................................................]  0.98%\n",
      "this epoch [#######################################...........] 79.63%\n",
      "      2950 iter, 0 epoch / 300000 iterations\n",
      "   0.19024 iters/sec. Estimated time to finish: 18 days, 1:44:11.887834.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.98%\n",
      "this epoch [#######################################...........] 79.76%\n",
      "      2955 iter, 0 epoch / 300000 iterations\n",
      "   0.19034 iters/sec. Estimated time to finish: 18 days, 1:30:35.119786.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.99%\n",
      "this epoch [#######################################...........] 79.90%\n",
      "      2960 iter, 0 epoch / 300000 iterations\n",
      "   0.19038 iters/sec. Estimated time to finish: 18 days, 1:24:10.222103.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.99%\n",
      "this epoch [########################################..........] 80.03%\n",
      "      2965 iter, 0 epoch / 300000 iterations\n",
      "   0.19039 iters/sec. Estimated time to finish: 18 days, 1:22:43.745517.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.99%\n",
      "this epoch [########################################..........] 80.17%\n",
      "      2970 iter, 0 epoch / 300000 iterations\n",
      "   0.19031 iters/sec. Estimated time to finish: 18 days, 1:32:23.893796.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.99%\n",
      "this epoch [########################################..........] 80.30%\n",
      "      2975 iter, 0 epoch / 300000 iterations\n",
      "   0.19046 iters/sec. Estimated time to finish: 18 days, 1:11:40.020796.\n",
      "\u001b[4A\u001b[J     total [..................................................]  0.99%\n",
      "this epoch [########################################..........] 80.44%\n",
      "      2980 iter, 0 epoch / 300000 iterations\n",
      "    0.1906 iters/sec. Estimated time to finish: 18 days, 0:51:51.547350.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.00%\n",
      "this epoch [########################################..........] 80.57%\n",
      "      2985 iter, 0 epoch / 300000 iterations\n",
      "   0.19082 iters/sec. Estimated time to finish: 18 days, 0:22:27.684428.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.00%\n",
      "this epoch [########################################..........] 80.71%\n",
      "      2990 iter, 0 epoch / 300000 iterations\n",
      "   0.19081 iters/sec. Estimated time to finish: 18 days, 0:23:26.669209.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.00%\n",
      "this epoch [########################################..........] 80.84%\n",
      "      2995 iter, 0 epoch / 300000 iterations\n",
      "   0.19079 iters/sec. Estimated time to finish: 18 days, 0:25:04.870926.\n",
      "\u001b[4A\u001b[J3000        0.5481         0.049243    0.52742                   0.0515227             \n",
      "\u001b[J     total [..................................................]  1.00%\n",
      "this epoch [########################################..........] 80.98%\n",
      "      3000 iter, 0 epoch / 300000 iterations\n",
      "   0.19106 iters/sec. Estimated time to finish: 17 days, 23:48:01.205917.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.00%\n",
      "this epoch [########################################..........] 81.11%\n",
      "      3005 iter, 0 epoch / 300000 iterations\n",
      "   0.19101 iters/sec. Estimated time to finish: 17 days, 23:54:18.624992.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.00%\n",
      "this epoch [########################################..........] 81.25%\n",
      "      3010 iter, 0 epoch / 300000 iterations\n",
      "   0.19103 iters/sec. Estimated time to finish: 17 days, 23:50:48.735880.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.00%\n",
      "this epoch [########################################..........] 81.38%\n",
      "      3015 iter, 0 epoch / 300000 iterations\n",
      "    0.1909 iters/sec. Estimated time to finish: 18 days, 0:08:59.904316.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.01%\n",
      "this epoch [########################################..........] 81.52%\n",
      "      3020 iter, 0 epoch / 300000 iterations\n",
      "   0.19087 iters/sec. Estimated time to finish: 18 days, 0:12:44.132055.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.01%\n",
      "this epoch [########################################..........] 81.65%\n",
      "      3025 iter, 0 epoch / 300000 iterations\n",
      "   0.19066 iters/sec. Estimated time to finish: 18 days, 0:39:37.546593.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.01%\n",
      "this epoch [########################################..........] 81.79%\n",
      "      3030 iter, 0 epoch / 300000 iterations\n",
      "   0.19066 iters/sec. Estimated time to finish: 18 days, 0:39:11.369413.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.01%\n",
      "this epoch [########################################..........] 81.92%\n",
      "      3035 iter, 0 epoch / 300000 iterations\n",
      "   0.19062 iters/sec. Estimated time to finish: 18 days, 0:45:04.626238.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.01%\n",
      "this epoch [#########################################.........] 82.06%\n",
      "      3040 iter, 0 epoch / 300000 iterations\n",
      "   0.19062 iters/sec. Estimated time to finish: 18 days, 0:44:21.153115.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.01%\n",
      "this epoch [#########################################.........] 82.19%\n",
      "      3045 iter, 0 epoch / 300000 iterations\n",
      "   0.19061 iters/sec. Estimated time to finish: 18 days, 0:45:16.869523.\n",
      "\u001b[4A\u001b[J3050        0.525829       0.0515443                                                   \n",
      "\u001b[J     total [..................................................]  1.02%\n",
      "this epoch [#########################################.........] 82.33%\n",
      "      3050 iter, 0 epoch / 300000 iterations\n",
      "   0.19063 iters/sec. Estimated time to finish: 18 days, 0:41:43.305292.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.02%\n",
      "this epoch [#########################################.........] 82.46%\n",
      "      3055 iter, 0 epoch / 300000 iterations\n",
      "   0.19041 iters/sec. Estimated time to finish: 18 days, 1:11:04.517737.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.02%\n",
      "this epoch [#########################################.........] 82.60%\n",
      "      3060 iter, 0 epoch / 300000 iterations\n",
      "   0.19046 iters/sec. Estimated time to finish: 18 days, 1:04:24.184458.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.02%\n",
      "this epoch [#########################################.........] 82.73%\n",
      "      3065 iter, 0 epoch / 300000 iterations\n",
      "   0.19052 iters/sec. Estimated time to finish: 18 days, 0:55:58.493191.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.02%\n",
      "this epoch [#########################################.........] 82.87%\n",
      "      3070 iter, 0 epoch / 300000 iterations\n",
      "   0.19052 iters/sec. Estimated time to finish: 18 days, 0:55:46.432309.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.03%\n",
      "this epoch [#########################################.........] 83.00%\n",
      "      3075 iter, 0 epoch / 300000 iterations\n",
      "   0.19049 iters/sec. Estimated time to finish: 18 days, 0:58:30.754977.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.03%\n",
      "this epoch [#########################################.........] 83.14%\n",
      "      3080 iter, 0 epoch / 300000 iterations\n",
      "   0.19045 iters/sec. Estimated time to finish: 18 days, 1:03:59.183172.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.03%\n",
      "this epoch [#########################################.........] 83.27%\n",
      "      3085 iter, 0 epoch / 300000 iterations\n",
      "   0.19043 iters/sec. Estimated time to finish: 18 days, 1:06:50.533002.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.03%\n",
      "this epoch [#########################################.........] 83.41%\n",
      "      3090 iter, 0 epoch / 300000 iterations\n",
      "    0.1905 iters/sec. Estimated time to finish: 18 days, 0:56:01.200390.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.03%\n",
      "this epoch [#########################################.........] 83.54%\n",
      "      3095 iter, 0 epoch / 300000 iterations\n",
      "   0.19054 iters/sec. Estimated time to finish: 18 days, 0:50:45.625578.\n",
      "\u001b[4A\u001b[J3100        0.541601       0.0493767                                                   \n",
      "\u001b[J     total [..................................................]  1.03%\n",
      "this epoch [#########################################.........] 83.68%\n",
      "      3100 iter, 0 epoch / 300000 iterations\n",
      "   0.19056 iters/sec. Estimated time to finish: 18 days, 0:47:00.607174.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.03%\n",
      "this epoch [#########################################.........] 83.81%\n",
      "      3105 iter, 0 epoch / 300000 iterations\n",
      "    0.1906 iters/sec. Estimated time to finish: 18 days, 0:41:22.148314.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.04%\n",
      "this epoch [#########################################.........] 83.95%\n",
      "      3110 iter, 0 epoch / 300000 iterations\n",
      "   0.19062 iters/sec. Estimated time to finish: 18 days, 0:38:36.010819.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.04%\n",
      "this epoch [##########################################........] 84.08%\n",
      "      3115 iter, 0 epoch / 300000 iterations\n",
      "   0.19061 iters/sec. Estimated time to finish: 18 days, 0:39:32.666930.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.04%\n",
      "this epoch [##########################################........] 84.22%\n",
      "      3120 iter, 0 epoch / 300000 iterations\n",
      "   0.19075 iters/sec. Estimated time to finish: 18 days, 0:19:36.562164.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.04%\n",
      "this epoch [##########################################........] 84.35%\n",
      "      3125 iter, 0 epoch / 300000 iterations\n",
      "   0.19103 iters/sec. Estimated time to finish: 17 days, 23:41:05.727606.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.04%\n",
      "this epoch [##########################################........] 84.48%\n",
      "      3130 iter, 0 epoch / 300000 iterations\n",
      "   0.19085 iters/sec. Estimated time to finish: 18 days, 0:05:03.919751.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.04%\n",
      "this epoch [##########################################........] 84.62%\n",
      "      3135 iter, 0 epoch / 300000 iterations\n",
      "   0.19081 iters/sec. Estimated time to finish: 18 days, 0:10:29.440958.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.05%\n",
      "this epoch [##########################################........] 84.75%\n",
      "      3140 iter, 0 epoch / 300000 iterations\n",
      "    0.1908 iters/sec. Estimated time to finish: 18 days, 0:10:57.069855.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.05%\n",
      "this epoch [##########################################........] 84.89%\n",
      "      3145 iter, 0 epoch / 300000 iterations\n",
      "   0.19079 iters/sec. Estimated time to finish: 18 days, 0:12:36.509268.\n",
      "\u001b[4A\u001b[J3150        0.532896       0.0504357                                                   \n",
      "\u001b[J     total [..................................................]  1.05%\n",
      "this epoch [##########################################........] 85.02%\n",
      "      3150 iter, 0 epoch / 300000 iterations\n",
      "   0.19078 iters/sec. Estimated time to finish: 18 days, 0:12:26.352597.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.05%\n",
      "this epoch [##########################################........] 85.16%\n",
      "      3155 iter, 0 epoch / 300000 iterations\n",
      "   0.19083 iters/sec. Estimated time to finish: 18 days, 0:05:56.939617.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.05%\n",
      "this epoch [##########################################........] 85.29%\n",
      "      3160 iter, 0 epoch / 300000 iterations\n",
      "   0.19082 iters/sec. Estimated time to finish: 18 days, 0:06:13.454499.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.05%\n",
      "this epoch [##########################################........] 85.43%\n",
      "      3165 iter, 0 epoch / 300000 iterations\n",
      "   0.19087 iters/sec. Estimated time to finish: 18 days, 0:00:02.059327.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.06%\n",
      "this epoch [##########################################........] 85.56%\n",
      "      3170 iter, 0 epoch / 300000 iterations\n",
      "   0.19061 iters/sec. Estimated time to finish: 18 days, 0:34:28.119016.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.06%\n",
      "this epoch [##########################################........] 85.70%\n",
      "      3175 iter, 0 epoch / 300000 iterations\n",
      "   0.19059 iters/sec. Estimated time to finish: 18 days, 0:36:28.287349.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.06%\n",
      "this epoch [##########################################........] 85.83%\n",
      "      3180 iter, 0 epoch / 300000 iterations\n",
      "   0.19063 iters/sec. Estimated time to finish: 18 days, 0:31:11.656507.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.06%\n",
      "this epoch [##########################################........] 85.97%\n",
      "      3185 iter, 0 epoch / 300000 iterations\n",
      "   0.19063 iters/sec. Estimated time to finish: 18 days, 0:30:45.847634.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.06%\n",
      "this epoch [###########################################.......] 86.10%\n",
      "      3190 iter, 0 epoch / 300000 iterations\n",
      "   0.19063 iters/sec. Estimated time to finish: 18 days, 0:29:55.262640.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.06%\n",
      "this epoch [###########################################.......] 86.24%\n",
      "      3195 iter, 0 epoch / 300000 iterations\n",
      "   0.19061 iters/sec. Estimated time to finish: 18 days, 0:32:21.978630.\n",
      "\u001b[4A\u001b[J3200        0.538025       0.0497852                                                   \n",
      "\u001b[J     total [..................................................]  1.07%\n",
      "this epoch [###########################################.......] 86.37%\n",
      "      3200 iter, 0 epoch / 300000 iterations\n",
      "   0.19066 iters/sec. Estimated time to finish: 18 days, 0:24:28.581534.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.07%\n",
      "this epoch [###########################################.......] 86.51%\n",
      "      3205 iter, 0 epoch / 300000 iterations\n",
      "   0.19077 iters/sec. Estimated time to finish: 18 days, 0:09:40.415319.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.07%\n",
      "this epoch [###########################################.......] 86.64%\n",
      "      3210 iter, 0 epoch / 300000 iterations\n",
      "   0.19076 iters/sec. Estimated time to finish: 18 days, 0:10:02.264303.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.07%\n",
      "this epoch [###########################################.......] 86.78%\n",
      "      3215 iter, 0 epoch / 300000 iterations\n",
      "   0.19074 iters/sec. Estimated time to finish: 18 days, 0:13:07.186671.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.07%\n",
      "this epoch [###########################################.......] 86.91%\n",
      "      3220 iter, 0 epoch / 300000 iterations\n",
      "   0.19073 iters/sec. Estimated time to finish: 18 days, 0:14:14.131864.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.07%\n",
      "this epoch [###########################################.......] 87.05%\n",
      "      3225 iter, 0 epoch / 300000 iterations\n",
      "   0.19068 iters/sec. Estimated time to finish: 18 days, 0:19:51.947589.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.08%\n",
      "this epoch [###########################################.......] 87.18%\n",
      "      3230 iter, 0 epoch / 300000 iterations\n",
      "   0.19071 iters/sec. Estimated time to finish: 18 days, 0:15:04.207352.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.08%\n",
      "this epoch [###########################################.......] 87.32%\n",
      "      3235 iter, 0 epoch / 300000 iterations\n",
      "   0.19089 iters/sec. Estimated time to finish: 17 days, 23:50:17.712037.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.08%\n",
      "this epoch [###########################################.......] 87.45%\n",
      "      3240 iter, 0 epoch / 300000 iterations\n",
      "   0.19092 iters/sec. Estimated time to finish: 17 days, 23:46:46.404571.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.08%\n",
      "this epoch [###########################################.......] 87.59%\n",
      "      3245 iter, 0 epoch / 300000 iterations\n",
      "   0.19076 iters/sec. Estimated time to finish: 18 days, 0:07:16.640022.\n",
      "\u001b[4A\u001b[J3250        0.543306       0.0484782                                                   \n",
      "\u001b[J     total [..................................................]  1.08%\n",
      "this epoch [###########################################.......] 87.72%\n",
      "      3250 iter, 0 epoch / 300000 iterations\n",
      "   0.19073 iters/sec. Estimated time to finish: 18 days, 0:10:24.139119.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.08%\n",
      "this epoch [###########################################.......] 87.86%\n",
      "      3255 iter, 0 epoch / 300000 iterations\n",
      "   0.19047 iters/sec. Estimated time to finish: 18 days, 0:46:33.736159.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.09%\n",
      "this epoch [###########################################.......] 87.99%\n",
      "      3260 iter, 0 epoch / 300000 iterations\n",
      "   0.19046 iters/sec. Estimated time to finish: 18 days, 0:46:24.320749.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.09%\n",
      "this epoch [############################################......] 88.13%\n",
      "      3265 iter, 0 epoch / 300000 iterations\n",
      "   0.19045 iters/sec. Estimated time to finish: 18 days, 0:47:21.576167.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.09%\n",
      "this epoch [############################################......] 88.26%\n",
      "      3270 iter, 0 epoch / 300000 iterations\n",
      "   0.19004 iters/sec. Estimated time to finish: 18 days, 1:43:50.874629.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.09%\n",
      "this epoch [############################################......] 88.40%\n",
      "      3275 iter, 0 epoch / 300000 iterations\n",
      "   0.18998 iters/sec. Estimated time to finish: 18 days, 1:50:44.207261.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.09%\n",
      "this epoch [############################################......] 88.53%\n",
      "      3280 iter, 0 epoch / 300000 iterations\n",
      "   0.18992 iters/sec. Estimated time to finish: 18 days, 1:58:48.010849.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.09%\n",
      "this epoch [############################################......] 88.67%\n",
      "      3285 iter, 0 epoch / 300000 iterations\n",
      "   0.18993 iters/sec. Estimated time to finish: 18 days, 1:57:28.180484.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.10%\n",
      "this epoch [############################################......] 88.80%\n",
      "      3290 iter, 0 epoch / 300000 iterations\n",
      "   0.18988 iters/sec. Estimated time to finish: 18 days, 2:03:01.552833.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.10%\n",
      "this epoch [############################################......] 88.94%\n",
      "      3295 iter, 0 epoch / 300000 iterations\n",
      "   0.18991 iters/sec. Estimated time to finish: 18 days, 1:59:29.264716.\n",
      "\u001b[4A\u001b[J3300        0.554553       0.0469513                                                   \n",
      "\u001b[J     total [..................................................]  1.10%\n",
      "this epoch [############################################......] 89.07%\n",
      "      3300 iter, 0 epoch / 300000 iterations\n",
      "   0.18988 iters/sec. Estimated time to finish: 18 days, 2:02:20.070635.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.10%\n",
      "this epoch [############################################......] 89.21%\n",
      "      3305 iter, 0 epoch / 300000 iterations\n",
      "   0.18975 iters/sec. Estimated time to finish: 18 days, 2:20:50.143291.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.10%\n",
      "this epoch [############################################......] 89.34%\n",
      "      3310 iter, 0 epoch / 300000 iterations\n",
      "   0.18962 iters/sec. Estimated time to finish: 18 days, 2:37:23.394664.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.10%\n",
      "this epoch [############################################......] 89.48%\n",
      "      3315 iter, 0 epoch / 300000 iterations\n",
      "   0.18956 iters/sec. Estimated time to finish: 18 days, 2:45:42.635402.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.11%\n",
      "this epoch [############################################......] 89.61%\n",
      "      3320 iter, 0 epoch / 300000 iterations\n",
      "   0.18952 iters/sec. Estimated time to finish: 18 days, 2:49:47.344673.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.11%\n",
      "this epoch [############################################......] 89.75%\n",
      "      3325 iter, 0 epoch / 300000 iterations\n",
      "   0.18954 iters/sec. Estimated time to finish: 18 days, 2:46:56.116657.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.11%\n",
      "this epoch [############################################......] 89.88%\n",
      "      3330 iter, 0 epoch / 300000 iterations\n",
      "   0.18955 iters/sec. Estimated time to finish: 18 days, 2:45:21.575675.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.11%\n",
      "this epoch [#############################################.....] 90.02%\n",
      "      3335 iter, 0 epoch / 300000 iterations\n",
      "   0.18955 iters/sec. Estimated time to finish: 18 days, 2:44:38.604579.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.11%\n",
      "this epoch [#############################################.....] 90.15%\n",
      "      3340 iter, 0 epoch / 300000 iterations\n",
      "   0.18953 iters/sec. Estimated time to finish: 18 days, 2:46:45.395149.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.11%\n",
      "this epoch [#############################################.....] 90.29%\n",
      "      3345 iter, 0 epoch / 300000 iterations\n",
      "    0.1895 iters/sec. Estimated time to finish: 18 days, 2:51:02.149313.\n",
      "\u001b[4A\u001b[J3350        0.556338       0.0467334                                                   \n",
      "\u001b[J     total [..................................................]  1.12%\n",
      "this epoch [#############################################.....] 90.42%\n",
      "      3350 iter, 0 epoch / 300000 iterations\n",
      "   0.18948 iters/sec. Estimated time to finish: 18 days, 2:52:56.975515.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.12%\n",
      "this epoch [#############################################.....] 90.56%\n",
      "      3355 iter, 0 epoch / 300000 iterations\n",
      "   0.18983 iters/sec. Estimated time to finish: 18 days, 2:04:32.884627.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.12%\n",
      "this epoch [#############################################.....] 90.69%\n",
      "      3360 iter, 0 epoch / 300000 iterations\n",
      "   0.18979 iters/sec. Estimated time to finish: 18 days, 2:10:23.537590.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.12%\n",
      "this epoch [#############################################.....] 90.83%\n",
      "      3365 iter, 0 epoch / 300000 iterations\n",
      "   0.18971 iters/sec. Estimated time to finish: 18 days, 2:20:38.741669.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.12%\n",
      "this epoch [#############################################.....] 90.96%\n",
      "      3370 iter, 0 epoch / 300000 iterations\n",
      "    0.1897 iters/sec. Estimated time to finish: 18 days, 2:21:42.771495.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.12%\n",
      "this epoch [#############################################.....] 91.10%\n",
      "      3375 iter, 0 epoch / 300000 iterations\n",
      "   0.18963 iters/sec. Estimated time to finish: 18 days, 2:29:53.707741.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.13%\n",
      "this epoch [#############################################.....] 91.23%\n",
      "      3380 iter, 0 epoch / 300000 iterations\n",
      "   0.18966 iters/sec. Estimated time to finish: 18 days, 2:25:56.625879.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.13%\n",
      "this epoch [#############################################.....] 91.37%\n",
      "      3385 iter, 0 epoch / 300000 iterations\n",
      "   0.18946 iters/sec. Estimated time to finish: 18 days, 2:53:38.856984.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.13%\n",
      "this epoch [#############################################.....] 91.50%\n",
      "      3390 iter, 0 epoch / 300000 iterations\n",
      "   0.18943 iters/sec. Estimated time to finish: 18 days, 2:56:18.190489.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.13%\n",
      "this epoch [#############################################.....] 91.64%\n",
      "      3395 iter, 0 epoch / 300000 iterations\n",
      "   0.18944 iters/sec. Estimated time to finish: 18 days, 2:54:47.567142.\n",
      "\u001b[4A\u001b[J3400        0.555888       0.050274                                                    \n",
      "\u001b[J     total [..................................................]  1.13%\n",
      "this epoch [#############################################.....] 91.77%\n",
      "      3400 iter, 0 epoch / 300000 iterations\n",
      "   0.18946 iters/sec. Estimated time to finish: 18 days, 2:52:02.488351.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.14%\n",
      "this epoch [#############################################.....] 91.91%\n",
      "      3405 iter, 0 epoch / 300000 iterations\n",
      "   0.18951 iters/sec. Estimated time to finish: 18 days, 2:43:46.354622.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.14%\n",
      "this epoch [##############################################....] 92.04%\n",
      "      3410 iter, 0 epoch / 300000 iterations\n",
      "   0.18952 iters/sec. Estimated time to finish: 18 days, 2:42:09.266895.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.14%\n",
      "this epoch [##############################################....] 92.18%\n",
      "      3415 iter, 0 epoch / 300000 iterations\n",
      "   0.18955 iters/sec. Estimated time to finish: 18 days, 2:38:03.844362.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.14%\n",
      "this epoch [##############################################....] 92.31%\n",
      "      3420 iter, 0 epoch / 300000 iterations\n",
      "   0.18957 iters/sec. Estimated time to finish: 18 days, 2:34:43.258480.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.14%\n",
      "this epoch [##############################################....] 92.45%\n",
      "      3425 iter, 0 epoch / 300000 iterations\n",
      "   0.18953 iters/sec. Estimated time to finish: 18 days, 2:39:52.268405.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.14%\n",
      "this epoch [##############################################....] 92.58%\n",
      "      3430 iter, 0 epoch / 300000 iterations\n",
      "   0.18956 iters/sec. Estimated time to finish: 18 days, 2:35:43.605792.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.15%\n",
      "this epoch [##############################################....] 92.72%\n",
      "      3435 iter, 0 epoch / 300000 iterations\n",
      "   0.18941 iters/sec. Estimated time to finish: 18 days, 2:56:01.387437.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.15%\n",
      "this epoch [##############################################....] 92.85%\n",
      "      3440 iter, 0 epoch / 300000 iterations\n",
      "   0.18966 iters/sec. Estimated time to finish: 18 days, 2:21:08.324775.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.15%\n",
      "this epoch [##############################################....] 92.99%\n",
      "      3445 iter, 0 epoch / 300000 iterations\n",
      "   0.18965 iters/sec. Estimated time to finish: 18 days, 2:21:19.595354.\n",
      "\u001b[4A\u001b[J3450        0.549869       0.048955                                                    \n",
      "\u001b[J     total [..................................................]  1.15%\n",
      "this epoch [##############################################....] 93.12%\n",
      "      3450 iter, 0 epoch / 300000 iterations\n",
      "   0.18968 iters/sec. Estimated time to finish: 18 days, 2:17:12.005601.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.15%\n",
      "this epoch [##############################################....] 93.26%\n",
      "      3455 iter, 0 epoch / 300000 iterations\n",
      "   0.18961 iters/sec. Estimated time to finish: 18 days, 2:25:56.848802.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.15%\n",
      "this epoch [##############################################....] 93.39%\n",
      "      3460 iter, 0 epoch / 300000 iterations\n",
      "   0.18958 iters/sec. Estimated time to finish: 18 days, 2:30:11.766348.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.16%\n",
      "this epoch [##############################################....] 93.53%\n",
      "      3465 iter, 0 epoch / 300000 iterations\n",
      "   0.18957 iters/sec. Estimated time to finish: 18 days, 2:31:07.628865.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.16%\n",
      "this epoch [##############################################....] 93.66%\n",
      "      3470 iter, 0 epoch / 300000 iterations\n",
      "   0.18959 iters/sec. Estimated time to finish: 18 days, 2:27:47.583243.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.16%\n",
      "this epoch [##############################################....] 93.80%\n",
      "      3475 iter, 0 epoch / 300000 iterations\n",
      "   0.18945 iters/sec. Estimated time to finish: 18 days, 2:46:24.362217.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.16%\n",
      "this epoch [##############################################....] 93.93%\n",
      "      3480 iter, 0 epoch / 300000 iterations\n",
      "    0.1893 iters/sec. Estimated time to finish: 18 days, 3:06:32.981264.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.16%\n",
      "this epoch [###############################################...] 94.07%\n",
      "      3485 iter, 0 epoch / 300000 iterations\n",
      "    0.1891 iters/sec. Estimated time to finish: 18 days, 3:33:27.588636.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.16%\n",
      "this epoch [###############################################...] 94.20%\n",
      "      3490 iter, 0 epoch / 300000 iterations\n",
      "   0.18913 iters/sec. Estimated time to finish: 18 days, 3:29:50.543522.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.17%\n",
      "this epoch [###############################################...] 94.34%\n",
      "      3495 iter, 0 epoch / 300000 iterations\n",
      "   0.18922 iters/sec. Estimated time to finish: 18 days, 3:16:01.321387.\n",
      "\u001b[4A\u001b[J3500        0.548628       0.0479079   0.528195                  0.0504323             \n",
      "\u001b[J     total [..................................................]  1.17%\n",
      "this epoch [###############################################...] 94.47%\n",
      "      3500 iter, 0 epoch / 300000 iterations\n",
      "   0.18904 iters/sec. Estimated time to finish: 18 days, 3:41:08.988322.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.17%\n",
      "this epoch [###############################################...] 94.61%\n",
      "      3505 iter, 0 epoch / 300000 iterations\n",
      "   0.18902 iters/sec. Estimated time to finish: 18 days, 3:43:36.900927.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.17%\n",
      "this epoch [###############################################...] 94.74%\n",
      "      3510 iter, 0 epoch / 300000 iterations\n",
      "   0.18903 iters/sec. Estimated time to finish: 18 days, 3:41:05.035856.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.17%\n",
      "this epoch [###############################################...] 94.88%\n",
      "      3515 iter, 0 epoch / 300000 iterations\n",
      "   0.18907 iters/sec. Estimated time to finish: 18 days, 3:35:18.599099.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.17%\n",
      "this epoch [###############################################...] 95.01%\n",
      "      3520 iter, 0 epoch / 300000 iterations\n",
      "   0.18909 iters/sec. Estimated time to finish: 18 days, 3:32:50.653028.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.18%\n",
      "this epoch [###############################################...] 95.15%\n",
      "      3525 iter, 0 epoch / 300000 iterations\n",
      "   0.18917 iters/sec. Estimated time to finish: 18 days, 3:20:46.415465.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.18%\n",
      "this epoch [###############################################...] 95.28%\n",
      "      3530 iter, 0 epoch / 300000 iterations\n",
      "   0.18916 iters/sec. Estimated time to finish: 18 days, 3:21:43.665304.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.18%\n",
      "this epoch [###############################################...] 95.42%\n",
      "      3535 iter, 0 epoch / 300000 iterations\n",
      "   0.18917 iters/sec. Estimated time to finish: 18 days, 3:20:13.892171.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.18%\n",
      "this epoch [###############################################...] 95.55%\n",
      "      3540 iter, 0 epoch / 300000 iterations\n",
      "   0.18913 iters/sec. Estimated time to finish: 18 days, 3:24:37.509950.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.18%\n",
      "this epoch [###############################################...] 95.69%\n",
      "      3545 iter, 0 epoch / 300000 iterations\n",
      "   0.18918 iters/sec. Estimated time to finish: 18 days, 3:16:58.867374.\n",
      "\u001b[4A\u001b[J3550        0.535734       0.0481592                                                   \n",
      "\u001b[J     total [..................................................]  1.18%\n",
      "this epoch [###############################################...] 95.82%\n",
      "      3550 iter, 0 epoch / 300000 iterations\n",
      "   0.18914 iters/sec. Estimated time to finish: 18 days, 3:23:10.075380.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.19%\n",
      "this epoch [###############################################...] 95.96%\n",
      "      3555 iter, 0 epoch / 300000 iterations\n",
      "   0.18913 iters/sec. Estimated time to finish: 18 days, 3:23:20.263452.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.19%\n",
      "this epoch [################################################..] 96.09%\n",
      "      3560 iter, 0 epoch / 300000 iterations\n",
      "    0.1891 iters/sec. Estimated time to finish: 18 days, 3:27:55.920984.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.19%\n",
      "this epoch [################################################..] 96.23%\n",
      "      3565 iter, 0 epoch / 300000 iterations\n",
      "   0.18906 iters/sec. Estimated time to finish: 18 days, 3:31:57.426352.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.19%\n",
      "this epoch [################################################..] 96.36%\n",
      "      3570 iter, 0 epoch / 300000 iterations\n",
      "   0.18912 iters/sec. Estimated time to finish: 18 days, 3:24:02.681258.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.19%\n",
      "this epoch [################################################..] 96.50%\n",
      "      3575 iter, 0 epoch / 300000 iterations\n",
      "   0.18913 iters/sec. Estimated time to finish: 18 days, 3:21:36.962440.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.19%\n",
      "this epoch [################################################..] 96.63%\n",
      "      3580 iter, 0 epoch / 300000 iterations\n",
      "   0.18916 iters/sec. Estimated time to finish: 18 days, 3:17:28.769238.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.20%\n",
      "this epoch [################################################..] 96.77%\n",
      "      3585 iter, 0 epoch / 300000 iterations\n",
      "   0.18916 iters/sec. Estimated time to finish: 18 days, 3:17:16.548798.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.20%\n",
      "this epoch [################################################..] 96.90%\n",
      "      3590 iter, 0 epoch / 300000 iterations\n",
      "   0.18908 iters/sec. Estimated time to finish: 18 days, 3:26:45.666180.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.20%\n",
      "this epoch [################################################..] 97.04%\n",
      "      3595 iter, 0 epoch / 300000 iterations\n",
      "   0.18903 iters/sec. Estimated time to finish: 18 days, 3:34:04.289566.\n",
      "\u001b[4A\u001b[J3600        0.552958       0.0473992                                                   \n",
      "\u001b[J     total [..................................................]  1.20%\n",
      "this epoch [################################################..] 97.17%\n",
      "      3600 iter, 0 epoch / 300000 iterations\n",
      "   0.18899 iters/sec. Estimated time to finish: 18 days, 3:39:07.867520.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.20%\n",
      "this epoch [################################################..] 97.31%\n",
      "      3605 iter, 0 epoch / 300000 iterations\n",
      "    0.1889 iters/sec. Estimated time to finish: 18 days, 3:50:41.134988.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.20%\n",
      "this epoch [################################################..] 97.44%\n",
      "      3610 iter, 0 epoch / 300000 iterations\n",
      "   0.18897 iters/sec. Estimated time to finish: 18 days, 3:41:05.939289.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.21%\n",
      "this epoch [################################################..] 97.58%\n",
      "      3615 iter, 0 epoch / 300000 iterations\n",
      "   0.18899 iters/sec. Estimated time to finish: 18 days, 3:38:00.341065.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.21%\n",
      "this epoch [################################################..] 97.71%\n",
      "      3620 iter, 0 epoch / 300000 iterations\n",
      "   0.18881 iters/sec. Estimated time to finish: 18 days, 4:01:41.034416.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.21%\n",
      "this epoch [################################################..] 97.85%\n",
      "      3625 iter, 0 epoch / 300000 iterations\n",
      "   0.18857 iters/sec. Estimated time to finish: 18 days, 4:35:35.801583.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.21%\n",
      "this epoch [################################################..] 97.98%\n",
      "      3630 iter, 0 epoch / 300000 iterations\n",
      "    0.1886 iters/sec. Estimated time to finish: 18 days, 4:29:53.185726.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.21%\n",
      "this epoch [#################################################.] 98.12%\n",
      "      3635 iter, 0 epoch / 300000 iterations\n",
      "   0.18861 iters/sec. Estimated time to finish: 18 days, 4:27:53.436797.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.21%\n",
      "this epoch [#################################################.] 98.25%\n",
      "      3640 iter, 0 epoch / 300000 iterations\n",
      "   0.18864 iters/sec. Estimated time to finish: 18 days, 4:23:43.685030.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.21%\n",
      "this epoch [#################################################.] 98.39%\n",
      "      3645 iter, 0 epoch / 300000 iterations\n",
      "   0.18865 iters/sec. Estimated time to finish: 18 days, 4:22:19.435507.\n",
      "\u001b[4A\u001b[J3650        0.551113       0.0498443                                                   \n",
      "\u001b[J     total [..................................................]  1.22%\n",
      "this epoch [#################################################.] 98.52%\n",
      "      3650 iter, 0 epoch / 300000 iterations\n",
      "   0.18865 iters/sec. Estimated time to finish: 18 days, 4:21:16.062207.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.22%\n",
      "this epoch [#################################################.] 98.66%\n",
      "      3655 iter, 0 epoch / 300000 iterations\n",
      "   0.18873 iters/sec. Estimated time to finish: 18 days, 4:09:27.183768.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.22%\n",
      "this epoch [#################################################.] 98.79%\n",
      "      3660 iter, 0 epoch / 300000 iterations\n",
      "   0.18882 iters/sec. Estimated time to finish: 18 days, 3:56:48.900251.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.22%\n",
      "this epoch [#################################################.] 98.93%\n",
      "      3665 iter, 0 epoch / 300000 iterations\n",
      "   0.18889 iters/sec. Estimated time to finish: 18 days, 3:46:49.726745.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.22%\n",
      "this epoch [#################################################.] 99.06%\n",
      "      3670 iter, 0 epoch / 300000 iterations\n",
      "   0.18891 iters/sec. Estimated time to finish: 18 days, 3:43:14.094422.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.23%\n",
      "this epoch [#################################################.] 99.20%\n",
      "      3675 iter, 0 epoch / 300000 iterations\n",
      "   0.18891 iters/sec. Estimated time to finish: 18 days, 3:43:01.440351.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.23%\n",
      "this epoch [#################################################.] 99.33%\n",
      "      3680 iter, 0 epoch / 300000 iterations\n",
      "   0.18908 iters/sec. Estimated time to finish: 18 days, 3:20:02.761878.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.23%\n",
      "this epoch [#################################################.] 99.47%\n",
      "      3685 iter, 0 epoch / 300000 iterations\n",
      "   0.18905 iters/sec. Estimated time to finish: 18 days, 3:22:33.255829.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.23%\n",
      "this epoch [#################################################.] 99.60%\n",
      "      3690 iter, 0 epoch / 300000 iterations\n",
      "   0.18904 iters/sec. Estimated time to finish: 18 days, 3:24:45.221749.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.23%\n",
      "this epoch [#################################################.] 99.74%\n",
      "      3695 iter, 0 epoch / 300000 iterations\n",
      "   0.18904 iters/sec. Estimated time to finish: 18 days, 3:24:03.715172.\n",
      "\u001b[4A\u001b[J3700        0.558762       0.0486752                                                   \n",
      "\u001b[J     total [..................................................]  1.23%\n",
      "this epoch [#################################################.] 99.87%\n",
      "      3700 iter, 0 epoch / 300000 iterations\n",
      "   0.18902 iters/sec. Estimated time to finish: 18 days, 3:25:31.206823.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.23%\n",
      "this epoch [..................................................]  0.01%\n",
      "      3705 iter, 1 epoch / 300000 iterations\n",
      "   0.18899 iters/sec. Estimated time to finish: 18 days, 3:29:21.330056.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.24%\n",
      "this epoch [..................................................]  0.14%\n",
      "      3710 iter, 1 epoch / 300000 iterations\n",
      "   0.18902 iters/sec. Estimated time to finish: 18 days, 3:24:27.917801.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.24%\n",
      "this epoch [..................................................]  0.28%\n",
      "      3715 iter, 1 epoch / 300000 iterations\n",
      "   0.18901 iters/sec. Estimated time to finish: 18 days, 3:26:23.181763.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.24%\n",
      "this epoch [..................................................]  0.41%\n",
      "      3720 iter, 1 epoch / 300000 iterations\n",
      "   0.18896 iters/sec. Estimated time to finish: 18 days, 3:32:07.389446.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.24%\n",
      "this epoch [..................................................]  0.55%\n",
      "      3725 iter, 1 epoch / 300000 iterations\n",
      "   0.18891 iters/sec. Estimated time to finish: 18 days, 3:38:52.669496.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.24%\n",
      "this epoch [..................................................]  0.68%\n",
      "      3730 iter, 1 epoch / 300000 iterations\n",
      "    0.1889 iters/sec. Estimated time to finish: 18 days, 3:40:24.804802.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.24%\n",
      "this epoch [..................................................]  0.82%\n",
      "      3735 iter, 1 epoch / 300000 iterations\n",
      "   0.18868 iters/sec. Estimated time to finish: 18 days, 4:09:59.461176.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.25%\n",
      "this epoch [..................................................]  0.95%\n",
      "      3740 iter, 1 epoch / 300000 iterations\n",
      "   0.18867 iters/sec. Estimated time to finish: 18 days, 4:10:31.479036.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.25%\n",
      "this epoch [..................................................]  1.09%\n",
      "      3745 iter, 1 epoch / 300000 iterations\n",
      "    0.1887 iters/sec. Estimated time to finish: 18 days, 4:06:52.857906.\n",
      "\u001b[4A\u001b[J3750        0.555628       0.0477471                                                   \n",
      "\u001b[J     total [..................................................]  1.25%\n",
      "this epoch [..................................................]  1.22%\n",
      "      3750 iter, 1 epoch / 300000 iterations\n",
      "    0.1887 iters/sec. Estimated time to finish: 18 days, 4:05:17.484500.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.25%\n",
      "this epoch [..................................................]  1.35%\n",
      "      3755 iter, 1 epoch / 300000 iterations\n",
      "   0.18873 iters/sec. Estimated time to finish: 18 days, 4:01:01.898303.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.25%\n",
      "this epoch [..................................................]  1.49%\n",
      "      3760 iter, 1 epoch / 300000 iterations\n",
      "    0.1887 iters/sec. Estimated time to finish: 18 days, 4:05:22.851923.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.26%\n",
      "this epoch [..................................................]  1.62%\n",
      "      3765 iter, 1 epoch / 300000 iterations\n",
      "   0.18868 iters/sec. Estimated time to finish: 18 days, 4:07:06.815240.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.26%\n",
      "this epoch [..................................................]  1.76%\n",
      "      3770 iter, 1 epoch / 300000 iterations\n",
      "   0.18872 iters/sec. Estimated time to finish: 18 days, 4:01:41.279132.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.26%\n",
      "this epoch [..................................................]  1.89%\n",
      "      3775 iter, 1 epoch / 300000 iterations\n",
      "   0.18872 iters/sec. Estimated time to finish: 18 days, 4:00:13.640006.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.26%\n",
      "this epoch [#.................................................]  2.03%\n",
      "      3780 iter, 1 epoch / 300000 iterations\n",
      "    0.1889 iters/sec. Estimated time to finish: 18 days, 3:35:58.522978.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.26%\n",
      "this epoch [#.................................................]  2.16%\n",
      "      3785 iter, 1 epoch / 300000 iterations\n",
      "   0.18889 iters/sec. Estimated time to finish: 18 days, 3:36:43.363810.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.26%\n",
      "this epoch [#.................................................]  2.30%\n",
      "      3790 iter, 1 epoch / 300000 iterations\n",
      "   0.18898 iters/sec. Estimated time to finish: 18 days, 3:23:18.414599.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.26%\n",
      "this epoch [#.................................................]  2.43%\n",
      "      3795 iter, 1 epoch / 300000 iterations\n",
      "   0.18898 iters/sec. Estimated time to finish: 18 days, 3:23:33.252261.\n",
      "\u001b[4A\u001b[J3800        0.568708       0.0471945                                                   \n",
      "\u001b[J     total [..................................................]  1.27%\n",
      "this epoch [#.................................................]  2.57%\n",
      "      3800 iter, 1 epoch / 300000 iterations\n",
      "   0.18906 iters/sec. Estimated time to finish: 18 days, 3:11:30.632091.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.27%\n",
      "this epoch [#.................................................]  2.70%\n",
      "      3805 iter, 1 epoch / 300000 iterations\n",
      "   0.18908 iters/sec. Estimated time to finish: 18 days, 3:08:05.719924.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.27%\n",
      "this epoch [#.................................................]  2.84%\n",
      "      3810 iter, 1 epoch / 300000 iterations\n",
      "   0.18914 iters/sec. Estimated time to finish: 18 days, 2:59:24.566237.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.27%\n",
      "this epoch [#.................................................]  2.97%\n",
      "      3815 iter, 1 epoch / 300000 iterations\n",
      "   0.18912 iters/sec. Estimated time to finish: 18 days, 3:01:38.322666.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.27%\n",
      "this epoch [#.................................................]  3.11%\n",
      "      3820 iter, 1 epoch / 300000 iterations\n",
      "    0.1891 iters/sec. Estimated time to finish: 18 days, 3:04:23.394322.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.27%\n",
      "this epoch [#.................................................]  3.24%\n",
      "      3825 iter, 1 epoch / 300000 iterations\n",
      "    0.1891 iters/sec. Estimated time to finish: 18 days, 3:04:17.952046.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.28%\n",
      "this epoch [#.................................................]  3.38%\n",
      "      3830 iter, 1 epoch / 300000 iterations\n",
      "   0.18912 iters/sec. Estimated time to finish: 18 days, 3:01:12.590564.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.28%\n",
      "this epoch [#.................................................]  3.51%\n",
      "      3835 iter, 1 epoch / 300000 iterations\n",
      "   0.18922 iters/sec. Estimated time to finish: 18 days, 2:46:33.440054.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.28%\n",
      "this epoch [#.................................................]  3.65%\n",
      "      3840 iter, 1 epoch / 300000 iterations\n",
      "   0.18922 iters/sec. Estimated time to finish: 18 days, 2:45:56.194009.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.28%\n",
      "this epoch [#.................................................]  3.78%\n",
      "      3845 iter, 1 epoch / 300000 iterations\n",
      "   0.18923 iters/sec. Estimated time to finish: 18 days, 2:43:37.943494.\n",
      "\u001b[4A\u001b[J3850        0.555739       0.0461771                                                   \n",
      "\u001b[J     total [..................................................]  1.28%\n",
      "this epoch [#.................................................]  3.92%\n",
      "      3850 iter, 1 epoch / 300000 iterations\n",
      "   0.18928 iters/sec. Estimated time to finish: 18 days, 2:36:17.394568.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.29%\n",
      "this epoch [##................................................]  4.05%\n",
      "      3855 iter, 1 epoch / 300000 iterations\n",
      "   0.18897 iters/sec. Estimated time to finish: 18 days, 3:19:46.228379.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.29%\n",
      "this epoch [##................................................]  4.19%\n",
      "      3860 iter, 1 epoch / 300000 iterations\n",
      "    0.1887 iters/sec. Estimated time to finish: 18 days, 3:56:30.543347.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.29%\n",
      "this epoch [##................................................]  4.32%\n",
      "      3865 iter, 1 epoch / 300000 iterations\n",
      "   0.18871 iters/sec. Estimated time to finish: 18 days, 3:53:56.147591.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.29%\n",
      "this epoch [##................................................]  4.46%\n",
      "      3870 iter, 1 epoch / 300000 iterations\n",
      "   0.18867 iters/sec. Estimated time to finish: 18 days, 3:59:20.250746.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.29%\n",
      "this epoch [##................................................]  4.59%\n",
      "      3875 iter, 1 epoch / 300000 iterations\n",
      "   0.18866 iters/sec. Estimated time to finish: 18 days, 3:59:52.343025.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.29%\n",
      "this epoch [##................................................]  4.73%\n",
      "      3880 iter, 1 epoch / 300000 iterations\n",
      "   0.18867 iters/sec. Estimated time to finish: 18 days, 3:59:01.548468.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.29%\n",
      "this epoch [##................................................]  4.86%\n",
      "      3885 iter, 1 epoch / 300000 iterations\n",
      "   0.18881 iters/sec. Estimated time to finish: 18 days, 3:38:58.771265.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.30%\n",
      "this epoch [##................................................]  5.00%\n",
      "      3890 iter, 1 epoch / 300000 iterations\n",
      "   0.18884 iters/sec. Estimated time to finish: 18 days, 3:34:45.791214.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.30%\n",
      "this epoch [##................................................]  5.13%\n",
      "      3895 iter, 1 epoch / 300000 iterations\n",
      "   0.18898 iters/sec. Estimated time to finish: 18 days, 3:14:29.225737.\n",
      "\u001b[4A\u001b[J3900        0.562786       0.0471001                                                   \n",
      "\u001b[J     total [..................................................]  1.30%\n",
      "this epoch [##................................................]  5.27%\n",
      "      3900 iter, 1 epoch / 300000 iterations\n",
      "   0.18898 iters/sec. Estimated time to finish: 18 days, 3:13:21.105237.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.30%\n",
      "this epoch [##................................................]  5.40%\n",
      "      3905 iter, 1 epoch / 300000 iterations\n",
      "   0.18903 iters/sec. Estimated time to finish: 18 days, 3:06:49.943086.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.30%\n",
      "this epoch [##................................................]  5.54%\n",
      "      3910 iter, 1 epoch / 300000 iterations\n",
      "   0.18902 iters/sec. Estimated time to finish: 18 days, 3:07:59.523904.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.31%\n",
      "this epoch [##................................................]  5.67%\n",
      "      3915 iter, 1 epoch / 300000 iterations\n",
      "   0.18904 iters/sec. Estimated time to finish: 18 days, 3:04:00.194823.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.31%\n",
      "this epoch [##................................................]  5.81%\n",
      "      3920 iter, 1 epoch / 300000 iterations\n",
      "   0.18904 iters/sec. Estimated time to finish: 18 days, 3:03:34.935964.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.31%\n",
      "this epoch [##................................................]  5.94%\n",
      "      3925 iter, 1 epoch / 300000 iterations\n",
      "   0.18908 iters/sec. Estimated time to finish: 18 days, 2:57:23.101146.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.31%\n",
      "this epoch [###...............................................]  6.08%\n",
      "      3930 iter, 1 epoch / 300000 iterations\n",
      "   0.18901 iters/sec. Estimated time to finish: 18 days, 3:06:40.915166.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.31%\n",
      "this epoch [###...............................................]  6.21%\n",
      "      3935 iter, 1 epoch / 300000 iterations\n",
      "     0.189 iters/sec. Estimated time to finish: 18 days, 3:08:25.005431.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.31%\n",
      "this epoch [###...............................................]  6.35%\n",
      "      3940 iter, 1 epoch / 300000 iterations\n",
      "   0.18881 iters/sec. Estimated time to finish: 18 days, 3:34:26.431571.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.31%\n",
      "this epoch [###...............................................]  6.48%\n",
      "      3945 iter, 1 epoch / 300000 iterations\n",
      "   0.18881 iters/sec. Estimated time to finish: 18 days, 3:33:55.797520.\n",
      "\u001b[4A\u001b[J3950        0.567016       0.0466865                                                   \n",
      "\u001b[J     total [..................................................]  1.32%\n",
      "this epoch [###...............................................]  6.62%\n",
      "      3950 iter, 1 epoch / 300000 iterations\n",
      "   0.18874 iters/sec. Estimated time to finish: 18 days, 3:42:01.128230.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.32%\n",
      "this epoch [###...............................................]  6.75%\n",
      "      3955 iter, 1 epoch / 300000 iterations\n",
      "   0.18877 iters/sec. Estimated time to finish: 18 days, 3:37:33.687098.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.32%\n",
      "this epoch [###...............................................]  6.89%\n",
      "      3960 iter, 1 epoch / 300000 iterations\n",
      "    0.1888 iters/sec. Estimated time to finish: 18 days, 3:33:53.419585.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.32%\n",
      "this epoch [###...............................................]  7.02%\n",
      "      3965 iter, 1 epoch / 300000 iterations\n",
      "   0.18881 iters/sec. Estimated time to finish: 18 days, 3:32:12.234688.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.32%\n",
      "this epoch [###...............................................]  7.16%\n",
      "      3970 iter, 1 epoch / 300000 iterations\n",
      "   0.18884 iters/sec. Estimated time to finish: 18 days, 3:27:31.748068.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.32%\n",
      "this epoch [###...............................................]  7.29%\n",
      "      3975 iter, 1 epoch / 300000 iterations\n",
      "   0.18887 iters/sec. Estimated time to finish: 18 days, 3:22:31.443438.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.33%\n",
      "this epoch [###...............................................]  7.43%\n",
      "      3980 iter, 1 epoch / 300000 iterations\n",
      "   0.18889 iters/sec. Estimated time to finish: 18 days, 3:19:05.906550.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.33%\n",
      "this epoch [###...............................................]  7.56%\n",
      "      3985 iter, 1 epoch / 300000 iterations\n",
      "   0.18903 iters/sec. Estimated time to finish: 18 days, 2:59:15.677456.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.33%\n",
      "this epoch [###...............................................]  7.70%\n",
      "      3990 iter, 1 epoch / 300000 iterations\n",
      "     0.189 iters/sec. Estimated time to finish: 18 days, 3:02:35.846372.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.33%\n",
      "this epoch [###...............................................]  7.83%\n",
      "      3995 iter, 1 epoch / 300000 iterations\n",
      "   0.18889 iters/sec. Estimated time to finish: 18 days, 3:17:49.629747.\n",
      "\u001b[4A\u001b[J4000        0.563947       0.0474315   0.57753                   0.0496547             \n",
      "\u001b[J     total [..................................................]  1.33%\n",
      "this epoch [###...............................................]  7.97%\n",
      "      4000 iter, 1 epoch / 300000 iterations\n",
      "   0.18889 iters/sec. Estimated time to finish: 18 days, 3:17:38.449673.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.33%\n",
      "this epoch [####..............................................]  8.10%\n",
      "      4005 iter, 1 epoch / 300000 iterations\n",
      "   0.18886 iters/sec. Estimated time to finish: 18 days, 3:21:46.380583.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.34%\n",
      "this epoch [####..............................................]  8.24%\n",
      "      4010 iter, 1 epoch / 300000 iterations\n",
      "   0.18881 iters/sec. Estimated time to finish: 18 days, 3:28:21.307557.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.34%\n",
      "this epoch [####..............................................]  8.37%\n",
      "      4015 iter, 1 epoch / 300000 iterations\n",
      "   0.18877 iters/sec. Estimated time to finish: 18 days, 3:32:51.779971.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.34%\n",
      "this epoch [####..............................................]  8.51%\n",
      "      4020 iter, 1 epoch / 300000 iterations\n",
      "   0.18877 iters/sec. Estimated time to finish: 18 days, 3:32:43.615375.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.34%\n",
      "this epoch [####..............................................]  8.64%\n",
      "      4025 iter, 1 epoch / 300000 iterations\n",
      "   0.18877 iters/sec. Estimated time to finish: 18 days, 3:31:49.869220.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.34%\n",
      "this epoch [####..............................................]  8.78%\n",
      "      4030 iter, 1 epoch / 300000 iterations\n",
      "   0.18876 iters/sec. Estimated time to finish: 18 days, 3:32:30.422621.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.34%\n",
      "this epoch [####..............................................]  8.91%\n",
      "      4035 iter, 1 epoch / 300000 iterations\n",
      "   0.18876 iters/sec. Estimated time to finish: 18 days, 3:31:52.161464.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.35%\n",
      "this epoch [####..............................................]  9.05%\n",
      "      4040 iter, 1 epoch / 300000 iterations\n",
      "   0.18879 iters/sec. Estimated time to finish: 18 days, 3:28:26.107781.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.35%\n",
      "this epoch [####..............................................]  9.18%\n",
      "      4045 iter, 1 epoch / 300000 iterations\n",
      "    0.1887 iters/sec. Estimated time to finish: 18 days, 3:39:34.300227.\n",
      "\u001b[4A\u001b[J4050        0.562264       0.0461579                                                   \n",
      "\u001b[J     total [..................................................]  1.35%\n",
      "this epoch [####..............................................]  9.32%\n",
      "      4050 iter, 1 epoch / 300000 iterations\n",
      "   0.18872 iters/sec. Estimated time to finish: 18 days, 3:36:04.996174.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.35%\n",
      "this epoch [####..............................................]  9.45%\n",
      "      4055 iter, 1 epoch / 300000 iterations\n",
      "    0.1887 iters/sec. Estimated time to finish: 18 days, 3:38:25.179777.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.35%\n",
      "this epoch [####..............................................]  9.59%\n",
      "      4060 iter, 1 epoch / 300000 iterations\n",
      "   0.18867 iters/sec. Estimated time to finish: 18 days, 3:42:54.992651.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.35%\n",
      "this epoch [####..............................................]  9.72%\n",
      "      4065 iter, 1 epoch / 300000 iterations\n",
      "   0.18864 iters/sec. Estimated time to finish: 18 days, 3:46:37.016129.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.36%\n",
      "this epoch [####..............................................]  9.86%\n",
      "      4070 iter, 1 epoch / 300000 iterations\n",
      "   0.18857 iters/sec. Estimated time to finish: 18 days, 3:54:59.460935.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.36%\n",
      "this epoch [####..............................................]  9.99%\n",
      "      4075 iter, 1 epoch / 300000 iterations\n",
      "   0.18855 iters/sec. Estimated time to finish: 18 days, 3:57:35.334291.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.36%\n",
      "this epoch [#####.............................................] 10.13%\n",
      "      4080 iter, 1 epoch / 300000 iterations\n",
      "   0.18856 iters/sec. Estimated time to finish: 18 days, 3:55:39.946328.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.36%\n",
      "this epoch [#####.............................................] 10.26%\n",
      "      4085 iter, 1 epoch / 300000 iterations\n",
      "   0.18864 iters/sec. Estimated time to finish: 18 days, 3:45:12.203692.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.36%\n",
      "this epoch [#####.............................................] 10.40%\n",
      "      4090 iter, 1 epoch / 300000 iterations\n",
      "   0.18861 iters/sec. Estimated time to finish: 18 days, 3:48:02.528498.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.36%\n",
      "this epoch [#####.............................................] 10.53%\n",
      "      4095 iter, 1 epoch / 300000 iterations\n",
      "   0.18863 iters/sec. Estimated time to finish: 18 days, 3:45:02.832495.\n",
      "\u001b[4A\u001b[J4100        0.565997       0.0466965                                                   \n",
      "\u001b[J     total [..................................................]  1.37%\n",
      "this epoch [#####.............................................] 10.67%\n",
      "      4100 iter, 1 epoch / 300000 iterations\n",
      "   0.18864 iters/sec. Estimated time to finish: 18 days, 3:42:37.765103.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.37%\n",
      "this epoch [#####.............................................] 10.80%\n",
      "      4105 iter, 1 epoch / 300000 iterations\n",
      "   0.18867 iters/sec. Estimated time to finish: 18 days, 3:38:55.313782.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.37%\n",
      "this epoch [#####.............................................] 10.94%\n",
      "      4110 iter, 1 epoch / 300000 iterations\n",
      "   0.18859 iters/sec. Estimated time to finish: 18 days, 3:49:58.179190.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.37%\n",
      "this epoch [#####.............................................] 11.07%\n",
      "      4115 iter, 1 epoch / 300000 iterations\n",
      "   0.18857 iters/sec. Estimated time to finish: 18 days, 3:51:17.717201.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.37%\n",
      "this epoch [#####.............................................] 11.21%\n",
      "      4120 iter, 1 epoch / 300000 iterations\n",
      "   0.18895 iters/sec. Estimated time to finish: 18 days, 2:59:06.659914.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.38%\n",
      "this epoch [#####.............................................] 11.34%\n",
      "      4125 iter, 1 epoch / 300000 iterations\n",
      "   0.18892 iters/sec. Estimated time to finish: 18 days, 3:02:22.124233.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.38%\n",
      "this epoch [#####.............................................] 11.48%\n",
      "      4130 iter, 1 epoch / 300000 iterations\n",
      "   0.18905 iters/sec. Estimated time to finish: 18 days, 2:43:57.910022.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.38%\n",
      "this epoch [#####.............................................] 11.61%\n",
      "      4135 iter, 1 epoch / 300000 iterations\n",
      "   0.18933 iters/sec. Estimated time to finish: 18 days, 2:04:24.068053.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.38%\n",
      "this epoch [#####.............................................] 11.75%\n",
      "      4140 iter, 1 epoch / 300000 iterations\n",
      "   0.18934 iters/sec. Estimated time to finish: 18 days, 2:02:56.624226.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.38%\n",
      "this epoch [#####.............................................] 11.88%\n",
      "      4145 iter, 1 epoch / 300000 iterations\n",
      "   0.18951 iters/sec. Estimated time to finish: 18 days, 1:39:04.044773.\n",
      "\u001b[4A\u001b[J4150        0.540035       0.0493007                                                   \n",
      "\u001b[J     total [..................................................]  1.38%\n",
      "this epoch [######............................................] 12.02%\n",
      "      4150 iter, 1 epoch / 300000 iterations\n",
      "    0.1895 iters/sec. Estimated time to finish: 18 days, 1:40:33.352710.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.39%\n",
      "this epoch [######............................................] 12.15%\n",
      "      4155 iter, 1 epoch / 300000 iterations\n",
      "    0.1895 iters/sec. Estimated time to finish: 18 days, 1:40:26.427321.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.39%\n",
      "this epoch [######............................................] 12.29%\n",
      "      4160 iter, 1 epoch / 300000 iterations\n",
      "   0.18954 iters/sec. Estimated time to finish: 18 days, 1:34:32.581296.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.39%\n",
      "this epoch [######............................................] 12.42%\n",
      "      4165 iter, 1 epoch / 300000 iterations\n",
      "   0.18947 iters/sec. Estimated time to finish: 18 days, 1:43:03.922001.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.39%\n",
      "this epoch [######............................................] 12.56%\n",
      "      4170 iter, 1 epoch / 300000 iterations\n",
      "   0.18946 iters/sec. Estimated time to finish: 18 days, 1:44:08.660501.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.39%\n",
      "this epoch [######............................................] 12.69%\n",
      "      4175 iter, 1 epoch / 300000 iterations\n",
      "   0.18946 iters/sec. Estimated time to finish: 18 days, 1:43:06.346951.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.39%\n",
      "this epoch [######............................................] 12.83%\n",
      "      4180 iter, 1 epoch / 300000 iterations\n",
      "   0.18932 iters/sec. Estimated time to finish: 18 days, 2:02:00.638811.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.40%\n",
      "this epoch [######............................................] 12.96%\n",
      "      4185 iter, 1 epoch / 300000 iterations\n",
      "   0.18934 iters/sec. Estimated time to finish: 18 days, 1:58:33.810830.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.40%\n",
      "this epoch [######............................................] 13.10%\n",
      "      4190 iter, 1 epoch / 300000 iterations\n",
      "   0.18938 iters/sec. Estimated time to finish: 18 days, 1:53:07.724659.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.40%\n",
      "this epoch [######............................................] 13.23%\n",
      "      4195 iter, 1 epoch / 300000 iterations\n",
      "   0.18941 iters/sec. Estimated time to finish: 18 days, 1:49:10.588352.\n",
      "\u001b[4A\u001b[J4200        0.551292       0.0481363                                                   \n",
      "\u001b[J     total [..................................................]  1.40%\n",
      "this epoch [######............................................] 13.37%\n",
      "      4200 iter, 1 epoch / 300000 iterations\n",
      "   0.18948 iters/sec. Estimated time to finish: 18 days, 1:38:09.787765.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.40%\n",
      "this epoch [######............................................] 13.50%\n",
      "      4205 iter, 1 epoch / 300000 iterations\n",
      "   0.18945 iters/sec. Estimated time to finish: 18 days, 1:42:31.740469.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.40%\n",
      "this epoch [######............................................] 13.64%\n",
      "      4210 iter, 1 epoch / 300000 iterations\n",
      "   0.18945 iters/sec. Estimated time to finish: 18 days, 1:41:53.743638.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.41%\n",
      "this epoch [######............................................] 13.77%\n",
      "      4215 iter, 1 epoch / 300000 iterations\n",
      "   0.18945 iters/sec. Estimated time to finish: 18 days, 1:40:45.084261.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.41%\n",
      "this epoch [######............................................] 13.91%\n",
      "      4220 iter, 1 epoch / 300000 iterations\n",
      "   0.18946 iters/sec. Estimated time to finish: 18 days, 1:39:42.899717.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.41%\n",
      "this epoch [#######...........................................] 14.04%\n",
      "      4225 iter, 1 epoch / 300000 iterations\n",
      "   0.18944 iters/sec. Estimated time to finish: 18 days, 1:41:44.639416.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.41%\n",
      "this epoch [#######...........................................] 14.18%\n",
      "      4230 iter, 1 epoch / 300000 iterations\n",
      "   0.18944 iters/sec. Estimated time to finish: 18 days, 1:41:54.921466.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.41%\n",
      "this epoch [#######...........................................] 14.31%\n",
      "      4235 iter, 1 epoch / 300000 iterations\n",
      "   0.18947 iters/sec. Estimated time to finish: 18 days, 1:36:23.797711.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.41%\n",
      "this epoch [#######...........................................] 14.45%\n",
      "      4240 iter, 1 epoch / 300000 iterations\n",
      "   0.18951 iters/sec. Estimated time to finish: 18 days, 1:31:27.584090.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.42%\n",
      "this epoch [#######...........................................] 14.58%\n",
      "      4245 iter, 1 epoch / 300000 iterations\n",
      "   0.18959 iters/sec. Estimated time to finish: 18 days, 1:19:05.533532.\n",
      "\u001b[4A\u001b[J4250        0.550028       0.0471498                                                   \n",
      "\u001b[J     total [..................................................]  1.42%\n",
      "this epoch [#######...........................................] 14.72%\n",
      "      4250 iter, 1 epoch / 300000 iterations\n",
      "   0.18993 iters/sec. Estimated time to finish: 18 days, 0:33:09.091910.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.42%\n",
      "this epoch [#######...........................................] 14.85%\n",
      "      4255 iter, 1 epoch / 300000 iterations\n",
      "   0.18992 iters/sec. Estimated time to finish: 18 days, 0:34:03.619477.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.42%\n",
      "this epoch [#######...........................................] 14.99%\n",
      "      4260 iter, 1 epoch / 300000 iterations\n",
      "   0.18993 iters/sec. Estimated time to finish: 18 days, 0:31:58.055934.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.42%\n",
      "this epoch [#######...........................................] 15.12%\n",
      "      4265 iter, 1 epoch / 300000 iterations\n",
      "   0.18995 iters/sec. Estimated time to finish: 18 days, 0:28:35.016536.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.42%\n",
      "this epoch [#######...........................................] 15.26%\n",
      "      4270 iter, 1 epoch / 300000 iterations\n",
      "   0.18988 iters/sec. Estimated time to finish: 18 days, 0:37:09.163956.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.43%\n",
      "this epoch [#######...........................................] 15.39%\n",
      "      4275 iter, 1 epoch / 300000 iterations\n",
      "   0.18986 iters/sec. Estimated time to finish: 18 days, 0:39:25.279734.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.43%\n",
      "this epoch [#######...........................................] 15.53%\n",
      "      4280 iter, 1 epoch / 300000 iterations\n",
      "   0.18969 iters/sec. Estimated time to finish: 18 days, 1:02:39.484482.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.43%\n",
      "this epoch [#######...........................................] 15.66%\n",
      "      4285 iter, 1 epoch / 300000 iterations\n",
      "   0.18972 iters/sec. Estimated time to finish: 18 days, 0:57:43.482711.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.43%\n",
      "this epoch [#######...........................................] 15.80%\n",
      "      4290 iter, 1 epoch / 300000 iterations\n",
      "   0.18967 iters/sec. Estimated time to finish: 18 days, 1:04:19.077838.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.43%\n",
      "this epoch [#######...........................................] 15.93%\n",
      "      4295 iter, 1 epoch / 300000 iterations\n",
      "   0.18967 iters/sec. Estimated time to finish: 18 days, 1:04:25.343974.\n",
      "\u001b[4A\u001b[J4300        0.57084        0.0477132                                                   \n",
      "\u001b[J     total [..................................................]  1.43%\n",
      "this epoch [########..........................................] 16.07%\n",
      "      4300 iter, 1 epoch / 300000 iterations\n",
      "   0.18979 iters/sec. Estimated time to finish: 18 days, 0:47:38.637356.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.44%\n",
      "this epoch [########..........................................] 16.20%\n",
      "      4305 iter, 1 epoch / 300000 iterations\n",
      "   0.18983 iters/sec. Estimated time to finish: 18 days, 0:41:24.738040.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.44%\n",
      "this epoch [########..........................................] 16.34%\n",
      "      4310 iter, 1 epoch / 300000 iterations\n",
      "   0.18981 iters/sec. Estimated time to finish: 18 days, 0:43:39.115180.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.44%\n",
      "this epoch [########..........................................] 16.47%\n",
      "      4315 iter, 1 epoch / 300000 iterations\n",
      "   0.18983 iters/sec. Estimated time to finish: 18 days, 0:40:20.062271.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.44%\n",
      "this epoch [########..........................................] 16.61%\n",
      "      4320 iter, 1 epoch / 300000 iterations\n",
      "   0.18986 iters/sec. Estimated time to finish: 18 days, 0:35:35.014794.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.44%\n",
      "this epoch [########..........................................] 16.74%\n",
      "      4325 iter, 1 epoch / 300000 iterations\n",
      "   0.18987 iters/sec. Estimated time to finish: 18 days, 0:33:53.382932.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.44%\n",
      "this epoch [########..........................................] 16.88%\n",
      "      4330 iter, 1 epoch / 300000 iterations\n",
      "   0.18983 iters/sec. Estimated time to finish: 18 days, 0:39:51.422149.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.44%\n",
      "this epoch [########..........................................] 17.01%\n",
      "      4335 iter, 1 epoch / 300000 iterations\n",
      "   0.18971 iters/sec. Estimated time to finish: 18 days, 0:54:48.760887.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.45%\n",
      "this epoch [########..........................................] 17.15%\n",
      "      4340 iter, 1 epoch / 300000 iterations\n",
      "   0.18975 iters/sec. Estimated time to finish: 18 days, 0:49:54.157007.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.45%\n",
      "this epoch [########..........................................] 17.28%\n",
      "      4345 iter, 1 epoch / 300000 iterations\n",
      "   0.18974 iters/sec. Estimated time to finish: 18 days, 0:49:38.256123.\n",
      "\u001b[4A\u001b[J4350        0.555029       0.0472517                                                   \n",
      "\u001b[J     total [..................................................]  1.45%\n",
      "this epoch [########..........................................] 17.42%\n",
      "      4350 iter, 1 epoch / 300000 iterations\n",
      "    0.1897 iters/sec. Estimated time to finish: 18 days, 0:54:48.096123.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.45%\n",
      "this epoch [########..........................................] 17.55%\n",
      "      4355 iter, 1 epoch / 300000 iterations\n",
      "   0.18968 iters/sec. Estimated time to finish: 18 days, 0:58:11.252011.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.45%\n",
      "this epoch [########..........................................] 17.69%\n",
      "      4360 iter, 1 epoch / 300000 iterations\n",
      "   0.18971 iters/sec. Estimated time to finish: 18 days, 0:52:54.246781.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.46%\n",
      "this epoch [########..........................................] 17.82%\n",
      "      4365 iter, 1 epoch / 300000 iterations\n",
      "   0.18972 iters/sec. Estimated time to finish: 18 days, 0:51:16.645147.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.46%\n",
      "this epoch [########..........................................] 17.96%\n",
      "      4370 iter, 1 epoch / 300000 iterations\n",
      "   0.18976 iters/sec. Estimated time to finish: 18 days, 0:45:15.462739.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.46%\n",
      "this epoch [#########.........................................] 18.09%\n",
      "      4375 iter, 1 epoch / 300000 iterations\n",
      "   0.18977 iters/sec. Estimated time to finish: 18 days, 0:43:04.149726.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.46%\n",
      "this epoch [#########.........................................] 18.23%\n",
      "      4380 iter, 1 epoch / 300000 iterations\n",
      "   0.18977 iters/sec. Estimated time to finish: 18 days, 0:43:24.507423.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.46%\n",
      "this epoch [#########.........................................] 18.36%\n",
      "      4385 iter, 1 epoch / 300000 iterations\n",
      "   0.18955 iters/sec. Estimated time to finish: 18 days, 1:12:54.485852.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.46%\n",
      "this epoch [#########.........................................] 18.49%\n",
      "      4390 iter, 1 epoch / 300000 iterations\n",
      "   0.18947 iters/sec. Estimated time to finish: 18 days, 1:23:15.264380.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.47%\n",
      "this epoch [#########.........................................] 18.63%\n",
      "      4395 iter, 1 epoch / 300000 iterations\n",
      "    0.1893 iters/sec. Estimated time to finish: 18 days, 1:45:35.618312.\n",
      "\u001b[4A\u001b[J4400        0.564748       0.0479226                                                   \n",
      "\u001b[J     total [..................................................]  1.47%\n",
      "this epoch [#########.........................................] 18.76%\n",
      "      4400 iter, 1 epoch / 300000 iterations\n",
      "    0.1893 iters/sec. Estimated time to finish: 18 days, 1:45:50.361532.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.47%\n",
      "this epoch [#########.........................................] 18.90%\n",
      "      4405 iter, 1 epoch / 300000 iterations\n",
      "   0.18939 iters/sec. Estimated time to finish: 18 days, 1:32:30.357266.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.47%\n",
      "this epoch [#########.........................................] 19.03%\n",
      "      4410 iter, 1 epoch / 300000 iterations\n",
      "   0.18941 iters/sec. Estimated time to finish: 18 days, 1:30:09.829168.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.47%\n",
      "this epoch [#########.........................................] 19.17%\n",
      "      4415 iter, 1 epoch / 300000 iterations\n",
      "   0.18939 iters/sec. Estimated time to finish: 18 days, 1:31:53.174622.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.47%\n",
      "this epoch [#########.........................................] 19.30%\n",
      "      4420 iter, 1 epoch / 300000 iterations\n",
      "    0.1894 iters/sec. Estimated time to finish: 18 days, 1:30:51.462923.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.47%\n",
      "this epoch [#########.........................................] 19.44%\n",
      "      4425 iter, 1 epoch / 300000 iterations\n",
      "   0.18944 iters/sec. Estimated time to finish: 18 days, 1:23:58.886068.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.48%\n",
      "this epoch [#########.........................................] 19.57%\n",
      "      4430 iter, 1 epoch / 300000 iterations\n",
      "   0.18959 iters/sec. Estimated time to finish: 18 days, 1:02:50.283652.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.48%\n",
      "this epoch [#########.........................................] 19.71%\n",
      "      4435 iter, 1 epoch / 300000 iterations\n",
      "   0.18965 iters/sec. Estimated time to finish: 18 days, 0:54:07.092623.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.48%\n",
      "this epoch [#########.........................................] 19.84%\n",
      "      4440 iter, 1 epoch / 300000 iterations\n",
      "    0.1896 iters/sec. Estimated time to finish: 18 days, 1:00:37.347251.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.48%\n",
      "this epoch [#########.........................................] 19.98%\n",
      "      4445 iter, 1 epoch / 300000 iterations\n",
      "   0.18958 iters/sec. Estimated time to finish: 18 days, 1:03:35.115489.\n",
      "\u001b[4A\u001b[J4450        0.553051       0.0466371                                                   \n",
      "\u001b[J     total [..................................................]  1.48%\n",
      "this epoch [##########........................................] 20.11%\n",
      "      4450 iter, 1 epoch / 300000 iterations\n",
      "   0.18973 iters/sec. Estimated time to finish: 18 days, 0:41:51.784261.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.49%\n",
      "this epoch [##########........................................] 20.25%\n",
      "      4455 iter, 1 epoch / 300000 iterations\n",
      "   0.18984 iters/sec. Estimated time to finish: 18 days, 0:26:39.235627.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.49%\n",
      "this epoch [##########........................................] 20.38%\n",
      "      4460 iter, 1 epoch / 300000 iterations\n",
      "   0.18981 iters/sec. Estimated time to finish: 18 days, 0:30:23.877122.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.49%\n",
      "this epoch [##########........................................] 20.52%\n",
      "      4465 iter, 1 epoch / 300000 iterations\n",
      "    0.1898 iters/sec. Estimated time to finish: 18 days, 0:31:13.820872.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.49%\n",
      "this epoch [##########........................................] 20.65%\n",
      "      4470 iter, 1 epoch / 300000 iterations\n",
      "   0.18977 iters/sec. Estimated time to finish: 18 days, 0:35:25.006767.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.49%\n",
      "this epoch [##########........................................] 20.79%\n",
      "      4475 iter, 1 epoch / 300000 iterations\n",
      "   0.18986 iters/sec. Estimated time to finish: 18 days, 0:22:27.950308.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.49%\n",
      "this epoch [##########........................................] 20.92%\n",
      "      4480 iter, 1 epoch / 300000 iterations\n",
      "   0.18986 iters/sec. Estimated time to finish: 18 days, 0:21:47.645126.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.49%\n",
      "this epoch [##########........................................] 21.06%\n",
      "      4485 iter, 1 epoch / 300000 iterations\n",
      "   0.18983 iters/sec. Estimated time to finish: 18 days, 0:25:10.020402.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.50%\n",
      "this epoch [##########........................................] 21.19%\n",
      "      4490 iter, 1 epoch / 300000 iterations\n",
      "   0.18984 iters/sec. Estimated time to finish: 18 days, 0:24:15.797604.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.50%\n",
      "this epoch [##########........................................] 21.33%\n",
      "      4495 iter, 1 epoch / 300000 iterations\n",
      "   0.18985 iters/sec. Estimated time to finish: 18 days, 0:22:27.305829.\n",
      "\u001b[4A\u001b[J4500        0.561254       0.0453897   0.538036                  0.0489159             \n",
      "\u001b[J     total [..................................................]  1.50%\n",
      "this epoch [##########........................................] 21.46%\n",
      "      4500 iter, 1 epoch / 300000 iterations\n",
      "   0.18976 iters/sec. Estimated time to finish: 18 days, 0:33:28.253912.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.50%\n",
      "this epoch [##########........................................] 21.60%\n",
      "      4505 iter, 1 epoch / 300000 iterations\n",
      "   0.18977 iters/sec. Estimated time to finish: 18 days, 0:32:38.896738.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.50%\n",
      "this epoch [##########........................................] 21.73%\n",
      "      4510 iter, 1 epoch / 300000 iterations\n",
      "   0.18981 iters/sec. Estimated time to finish: 18 days, 0:26:36.759582.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.50%\n",
      "this epoch [##########........................................] 21.87%\n",
      "      4515 iter, 1 epoch / 300000 iterations\n",
      "   0.18982 iters/sec. Estimated time to finish: 18 days, 0:24:23.936498.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.51%\n",
      "this epoch [###########.......................................] 22.00%\n",
      "      4520 iter, 1 epoch / 300000 iterations\n",
      "   0.18984 iters/sec. Estimated time to finish: 18 days, 0:21:23.616943.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.51%\n",
      "this epoch [###########.......................................] 22.14%\n",
      "      4525 iter, 1 epoch / 300000 iterations\n",
      "   0.18982 iters/sec. Estimated time to finish: 18 days, 0:22:57.373346.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.51%\n",
      "this epoch [###########.......................................] 22.27%\n",
      "      4530 iter, 1 epoch / 300000 iterations\n",
      "   0.18981 iters/sec. Estimated time to finish: 18 days, 0:24:37.967073.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.51%\n",
      "this epoch [###########.......................................] 22.41%\n",
      "      4535 iter, 1 epoch / 300000 iterations\n",
      "   0.18975 iters/sec. Estimated time to finish: 18 days, 0:31:55.916589.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.51%\n",
      "this epoch [###########.......................................] 22.54%\n",
      "      4540 iter, 1 epoch / 300000 iterations\n",
      "   0.18973 iters/sec. Estimated time to finish: 18 days, 0:34:04.501959.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.52%\n",
      "this epoch [###########.......................................] 22.68%\n",
      "      4545 iter, 1 epoch / 300000 iterations\n",
      "    0.1898 iters/sec. Estimated time to finish: 18 days, 0:24:25.766321.\n",
      "\u001b[4A\u001b[J4550        0.557929       0.0470064                                                   \n",
      "\u001b[J     total [..................................................]  1.52%\n",
      "this epoch [###########.......................................] 22.81%\n",
      "      4550 iter, 1 epoch / 300000 iterations\n",
      "   0.18979 iters/sec. Estimated time to finish: 18 days, 0:24:45.596430.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.52%\n",
      "this epoch [###########.......................................] 22.95%\n",
      "      4555 iter, 1 epoch / 300000 iterations\n",
      "   0.18979 iters/sec. Estimated time to finish: 18 days, 0:25:00.103265.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.52%\n",
      "this epoch [###########.......................................] 23.08%\n",
      "      4560 iter, 1 epoch / 300000 iterations\n",
      "   0.18985 iters/sec. Estimated time to finish: 18 days, 0:16:35.390055.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.52%\n",
      "this epoch [###########.......................................] 23.22%\n",
      "      4565 iter, 1 epoch / 300000 iterations\n",
      "   0.18983 iters/sec. Estimated time to finish: 18 days, 0:18:23.123297.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.52%\n",
      "this epoch [###########.......................................] 23.35%\n",
      "      4570 iter, 1 epoch / 300000 iterations\n",
      "   0.18986 iters/sec. Estimated time to finish: 18 days, 0:14:22.186190.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.52%\n",
      "this epoch [###########.......................................] 23.49%\n",
      "      4575 iter, 1 epoch / 300000 iterations\n",
      "   0.18987 iters/sec. Estimated time to finish: 18 days, 0:12:52.765564.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.53%\n",
      "this epoch [###########.......................................] 23.62%\n",
      "      4580 iter, 1 epoch / 300000 iterations\n",
      "   0.18985 iters/sec. Estimated time to finish: 18 days, 0:14:55.715134.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.53%\n",
      "this epoch [###########.......................................] 23.76%\n",
      "      4585 iter, 1 epoch / 300000 iterations\n",
      "   0.19007 iters/sec. Estimated time to finish: 17 days, 23:43:36.966483.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.53%\n",
      "this epoch [###########.......................................] 23.89%\n",
      "      4590 iter, 1 epoch / 300000 iterations\n",
      "   0.19026 iters/sec. Estimated time to finish: 17 days, 23:17:37.078355.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.53%\n",
      "this epoch [############......................................] 24.03%\n",
      "      4595 iter, 1 epoch / 300000 iterations\n",
      "   0.19026 iters/sec. Estimated time to finish: 17 days, 23:17:32.904394.\n",
      "\u001b[4A\u001b[J4600        0.574085       0.0453777                                                   \n",
      "\u001b[J     total [..................................................]  1.53%\n",
      "this epoch [############......................................] 24.16%\n",
      "      4600 iter, 1 epoch / 300000 iterations\n",
      "   0.19026 iters/sec. Estimated time to finish: 17 days, 23:16:30.154152.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.54%\n",
      "this epoch [############......................................] 24.30%\n",
      "      4605 iter, 1 epoch / 300000 iterations\n",
      "   0.19037 iters/sec. Estimated time to finish: 17 days, 23:01:38.712916.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.54%\n",
      "this epoch [############......................................] 24.43%\n",
      "      4610 iter, 1 epoch / 300000 iterations\n",
      "   0.19079 iters/sec. Estimated time to finish: 17 days, 22:03:28.342179.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.54%\n",
      "this epoch [############......................................] 24.57%\n",
      "      4615 iter, 1 epoch / 300000 iterations\n",
      "    0.1908 iters/sec. Estimated time to finish: 17 days, 22:02:47.747277.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.54%\n",
      "this epoch [############......................................] 24.70%\n",
      "      4620 iter, 1 epoch / 300000 iterations\n",
      "   0.19043 iters/sec. Estimated time to finish: 17 days, 22:51:43.826321.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.54%\n",
      "this epoch [############......................................] 24.84%\n",
      "      4625 iter, 1 epoch / 300000 iterations\n",
      "   0.19045 iters/sec. Estimated time to finish: 17 days, 22:49:10.044679.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.54%\n",
      "this epoch [############......................................] 24.97%\n",
      "      4630 iter, 1 epoch / 300000 iterations\n",
      "   0.19031 iters/sec. Estimated time to finish: 17 days, 23:07:49.509641.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.54%\n",
      "this epoch [############......................................] 25.11%\n",
      "      4635 iter, 1 epoch / 300000 iterations\n",
      "   0.19005 iters/sec. Estimated time to finish: 17 days, 23:42:25.256816.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.55%\n",
      "this epoch [############......................................] 25.24%\n",
      "      4640 iter, 1 epoch / 300000 iterations\n",
      "      0.19 iters/sec. Estimated time to finish: 17 days, 23:49:09.331319.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.55%\n",
      "this epoch [############......................................] 25.38%\n",
      "      4645 iter, 1 epoch / 300000 iterations\n",
      "   0.19011 iters/sec. Estimated time to finish: 17 days, 23:33:38.704100.\n",
      "\u001b[4A\u001b[J4650        0.559852       0.047232                                                    \n",
      "\u001b[J     total [..................................................]  1.55%\n",
      "this epoch [############......................................] 25.51%\n",
      "      4650 iter, 1 epoch / 300000 iterations\n",
      "   0.19019 iters/sec. Estimated time to finish: 17 days, 23:22:29.849332.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.55%\n",
      "this epoch [############......................................] 25.65%\n",
      "      4655 iter, 1 epoch / 300000 iterations\n",
      "   0.19002 iters/sec. Estimated time to finish: 17 days, 23:44:06.710156.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.55%\n",
      "this epoch [############......................................] 25.78%\n",
      "      4660 iter, 1 epoch / 300000 iterations\n",
      "   0.18991 iters/sec. Estimated time to finish: 17 days, 23:59:20.889750.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.55%\n",
      "this epoch [############......................................] 25.92%\n",
      "      4665 iter, 1 epoch / 300000 iterations\n",
      "   0.18988 iters/sec. Estimated time to finish: 18 days, 0:02:58.739727.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.56%\n",
      "this epoch [#############.....................................] 26.05%\n",
      "      4670 iter, 1 epoch / 300000 iterations\n",
      "   0.18989 iters/sec. Estimated time to finish: 18 days, 0:00:58.351139.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.56%\n",
      "this epoch [#############.....................................] 26.19%\n",
      "      4675 iter, 1 epoch / 300000 iterations\n",
      "   0.18986 iters/sec. Estimated time to finish: 18 days, 0:04:21.275716.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.56%\n",
      "this epoch [#############.....................................] 26.32%\n",
      "      4680 iter, 1 epoch / 300000 iterations\n",
      "   0.18987 iters/sec. Estimated time to finish: 18 days, 0:03:15.192689.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.56%\n",
      "this epoch [#############.....................................] 26.46%\n",
      "      4685 iter, 1 epoch / 300000 iterations\n",
      "   0.18988 iters/sec. Estimated time to finish: 18 days, 0:00:38.391379.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.56%\n",
      "this epoch [#############.....................................] 26.59%\n",
      "      4690 iter, 1 epoch / 300000 iterations\n",
      "   0.18985 iters/sec. Estimated time to finish: 18 days, 0:04:42.772561.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.57%\n",
      "this epoch [#############.....................................] 26.73%\n",
      "      4695 iter, 1 epoch / 300000 iterations\n",
      "   0.18983 iters/sec. Estimated time to finish: 18 days, 0:06:39.937191.\n",
      "\u001b[4A\u001b[J4700        0.561464       0.0463647                                                   \n",
      "\u001b[J     total [..................................................]  1.57%\n",
      "this epoch [#############.....................................] 26.86%\n",
      "      4700 iter, 1 epoch / 300000 iterations\n",
      "    0.1897 iters/sec. Estimated time to finish: 18 days, 0:23:49.897728.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.57%\n",
      "this epoch [#############.....................................] 27.00%\n",
      "      4705 iter, 1 epoch / 300000 iterations\n",
      "    0.1897 iters/sec. Estimated time to finish: 18 days, 0:24:17.156436.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.57%\n",
      "this epoch [#############.....................................] 27.13%\n",
      "      4710 iter, 1 epoch / 300000 iterations\n",
      "   0.18968 iters/sec. Estimated time to finish: 18 days, 0:26:49.466408.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.57%\n",
      "this epoch [#############.....................................] 27.27%\n",
      "      4715 iter, 1 epoch / 300000 iterations\n",
      "   0.18968 iters/sec. Estimated time to finish: 18 days, 0:26:28.433841.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.57%\n",
      "this epoch [#############.....................................] 27.40%\n",
      "      4720 iter, 1 epoch / 300000 iterations\n",
      "   0.18969 iters/sec. Estimated time to finish: 18 days, 0:24:09.061252.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.57%\n",
      "this epoch [#############.....................................] 27.54%\n",
      "      4725 iter, 1 epoch / 300000 iterations\n",
      "   0.18971 iters/sec. Estimated time to finish: 18 days, 0:21:11.448911.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.58%\n",
      "this epoch [#############.....................................] 27.67%\n",
      "      4730 iter, 1 epoch / 300000 iterations\n",
      "    0.1897 iters/sec. Estimated time to finish: 18 days, 0:21:20.642398.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.58%\n",
      "this epoch [#############.....................................] 27.81%\n",
      "      4735 iter, 1 epoch / 300000 iterations\n",
      "   0.18969 iters/sec. Estimated time to finish: 18 days, 0:22:09.114611.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.58%\n",
      "this epoch [#############.....................................] 27.94%\n",
      "      4740 iter, 1 epoch / 300000 iterations\n",
      "   0.18966 iters/sec. Estimated time to finish: 18 days, 0:27:01.385060.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.58%\n",
      "this epoch [##############....................................] 28.08%\n",
      "      4745 iter, 1 epoch / 300000 iterations\n",
      "   0.18957 iters/sec. Estimated time to finish: 18 days, 0:37:57.985929.\n",
      "\u001b[4A\u001b[J4750        0.549512       0.048306                                                    \n",
      "\u001b[J     total [..................................................]  1.58%\n",
      "this epoch [##############....................................] 28.21%\n",
      "      4750 iter, 1 epoch / 300000 iterations\n",
      "   0.18924 iters/sec. Estimated time to finish: 18 days, 1:23:15.202420.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.58%\n",
      "this epoch [##############....................................] 28.35%\n",
      "      4755 iter, 1 epoch / 300000 iterations\n",
      "    0.1892 iters/sec. Estimated time to finish: 18 days, 1:28:52.676223.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.59%\n",
      "this epoch [##############....................................] 28.48%\n",
      "      4760 iter, 1 epoch / 300000 iterations\n",
      "   0.18917 iters/sec. Estimated time to finish: 18 days, 1:31:39.614115.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.59%\n",
      "this epoch [##############....................................] 28.62%\n",
      "      4765 iter, 1 epoch / 300000 iterations\n",
      "   0.18918 iters/sec. Estimated time to finish: 18 days, 1:30:29.584665.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.59%\n",
      "this epoch [##############....................................] 28.75%\n",
      "      4770 iter, 1 epoch / 300000 iterations\n",
      "    0.1892 iters/sec. Estimated time to finish: 18 days, 1:27:14.041793.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.59%\n",
      "this epoch [##############....................................] 28.89%\n",
      "      4775 iter, 1 epoch / 300000 iterations\n",
      "    0.1892 iters/sec. Estimated time to finish: 18 days, 1:25:50.615291.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.59%\n",
      "this epoch [##############....................................] 29.02%\n",
      "      4780 iter, 1 epoch / 300000 iterations\n",
      "   0.18927 iters/sec. Estimated time to finish: 18 days, 1:16:49.690040.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.59%\n",
      "this epoch [##############....................................] 29.16%\n",
      "      4785 iter, 1 epoch / 300000 iterations\n",
      "   0.18925 iters/sec. Estimated time to finish: 18 days, 1:18:46.861383.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.60%\n",
      "this epoch [##############....................................] 29.29%\n",
      "      4790 iter, 1 epoch / 300000 iterations\n",
      "   0.18925 iters/sec. Estimated time to finish: 18 days, 1:18:43.266867.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.60%\n",
      "this epoch [##############....................................] 29.43%\n",
      "      4795 iter, 1 epoch / 300000 iterations\n",
      "   0.18926 iters/sec. Estimated time to finish: 18 days, 1:16:32.563293.\n",
      "\u001b[4A\u001b[J4800        0.565263       0.0483075                                                   \n",
      "\u001b[J     total [..................................................]  1.60%\n",
      "this epoch [##############....................................] 29.56%\n",
      "      4800 iter, 1 epoch / 300000 iterations\n",
      "   0.18927 iters/sec. Estimated time to finish: 18 days, 1:14:08.738713.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.60%\n",
      "this epoch [##############....................................] 29.70%\n",
      "      4805 iter, 1 epoch / 300000 iterations\n",
      "   0.18923 iters/sec. Estimated time to finish: 18 days, 1:19:10.605339.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.60%\n",
      "this epoch [##############....................................] 29.83%\n",
      "      4810 iter, 1 epoch / 300000 iterations\n",
      "   0.18925 iters/sec. Estimated time to finish: 18 days, 1:16:55.108381.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.60%\n",
      "this epoch [##############....................................] 29.97%\n",
      "      4815 iter, 1 epoch / 300000 iterations\n",
      "   0.18928 iters/sec. Estimated time to finish: 18 days, 1:12:32.187487.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.61%\n",
      "this epoch [###############...................................] 30.10%\n",
      "      4820 iter, 1 epoch / 300000 iterations\n",
      "   0.18929 iters/sec. Estimated time to finish: 18 days, 1:09:39.305580.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.61%\n",
      "this epoch [###############...................................] 30.24%\n",
      "      4825 iter, 1 epoch / 300000 iterations\n",
      "    0.1893 iters/sec. Estimated time to finish: 18 days, 1:08:14.507144.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.61%\n",
      "this epoch [###############...................................] 30.37%\n",
      "      4830 iter, 1 epoch / 300000 iterations\n",
      "   0.18932 iters/sec. Estimated time to finish: 18 days, 1:05:31.928543.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.61%\n",
      "this epoch [###############...................................] 30.51%\n",
      "      4835 iter, 1 epoch / 300000 iterations\n",
      "   0.18931 iters/sec. Estimated time to finish: 18 days, 1:05:47.248739.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.61%\n",
      "this epoch [###############...................................] 30.64%\n",
      "      4840 iter, 1 epoch / 300000 iterations\n",
      "   0.18928 iters/sec. Estimated time to finish: 18 days, 1:09:31.131434.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.62%\n",
      "this epoch [###############...................................] 30.78%\n",
      "      4845 iter, 1 epoch / 300000 iterations\n",
      "   0.18925 iters/sec. Estimated time to finish: 18 days, 1:13:01.295376.\n",
      "\u001b[4A\u001b[J4850        0.554747       0.04758                                                     \n",
      "\u001b[J     total [..................................................]  1.62%\n",
      "this epoch [###############...................................] 30.91%\n",
      "      4850 iter, 1 epoch / 300000 iterations\n",
      "   0.18921 iters/sec. Estimated time to finish: 18 days, 1:17:59.361770.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.62%\n",
      "this epoch [###############...................................] 31.05%\n",
      "      4855 iter, 1 epoch / 300000 iterations\n",
      "   0.18923 iters/sec. Estimated time to finish: 18 days, 1:14:40.966766.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.62%\n",
      "this epoch [###############...................................] 31.18%\n",
      "      4860 iter, 1 epoch / 300000 iterations\n",
      "   0.18925 iters/sec. Estimated time to finish: 18 days, 1:12:12.747893.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.62%\n",
      "this epoch [###############...................................] 31.32%\n",
      "      4865 iter, 1 epoch / 300000 iterations\n",
      "   0.18926 iters/sec. Estimated time to finish: 18 days, 1:09:57.414145.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.62%\n",
      "this epoch [###############...................................] 31.45%\n",
      "      4870 iter, 1 epoch / 300000 iterations\n",
      "   0.18926 iters/sec. Estimated time to finish: 18 days, 1:10:05.536565.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.62%\n",
      "this epoch [###############...................................] 31.59%\n",
      "      4875 iter, 1 epoch / 300000 iterations\n",
      "   0.18922 iters/sec. Estimated time to finish: 18 days, 1:14:34.200668.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.63%\n",
      "this epoch [###############...................................] 31.72%\n",
      "      4880 iter, 1 epoch / 300000 iterations\n",
      "    0.1892 iters/sec. Estimated time to finish: 18 days, 1:16:48.517921.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.63%\n",
      "this epoch [###############...................................] 31.86%\n",
      "      4885 iter, 1 epoch / 300000 iterations\n",
      "   0.18924 iters/sec. Estimated time to finish: 18 days, 1:11:32.331969.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.63%\n",
      "this epoch [###############...................................] 31.99%\n",
      "      4890 iter, 1 epoch / 300000 iterations\n",
      "    0.1893 iters/sec. Estimated time to finish: 18 days, 1:02:36.271761.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.63%\n",
      "this epoch [################..................................] 32.13%\n",
      "      4895 iter, 1 epoch / 300000 iterations\n",
      "   0.18928 iters/sec. Estimated time to finish: 18 days, 1:04:28.834138.\n",
      "\u001b[4A\u001b[J4900        0.547002       0.0482864                                                   \n",
      "\u001b[J     total [..................................................]  1.63%\n",
      "this epoch [################..................................] 32.26%\n",
      "      4900 iter, 1 epoch / 300000 iterations\n",
      "   0.18929 iters/sec. Estimated time to finish: 18 days, 1:02:43.783923.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.64%\n",
      "this epoch [################..................................] 32.40%\n",
      "      4905 iter, 1 epoch / 300000 iterations\n",
      "   0.18904 iters/sec. Estimated time to finish: 18 days, 1:36:40.914791.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.64%\n",
      "this epoch [################..................................] 32.53%\n",
      "      4910 iter, 1 epoch / 300000 iterations\n",
      "   0.18905 iters/sec. Estimated time to finish: 18 days, 1:35:49.721834.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.64%\n",
      "this epoch [################..................................] 32.67%\n",
      "      4915 iter, 1 epoch / 300000 iterations\n",
      "     0.189 iters/sec. Estimated time to finish: 18 days, 1:42:05.358860.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.64%\n",
      "this epoch [################..................................] 32.80%\n",
      "      4920 iter, 1 epoch / 300000 iterations\n",
      "     0.189 iters/sec. Estimated time to finish: 18 days, 1:41:40.521591.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.64%\n",
      "this epoch [################..................................] 32.94%\n",
      "      4925 iter, 1 epoch / 300000 iterations\n",
      "   0.18895 iters/sec. Estimated time to finish: 18 days, 1:47:05.761791.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.64%\n",
      "this epoch [################..................................] 33.07%\n",
      "      4930 iter, 1 epoch / 300000 iterations\n",
      "   0.18884 iters/sec. Estimated time to finish: 18 days, 2:02:19.198115.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.65%\n",
      "this epoch [################..................................] 33.21%\n",
      "      4935 iter, 1 epoch / 300000 iterations\n",
      "   0.18882 iters/sec. Estimated time to finish: 18 days, 2:04:07.803102.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.65%\n",
      "this epoch [################..................................] 33.34%\n",
      "      4940 iter, 1 epoch / 300000 iterations\n",
      "   0.18883 iters/sec. Estimated time to finish: 18 days, 2:02:56.029255.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.65%\n",
      "this epoch [################..................................] 33.48%\n",
      "      4945 iter, 1 epoch / 300000 iterations\n",
      "   0.18881 iters/sec. Estimated time to finish: 18 days, 2:05:12.345685.\n",
      "\u001b[4A\u001b[J4950        0.559076       0.0450612                                                   \n",
      "\u001b[J     total [..................................................]  1.65%\n",
      "this epoch [################..................................] 33.61%\n",
      "      4950 iter, 1 epoch / 300000 iterations\n",
      "   0.18867 iters/sec. Estimated time to finish: 18 days, 2:23:29.893732.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.65%\n",
      "this epoch [################..................................] 33.75%\n",
      "      4955 iter, 1 epoch / 300000 iterations\n",
      "   0.18851 iters/sec. Estimated time to finish: 18 days, 2:45:16.180795.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.65%\n",
      "this epoch [################..................................] 33.88%\n",
      "      4960 iter, 1 epoch / 300000 iterations\n",
      "   0.18852 iters/sec. Estimated time to finish: 18 days, 2:43:49.921735.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.65%\n",
      "this epoch [#################.................................] 34.02%\n",
      "      4965 iter, 1 epoch / 300000 iterations\n",
      "   0.18852 iters/sec. Estimated time to finish: 18 days, 2:43:10.790910.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.66%\n",
      "this epoch [#################.................................] 34.15%\n",
      "      4970 iter, 1 epoch / 300000 iterations\n",
      "   0.18854 iters/sec. Estimated time to finish: 18 days, 2:40:41.608230.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.66%\n",
      "this epoch [#################.................................] 34.29%\n",
      "      4975 iter, 1 epoch / 300000 iterations\n",
      "   0.18845 iters/sec. Estimated time to finish: 18 days, 2:52:33.813680.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.66%\n",
      "this epoch [#################.................................] 34.42%\n",
      "      4980 iter, 1 epoch / 300000 iterations\n",
      "   0.18843 iters/sec. Estimated time to finish: 18 days, 2:54:10.692671.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.66%\n",
      "this epoch [#################.................................] 34.56%\n",
      "      4985 iter, 1 epoch / 300000 iterations\n",
      "   0.18831 iters/sec. Estimated time to finish: 18 days, 3:11:10.670032.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.66%\n",
      "this epoch [#################.................................] 34.69%\n",
      "      4990 iter, 1 epoch / 300000 iterations\n",
      "   0.18831 iters/sec. Estimated time to finish: 18 days, 3:09:55.682958.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.67%\n",
      "this epoch [#################.................................] 34.83%\n",
      "      4995 iter, 1 epoch / 300000 iterations\n",
      "   0.18831 iters/sec. Estimated time to finish: 18 days, 3:10:30.281901.\n",
      "\u001b[4A\u001b[J5000        0.570287       0.0472336   0.516622                  0.048898              \n",
      "\u001b[J     total [..................................................]  1.67%\n",
      "this epoch [#################.................................] 34.96%\n",
      "      5000 iter, 1 epoch / 300000 iterations\n",
      "    0.1883 iters/sec. Estimated time to finish: 18 days, 3:11:19.148872.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.67%\n",
      "this epoch [#################.................................] 35.10%\n",
      "      5005 iter, 1 epoch / 300000 iterations\n",
      "   0.18829 iters/sec. Estimated time to finish: 18 days, 3:11:12.490164.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.67%\n",
      "this epoch [#################.................................] 35.23%\n",
      "      5010 iter, 1 epoch / 300000 iterations\n",
      "   0.18827 iters/sec. Estimated time to finish: 18 days, 3:14:28.581829.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.67%\n",
      "this epoch [#################.................................] 35.36%\n",
      "      5015 iter, 1 epoch / 300000 iterations\n",
      "   0.18825 iters/sec. Estimated time to finish: 18 days, 3:16:21.823228.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.67%\n",
      "this epoch [#################.................................] 35.50%\n",
      "      5020 iter, 1 epoch / 300000 iterations\n",
      "   0.18835 iters/sec. Estimated time to finish: 18 days, 3:02:35.661833.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.68%\n",
      "this epoch [#################.................................] 35.63%\n",
      "      5025 iter, 1 epoch / 300000 iterations\n",
      "   0.18831 iters/sec. Estimated time to finish: 18 days, 3:07:24.114658.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.68%\n",
      "this epoch [#################.................................] 35.77%\n",
      "      5030 iter, 1 epoch / 300000 iterations\n",
      "   0.18853 iters/sec. Estimated time to finish: 18 days, 2:36:47.751582.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.68%\n",
      "this epoch [#################.................................] 35.90%\n",
      "      5035 iter, 1 epoch / 300000 iterations\n",
      "   0.18856 iters/sec. Estimated time to finish: 18 days, 2:31:57.019416.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.68%\n",
      "this epoch [##################................................] 36.04%\n",
      "      5040 iter, 1 epoch / 300000 iterations\n",
      "    0.1886 iters/sec. Estimated time to finish: 18 days, 2:26:10.236632.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.68%\n",
      "this epoch [##################................................] 36.17%\n",
      "      5045 iter, 1 epoch / 300000 iterations\n",
      "   0.18856 iters/sec. Estimated time to finish: 18 days, 2:30:10.558421.\n",
      "\u001b[4A\u001b[J5050        0.563704       0.0471626                                                   \n",
      "\u001b[J     total [..................................................]  1.68%\n",
      "this epoch [##################................................] 36.31%\n",
      "      5050 iter, 1 epoch / 300000 iterations\n",
      "   0.18856 iters/sec. Estimated time to finish: 18 days, 2:29:50.720068.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.69%\n",
      "this epoch [##################................................] 36.44%\n",
      "      5055 iter, 1 epoch / 300000 iterations\n",
      "   0.18859 iters/sec. Estimated time to finish: 18 days, 2:25:35.137800.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.69%\n",
      "this epoch [##################................................] 36.58%\n",
      "      5060 iter, 1 epoch / 300000 iterations\n",
      "   0.18858 iters/sec. Estimated time to finish: 18 days, 2:26:46.704137.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.69%\n",
      "this epoch [##################................................] 36.71%\n",
      "      5065 iter, 1 epoch / 300000 iterations\n",
      "   0.18855 iters/sec. Estimated time to finish: 18 days, 2:30:45.382758.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.69%\n",
      "this epoch [##################................................] 36.85%\n",
      "      5070 iter, 1 epoch / 300000 iterations\n",
      "   0.18851 iters/sec. Estimated time to finish: 18 days, 2:35:44.239343.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.69%\n",
      "this epoch [##################................................] 36.98%\n",
      "      5075 iter, 1 epoch / 300000 iterations\n",
      "   0.18852 iters/sec. Estimated time to finish: 18 days, 2:33:41.257676.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.69%\n",
      "this epoch [##################................................] 37.12%\n",
      "      5080 iter, 1 epoch / 300000 iterations\n",
      "   0.18853 iters/sec. Estimated time to finish: 18 days, 2:31:20.633177.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.70%\n",
      "this epoch [##################................................] 37.25%\n",
      "      5085 iter, 1 epoch / 300000 iterations\n",
      "   0.18827 iters/sec. Estimated time to finish: 18 days, 3:08:06.543838.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.70%\n",
      "this epoch [##################................................] 37.39%\n",
      "      5090 iter, 1 epoch / 300000 iterations\n",
      "   0.18813 iters/sec. Estimated time to finish: 18 days, 3:26:20.371656.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.70%\n",
      "this epoch [##################................................] 37.52%\n",
      "      5095 iter, 1 epoch / 300000 iterations\n",
      "   0.18814 iters/sec. Estimated time to finish: 18 days, 3:24:25.105712.\n",
      "\u001b[4A\u001b[J5100        0.566486       0.0454221                                                   \n",
      "\u001b[J     total [..................................................]  1.70%\n",
      "this epoch [##################................................] 37.66%\n",
      "      5100 iter, 1 epoch / 300000 iterations\n",
      "   0.18815 iters/sec. Estimated time to finish: 18 days, 3:22:49.745748.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.70%\n",
      "this epoch [##################................................] 37.79%\n",
      "      5105 iter, 1 epoch / 300000 iterations\n",
      "     0.188 iters/sec. Estimated time to finish: 18 days, 3:43:36.354473.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.70%\n",
      "this epoch [##################................................] 37.93%\n",
      "      5110 iter, 1 epoch / 300000 iterations\n",
      "   0.18756 iters/sec. Estimated time to finish: 18 days, 4:43:36.471128.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.70%\n",
      "this epoch [###################...............................] 38.06%\n",
      "      5115 iter, 1 epoch / 300000 iterations\n",
      "   0.18756 iters/sec. Estimated time to finish: 18 days, 4:44:03.316224.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.71%\n",
      "this epoch [###################...............................] 38.20%\n",
      "      5120 iter, 1 epoch / 300000 iterations\n",
      "   0.18754 iters/sec. Estimated time to finish: 18 days, 4:46:21.341737.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.71%\n",
      "this epoch [###################...............................] 38.33%\n",
      "      5125 iter, 1 epoch / 300000 iterations\n",
      "   0.18751 iters/sec. Estimated time to finish: 18 days, 4:49:03.301755.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.71%\n",
      "this epoch [###################...............................] 38.47%\n",
      "      5130 iter, 1 epoch / 300000 iterations\n",
      "   0.18752 iters/sec. Estimated time to finish: 18 days, 4:48:22.711102.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.71%\n",
      "this epoch [###################...............................] 38.60%\n",
      "      5135 iter, 1 epoch / 300000 iterations\n",
      "   0.18757 iters/sec. Estimated time to finish: 18 days, 4:40:05.614404.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.71%\n",
      "this epoch [###################...............................] 38.74%\n",
      "      5140 iter, 1 epoch / 300000 iterations\n",
      "   0.18759 iters/sec. Estimated time to finish: 18 days, 4:37:13.708189.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.71%\n",
      "this epoch [###################...............................] 38.87%\n",
      "      5145 iter, 1 epoch / 300000 iterations\n",
      "   0.18749 iters/sec. Estimated time to finish: 18 days, 4:51:09.661566.\n",
      "\u001b[4A\u001b[J5150        0.582074       0.0456989                                                   \n",
      "\u001b[J     total [..................................................]  1.72%\n",
      "this epoch [###################...............................] 39.01%\n",
      "      5150 iter, 1 epoch / 300000 iterations\n",
      "   0.18759 iters/sec. Estimated time to finish: 18 days, 4:36:10.123709.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.72%\n",
      "this epoch [###################...............................] 39.14%\n",
      "      5155 iter, 1 epoch / 300000 iterations\n",
      "   0.18761 iters/sec. Estimated time to finish: 18 days, 4:32:39.917742.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.72%\n",
      "this epoch [###################...............................] 39.28%\n",
      "      5160 iter, 1 epoch / 300000 iterations\n",
      "   0.18763 iters/sec. Estimated time to finish: 18 days, 4:29:28.647971.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.72%\n",
      "this epoch [###################...............................] 39.41%\n",
      "      5165 iter, 1 epoch / 300000 iterations\n",
      "    0.1878 iters/sec. Estimated time to finish: 18 days, 4:05:08.829551.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.72%\n",
      "this epoch [###################...............................] 39.55%\n",
      "      5170 iter, 1 epoch / 300000 iterations\n",
      "   0.18779 iters/sec. Estimated time to finish: 18 days, 4:06:32.044393.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.73%\n",
      "this epoch [###################...............................] 39.68%\n",
      "      5175 iter, 1 epoch / 300000 iterations\n",
      "    0.1878 iters/sec. Estimated time to finish: 18 days, 4:04:50.182092.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.73%\n",
      "this epoch [###################...............................] 39.82%\n",
      "      5180 iter, 1 epoch / 300000 iterations\n",
      "   0.18777 iters/sec. Estimated time to finish: 18 days, 4:09:13.511774.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.73%\n",
      "this epoch [###################...............................] 39.95%\n",
      "      5185 iter, 1 epoch / 300000 iterations\n",
      "   0.18776 iters/sec. Estimated time to finish: 18 days, 4:09:30.979355.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.73%\n",
      "this epoch [####################..............................] 40.09%\n",
      "      5190 iter, 1 epoch / 300000 iterations\n",
      "   0.18777 iters/sec. Estimated time to finish: 18 days, 4:07:51.345752.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.73%\n",
      "this epoch [####################..............................] 40.22%\n",
      "      5195 iter, 1 epoch / 300000 iterations\n",
      "   0.18777 iters/sec. Estimated time to finish: 18 days, 4:06:49.755771.\n",
      "\u001b[4A\u001b[J5200        0.556705       0.0468502                                                   \n",
      "\u001b[J     total [..................................................]  1.73%\n",
      "this epoch [####################..............................] 40.36%\n",
      "      5200 iter, 1 epoch / 300000 iterations\n",
      "   0.18794 iters/sec. Estimated time to finish: 18 days, 3:43:08.229720.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.74%\n",
      "this epoch [####################..............................] 40.49%\n",
      "      5205 iter, 1 epoch / 300000 iterations\n",
      "   0.18797 iters/sec. Estimated time to finish: 18 days, 3:38:54.726495.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.74%\n",
      "this epoch [####################..............................] 40.63%\n",
      "      5210 iter, 1 epoch / 300000 iterations\n",
      "   0.18796 iters/sec. Estimated time to finish: 18 days, 3:39:07.820591.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.74%\n",
      "this epoch [####################..............................] 40.76%\n",
      "      5215 iter, 1 epoch / 300000 iterations\n",
      "   0.18795 iters/sec. Estimated time to finish: 18 days, 3:39:59.196066.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.74%\n",
      "this epoch [####################..............................] 40.90%\n",
      "      5220 iter, 1 epoch / 300000 iterations\n",
      "   0.18794 iters/sec. Estimated time to finish: 18 days, 3:41:16.173961.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.74%\n",
      "this epoch [####################..............................] 41.03%\n",
      "      5225 iter, 1 epoch / 300000 iterations\n",
      "   0.18801 iters/sec. Estimated time to finish: 18 days, 3:30:34.257580.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.74%\n",
      "this epoch [####################..............................] 41.17%\n",
      "      5230 iter, 1 epoch / 300000 iterations\n",
      "   0.18804 iters/sec. Estimated time to finish: 18 days, 3:26:52.960786.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.75%\n",
      "this epoch [####################..............................] 41.30%\n",
      "      5235 iter, 1 epoch / 300000 iterations\n",
      "   0.18801 iters/sec. Estimated time to finish: 18 days, 3:29:46.426637.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.75%\n",
      "this epoch [####################..............................] 41.44%\n",
      "      5240 iter, 1 epoch / 300000 iterations\n",
      "   0.18804 iters/sec. Estimated time to finish: 18 days, 3:25:40.464751.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.75%\n",
      "this epoch [####################..............................] 41.57%\n",
      "      5245 iter, 1 epoch / 300000 iterations\n",
      "   0.18809 iters/sec. Estimated time to finish: 18 days, 3:18:42.499569.\n",
      "\u001b[4A\u001b[J5250        0.559955       0.0467148                                                   \n",
      "\u001b[J     total [..................................................]  1.75%\n",
      "this epoch [####################..............................] 41.71%\n",
      "      5250 iter, 1 epoch / 300000 iterations\n",
      "   0.18826 iters/sec. Estimated time to finish: 18 days, 2:54:20.052005.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.75%\n",
      "this epoch [####################..............................] 41.84%\n",
      "      5255 iter, 1 epoch / 300000 iterations\n",
      "   0.18833 iters/sec. Estimated time to finish: 18 days, 2:44:37.203637.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.75%\n",
      "this epoch [####################..............................] 41.98%\n",
      "      5260 iter, 1 epoch / 300000 iterations\n",
      "   0.18832 iters/sec. Estimated time to finish: 18 days, 2:44:55.621807.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.75%\n",
      "this epoch [#####################.............................] 42.11%\n",
      "      5265 iter, 1 epoch / 300000 iterations\n",
      "    0.1884 iters/sec. Estimated time to finish: 18 days, 2:33:56.267636.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.76%\n",
      "this epoch [#####################.............................] 42.25%\n",
      "      5270 iter, 1 epoch / 300000 iterations\n",
      "   0.18838 iters/sec. Estimated time to finish: 18 days, 2:36:06.607504.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.76%\n",
      "this epoch [#####################.............................] 42.38%\n",
      "      5275 iter, 1 epoch / 300000 iterations\n",
      "   0.18838 iters/sec. Estimated time to finish: 18 days, 2:35:05.550376.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.76%\n",
      "this epoch [#####################.............................] 42.52%\n",
      "      5280 iter, 1 epoch / 300000 iterations\n",
      "   0.18835 iters/sec. Estimated time to finish: 18 days, 2:39:35.254221.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.76%\n",
      "this epoch [#####################.............................] 42.65%\n",
      "      5285 iter, 1 epoch / 300000 iterations\n",
      "   0.18833 iters/sec. Estimated time to finish: 18 days, 2:41:48.212275.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.76%\n",
      "this epoch [#####################.............................] 42.79%\n",
      "      5290 iter, 1 epoch / 300000 iterations\n",
      "    0.1883 iters/sec. Estimated time to finish: 18 days, 2:44:30.047353.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.76%\n",
      "this epoch [#####################.............................] 42.92%\n",
      "      5295 iter, 1 epoch / 300000 iterations\n",
      "   0.18827 iters/sec. Estimated time to finish: 18 days, 2:49:31.916254.\n",
      "\u001b[4A\u001b[J5300        0.576775       0.0436599                                                   \n",
      "\u001b[J     total [..................................................]  1.77%\n",
      "this epoch [#####################.............................] 43.06%\n",
      "      5300 iter, 1 epoch / 300000 iterations\n",
      "   0.18806 iters/sec. Estimated time to finish: 18 days, 3:16:59.682516.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.77%\n",
      "this epoch [#####################.............................] 43.19%\n",
      "      5305 iter, 1 epoch / 300000 iterations\n",
      "   0.18807 iters/sec. Estimated time to finish: 18 days, 3:15:26.369738.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.77%\n",
      "this epoch [#####################.............................] 43.33%\n",
      "      5310 iter, 1 epoch / 300000 iterations\n",
      "   0.18804 iters/sec. Estimated time to finish: 18 days, 3:19:42.508691.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.77%\n",
      "this epoch [#####################.............................] 43.46%\n",
      "      5315 iter, 1 epoch / 300000 iterations\n",
      "   0.18799 iters/sec. Estimated time to finish: 18 days, 3:25:32.580389.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.77%\n",
      "this epoch [#####################.............................] 43.60%\n",
      "      5320 iter, 1 epoch / 300000 iterations\n",
      "     0.188 iters/sec. Estimated time to finish: 18 days, 3:23:50.515618.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.77%\n",
      "this epoch [#####################.............................] 43.73%\n",
      "      5325 iter, 1 epoch / 300000 iterations\n",
      "     0.188 iters/sec. Estimated time to finish: 18 days, 3:24:16.497769.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.78%\n",
      "this epoch [#####################.............................] 43.87%\n",
      "      5330 iter, 1 epoch / 300000 iterations\n",
      "   0.18809 iters/sec. Estimated time to finish: 18 days, 3:10:55.402628.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.78%\n",
      "this epoch [######################............................] 44.00%\n",
      "      5335 iter, 1 epoch / 300000 iterations\n",
      "    0.1882 iters/sec. Estimated time to finish: 18 days, 2:55:40.772181.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.78%\n",
      "this epoch [######################............................] 44.14%\n",
      "      5340 iter, 1 epoch / 300000 iterations\n",
      "    0.1882 iters/sec. Estimated time to finish: 18 days, 2:54:43.430240.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.78%\n",
      "this epoch [######################............................] 44.27%\n",
      "      5345 iter, 1 epoch / 300000 iterations\n",
      "   0.18821 iters/sec. Estimated time to finish: 18 days, 2:52:55.879669.\n",
      "\u001b[4A\u001b[J5350        0.566925       0.046151                                                    \n",
      "\u001b[J     total [..................................................]  1.78%\n",
      "this epoch [######################............................] 44.41%\n",
      "      5350 iter, 1 epoch / 300000 iterations\n",
      "   0.18826 iters/sec. Estimated time to finish: 18 days, 2:45:35.598880.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.79%\n",
      "this epoch [######################............................] 44.54%\n",
      "      5355 iter, 1 epoch / 300000 iterations\n",
      "   0.18823 iters/sec. Estimated time to finish: 18 days, 2:49:31.069233.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.79%\n",
      "this epoch [######################............................] 44.68%\n",
      "      5360 iter, 1 epoch / 300000 iterations\n",
      "   0.18837 iters/sec. Estimated time to finish: 18 days, 2:29:36.840122.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.79%\n",
      "this epoch [######################............................] 44.81%\n",
      "      5365 iter, 1 epoch / 300000 iterations\n",
      "   0.18841 iters/sec. Estimated time to finish: 18 days, 2:22:55.832901.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.79%\n",
      "this epoch [######################............................] 44.95%\n",
      "      5370 iter, 1 epoch / 300000 iterations\n",
      "   0.18846 iters/sec. Estimated time to finish: 18 days, 2:16:18.747539.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.79%\n",
      "this epoch [######################............................] 45.08%\n",
      "      5375 iter, 1 epoch / 300000 iterations\n",
      "   0.18847 iters/sec. Estimated time to finish: 18 days, 2:13:26.481781.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.79%\n",
      "this epoch [######################............................] 45.22%\n",
      "      5380 iter, 1 epoch / 300000 iterations\n",
      "   0.18867 iters/sec. Estimated time to finish: 18 days, 1:46:34.129644.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.80%\n",
      "this epoch [######################............................] 45.35%\n",
      "      5385 iter, 1 epoch / 300000 iterations\n",
      "   0.18896 iters/sec. Estimated time to finish: 18 days, 1:05:30.582552.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.80%\n",
      "this epoch [######################............................] 45.49%\n",
      "      5390 iter, 1 epoch / 300000 iterations\n",
      "   0.18895 iters/sec. Estimated time to finish: 18 days, 1:06:49.299636.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.80%\n",
      "this epoch [######################............................] 45.62%\n",
      "      5395 iter, 1 epoch / 300000 iterations\n",
      "   0.18896 iters/sec. Estimated time to finish: 18 days, 1:04:06.668648.\n",
      "\u001b[4A\u001b[J5400        0.572129       0.0471255                                                   \n",
      "\u001b[J     total [..................................................]  1.80%\n",
      "this epoch [######################............................] 45.76%\n",
      "      5400 iter, 1 epoch / 300000 iterations\n",
      "   0.18896 iters/sec. Estimated time to finish: 18 days, 1:04:13.490186.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.80%\n",
      "this epoch [######################............................] 45.89%\n",
      "      5405 iter, 1 epoch / 300000 iterations\n",
      "   0.18899 iters/sec. Estimated time to finish: 18 days, 1:00:23.887077.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.80%\n",
      "this epoch [#######################...........................] 46.03%\n",
      "      5410 iter, 1 epoch / 300000 iterations\n",
      "   0.18896 iters/sec. Estimated time to finish: 18 days, 1:03:32.330974.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.80%\n",
      "this epoch [#######################...........................] 46.16%\n",
      "      5415 iter, 1 epoch / 300000 iterations\n",
      "   0.18901 iters/sec. Estimated time to finish: 18 days, 0:56:00.990361.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.81%\n",
      "this epoch [#######################...........................] 46.30%\n",
      "      5420 iter, 1 epoch / 300000 iterations\n",
      "   0.18901 iters/sec. Estimated time to finish: 18 days, 0:55:53.702836.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.81%\n",
      "this epoch [#######################...........................] 46.43%\n",
      "      5425 iter, 1 epoch / 300000 iterations\n",
      "   0.18901 iters/sec. Estimated time to finish: 18 days, 0:54:40.783276.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.81%\n",
      "this epoch [#######################...........................] 46.57%\n",
      "      5430 iter, 1 epoch / 300000 iterations\n",
      "   0.18901 iters/sec. Estimated time to finish: 18 days, 0:55:07.657308.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.81%\n",
      "this epoch [#######################...........................] 46.70%\n",
      "      5435 iter, 1 epoch / 300000 iterations\n",
      "   0.18901 iters/sec. Estimated time to finish: 18 days, 0:53:58.651709.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.81%\n",
      "this epoch [#######################...........................] 46.84%\n",
      "      5440 iter, 1 epoch / 300000 iterations\n",
      "   0.18903 iters/sec. Estimated time to finish: 18 days, 0:51:50.896996.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.81%\n",
      "this epoch [#######################...........................] 46.97%\n",
      "      5445 iter, 1 epoch / 300000 iterations\n",
      "   0.18909 iters/sec. Estimated time to finish: 18 days, 0:42:03.333045.\n",
      "\u001b[4A\u001b[J5450        0.587315       0.0442368                                                   \n",
      "\u001b[J     total [..................................................]  1.82%\n",
      "this epoch [#######################...........................] 47.11%\n",
      "      5450 iter, 1 epoch / 300000 iterations\n",
      "   0.18914 iters/sec. Estimated time to finish: 18 days, 0:35:07.285000.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.82%\n",
      "this epoch [#######################...........................] 47.24%\n",
      "      5455 iter, 1 epoch / 300000 iterations\n",
      "   0.18914 iters/sec. Estimated time to finish: 18 days, 0:34:51.412038.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.82%\n",
      "this epoch [#######################...........................] 47.38%\n",
      "      5460 iter, 1 epoch / 300000 iterations\n",
      "   0.18916 iters/sec. Estimated time to finish: 18 days, 0:31:57.422650.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.82%\n",
      "this epoch [#######################...........................] 47.51%\n",
      "      5465 iter, 1 epoch / 300000 iterations\n",
      "   0.18913 iters/sec. Estimated time to finish: 18 days, 0:35:19.326033.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.82%\n",
      "this epoch [#######################...........................] 47.65%\n",
      "      5470 iter, 1 epoch / 300000 iterations\n",
      "    0.1893 iters/sec. Estimated time to finish: 18 days, 0:11:15.895917.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.82%\n",
      "this epoch [#######################...........................] 47.78%\n",
      "      5475 iter, 1 epoch / 300000 iterations\n",
      "   0.18939 iters/sec. Estimated time to finish: 17 days, 23:59:06.551992.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.83%\n",
      "this epoch [#######################...........................] 47.92%\n",
      "      5480 iter, 1 epoch / 300000 iterations\n",
      "   0.18939 iters/sec. Estimated time to finish: 17 days, 23:58:09.344287.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.83%\n",
      "this epoch [########################..........................] 48.05%\n",
      "      5485 iter, 1 epoch / 300000 iterations\n",
      "   0.18957 iters/sec. Estimated time to finish: 17 days, 23:33:43.696241.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.83%\n",
      "this epoch [########################..........................] 48.19%\n",
      "      5490 iter, 1 epoch / 300000 iterations\n",
      "   0.18957 iters/sec. Estimated time to finish: 17 days, 23:33:14.355585.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.83%\n",
      "this epoch [########################..........................] 48.32%\n",
      "      5495 iter, 1 epoch / 300000 iterations\n",
      "   0.18974 iters/sec. Estimated time to finish: 17 days, 23:09:08.715904.\n",
      "\u001b[4A\u001b[J5500        0.567689       0.0463417   0.553018                  0.0463385             \n",
      "\u001b[J     total [..................................................]  1.83%\n",
      "this epoch [########################..........................] 48.46%\n",
      "      5500 iter, 1 epoch / 300000 iterations\n",
      "   0.18977 iters/sec. Estimated time to finish: 17 days, 23:05:01.591032.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.84%\n",
      "this epoch [########################..........................] 48.59%\n",
      "      5505 iter, 1 epoch / 300000 iterations\n",
      "   0.18988 iters/sec. Estimated time to finish: 17 days, 22:49:51.670191.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.84%\n",
      "this epoch [########################..........................] 48.73%\n",
      "      5510 iter, 1 epoch / 300000 iterations\n",
      "   0.18987 iters/sec. Estimated time to finish: 17 days, 22:50:37.087348.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.84%\n",
      "this epoch [########################..........................] 48.86%\n",
      "      5515 iter, 1 epoch / 300000 iterations\n",
      "   0.18989 iters/sec. Estimated time to finish: 17 days, 22:47:09.962763.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.84%\n",
      "this epoch [########################..........................] 49.00%\n",
      "      5520 iter, 1 epoch / 300000 iterations\n",
      "   0.18984 iters/sec. Estimated time to finish: 17 days, 22:52:53.301707.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.84%\n",
      "this epoch [########################..........................] 49.13%\n",
      "      5525 iter, 1 epoch / 300000 iterations\n",
      "   0.18986 iters/sec. Estimated time to finish: 17 days, 22:50:23.650331.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.84%\n",
      "this epoch [########################..........................] 49.27%\n",
      "      5530 iter, 1 epoch / 300000 iterations\n",
      "   0.18964 iters/sec. Estimated time to finish: 17 days, 23:19:48.547065.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.85%\n",
      "this epoch [########################..........................] 49.40%\n",
      "      5535 iter, 1 epoch / 300000 iterations\n",
      "   0.18968 iters/sec. Estimated time to finish: 17 days, 23:14:23.859975.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.85%\n",
      "this epoch [########################..........................] 49.54%\n",
      "      5540 iter, 1 epoch / 300000 iterations\n",
      "   0.18967 iters/sec. Estimated time to finish: 17 days, 23:14:53.243465.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.85%\n",
      "this epoch [########################..........................] 49.67%\n",
      "      5545 iter, 1 epoch / 300000 iterations\n",
      "   0.18975 iters/sec. Estimated time to finish: 17 days, 23:03:47.018736.\n",
      "\u001b[4A\u001b[J5550        0.570575       0.0459429                                                   \n",
      "\u001b[J     total [..................................................]  1.85%\n",
      "this epoch [########################..........................] 49.81%\n",
      "      5550 iter, 1 epoch / 300000 iterations\n",
      "   0.18993 iters/sec. Estimated time to finish: 17 days, 22:38:17.444062.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.85%\n",
      "this epoch [########################..........................] 49.94%\n",
      "      5555 iter, 1 epoch / 300000 iterations\n",
      "   0.18995 iters/sec. Estimated time to finish: 17 days, 22:35:34.225933.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.85%\n",
      "this epoch [#########################.........................] 50.08%\n",
      "      5560 iter, 1 epoch / 300000 iterations\n",
      "   0.18996 iters/sec. Estimated time to finish: 17 days, 22:34:03.241619.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.85%\n",
      "this epoch [#########################.........................] 50.21%\n",
      "      5565 iter, 1 epoch / 300000 iterations\n",
      "      0.19 iters/sec. Estimated time to finish: 17 days, 22:27:55.289816.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.86%\n",
      "this epoch [#########################.........................] 50.35%\n",
      "      5570 iter, 1 epoch / 300000 iterations\n",
      "      0.19 iters/sec. Estimated time to finish: 17 days, 22:26:31.146367.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.86%\n",
      "this epoch [#########################.........................] 50.48%\n",
      "      5575 iter, 1 epoch / 300000 iterations\n",
      "      0.19 iters/sec. Estimated time to finish: 17 days, 22:26:39.903907.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.86%\n",
      "this epoch [#########################.........................] 50.62%\n",
      "      5580 iter, 1 epoch / 300000 iterations\n",
      "   0.18997 iters/sec. Estimated time to finish: 17 days, 22:29:50.721050.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.86%\n",
      "this epoch [#########################.........................] 50.75%\n",
      "      5585 iter, 1 epoch / 300000 iterations\n",
      "   0.18994 iters/sec. Estimated time to finish: 17 days, 22:33:36.041138.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.86%\n",
      "this epoch [#########################.........................] 50.89%\n",
      "      5590 iter, 1 epoch / 300000 iterations\n",
      "   0.18988 iters/sec. Estimated time to finish: 17 days, 22:42:06.507477.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.86%\n",
      "this epoch [#########################.........................] 51.02%\n",
      "      5595 iter, 1 epoch / 300000 iterations\n",
      "   0.18988 iters/sec. Estimated time to finish: 17 days, 22:41:33.710895.\n",
      "\u001b[4A\u001b[J5600        0.575889       0.047231                                                    \n",
      "\u001b[J     total [..................................................]  1.87%\n",
      "this epoch [#########################.........................] 51.16%\n",
      "      5600 iter, 1 epoch / 300000 iterations\n",
      "   0.18987 iters/sec. Estimated time to finish: 17 days, 22:41:35.265588.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.87%\n",
      "this epoch [#########################.........................] 51.29%\n",
      "      5605 iter, 1 epoch / 300000 iterations\n",
      "    0.1899 iters/sec. Estimated time to finish: 17 days, 22:38:02.029318.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.87%\n",
      "this epoch [#########################.........................] 51.43%\n",
      "      5610 iter, 1 epoch / 300000 iterations\n",
      "   0.18992 iters/sec. Estimated time to finish: 17 days, 22:35:03.910686.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.87%\n",
      "this epoch [#########################.........................] 51.56%\n",
      "      5615 iter, 1 epoch / 300000 iterations\n",
      "    0.1899 iters/sec. Estimated time to finish: 17 days, 22:36:14.144406.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.87%\n",
      "this epoch [#########################.........................] 51.70%\n",
      "      5620 iter, 1 epoch / 300000 iterations\n",
      "   0.18993 iters/sec. Estimated time to finish: 17 days, 22:32:20.586599.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.88%\n",
      "this epoch [#########################.........................] 51.83%\n",
      "      5625 iter, 1 epoch / 300000 iterations\n",
      "   0.18996 iters/sec. Estimated time to finish: 17 days, 22:27:59.164455.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.88%\n",
      "this epoch [#########################.........................] 51.97%\n",
      "      5630 iter, 1 epoch / 300000 iterations\n",
      "   0.18994 iters/sec. Estimated time to finish: 17 days, 22:29:52.944764.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.88%\n",
      "this epoch [##########################........................] 52.10%\n",
      "      5635 iter, 1 epoch / 300000 iterations\n",
      "   0.18973 iters/sec. Estimated time to finish: 17 days, 22:58:24.421795.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.88%\n",
      "this epoch [##########################........................] 52.23%\n",
      "      5640 iter, 1 epoch / 300000 iterations\n",
      "   0.18986 iters/sec. Estimated time to finish: 17 days, 22:40:32.262614.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.88%\n",
      "this epoch [##########################........................] 52.37%\n",
      "      5645 iter, 1 epoch / 300000 iterations\n",
      "   0.18961 iters/sec. Estimated time to finish: 17 days, 23:14:19.032430.\n",
      "\u001b[4A\u001b[J5650        0.560704       0.0474419                                                   \n",
      "\u001b[J     total [..................................................]  1.88%\n",
      "this epoch [##########################........................] 52.50%\n",
      "      5650 iter, 1 epoch / 300000 iterations\n",
      "   0.18936 iters/sec. Estimated time to finish: 17 days, 23:47:23.857121.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.88%\n",
      "this epoch [##########################........................] 52.64%\n",
      "      5655 iter, 1 epoch / 300000 iterations\n",
      "   0.18929 iters/sec. Estimated time to finish: 17 days, 23:56:32.740953.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.89%\n",
      "this epoch [##########################........................] 52.77%\n",
      "      5660 iter, 1 epoch / 300000 iterations\n",
      "   0.18917 iters/sec. Estimated time to finish: 18 days, 0:12:29.681090.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.89%\n",
      "this epoch [##########################........................] 52.91%\n",
      "      5665 iter, 1 epoch / 300000 iterations\n",
      "   0.18878 iters/sec. Estimated time to finish: 18 days, 1:05:41.947415.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.89%\n",
      "this epoch [##########################........................] 53.04%\n",
      "      5670 iter, 1 epoch / 300000 iterations\n",
      "   0.18875 iters/sec. Estimated time to finish: 18 days, 1:08:43.463419.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.89%\n",
      "this epoch [##########################........................] 53.18%\n",
      "      5675 iter, 1 epoch / 300000 iterations\n",
      "   0.18865 iters/sec. Estimated time to finish: 18 days, 1:22:48.894202.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.89%\n",
      "this epoch [##########################........................] 53.31%\n",
      "      5680 iter, 1 epoch / 300000 iterations\n",
      "   0.18859 iters/sec. Estimated time to finish: 18 days, 1:30:24.755778.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.90%\n",
      "this epoch [##########################........................] 53.45%\n",
      "      5685 iter, 1 epoch / 300000 iterations\n",
      "   0.18859 iters/sec. Estimated time to finish: 18 days, 1:30:20.949761.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.90%\n",
      "this epoch [##########################........................] 53.58%\n",
      "      5690 iter, 1 epoch / 300000 iterations\n",
      "   0.18857 iters/sec. Estimated time to finish: 18 days, 1:32:11.968040.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.90%\n",
      "this epoch [##########################........................] 53.72%\n",
      "      5695 iter, 1 epoch / 300000 iterations\n",
      "   0.18853 iters/sec. Estimated time to finish: 18 days, 1:36:49.993873.\n",
      "\u001b[4A\u001b[J5700        0.561672       0.0452063                                                   \n",
      "\u001b[J     total [..................................................]  1.90%\n",
      "this epoch [##########################........................] 53.85%\n",
      "      5700 iter, 1 epoch / 300000 iterations\n",
      "   0.18838 iters/sec. Estimated time to finish: 18 days, 1:57:08.104249.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.90%\n",
      "this epoch [##########################........................] 53.99%\n",
      "      5705 iter, 1 epoch / 300000 iterations\n",
      "   0.18839 iters/sec. Estimated time to finish: 18 days, 1:55:34.203906.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.90%\n",
      "this epoch [###########################.......................] 54.12%\n",
      "      5710 iter, 1 epoch / 300000 iterations\n",
      "    0.1885 iters/sec. Estimated time to finish: 18 days, 1:40:06.677231.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.91%\n",
      "this epoch [###########################.......................] 54.26%\n",
      "      5715 iter, 1 epoch / 300000 iterations\n",
      "   0.18859 iters/sec. Estimated time to finish: 18 days, 1:27:46.741215.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.91%\n",
      "this epoch [###########################.......................] 54.39%\n",
      "      5720 iter, 1 epoch / 300000 iterations\n",
      "   0.18873 iters/sec. Estimated time to finish: 18 days, 1:08:25.804359.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.91%\n",
      "this epoch [###########################.......................] 54.53%\n",
      "      5725 iter, 1 epoch / 300000 iterations\n",
      "   0.18881 iters/sec. Estimated time to finish: 18 days, 0:56:04.847015.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.91%\n",
      "this epoch [###########################.......................] 54.66%\n",
      "      5730 iter, 1 epoch / 300000 iterations\n",
      "   0.18884 iters/sec. Estimated time to finish: 18 days, 0:52:07.360377.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.91%\n",
      "this epoch [###########################.......................] 54.80%\n",
      "      5735 iter, 1 epoch / 300000 iterations\n",
      "   0.18897 iters/sec. Estimated time to finish: 18 days, 0:33:32.232718.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.91%\n",
      "this epoch [###########################.......................] 54.93%\n",
      "      5740 iter, 1 epoch / 300000 iterations\n",
      "   0.18893 iters/sec. Estimated time to finish: 18 days, 0:38:01.471025.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.92%\n",
      "this epoch [###########################.......................] 55.07%\n",
      "      5745 iter, 1 epoch / 300000 iterations\n",
      "   0.18886 iters/sec. Estimated time to finish: 18 days, 0:47:28.430084.\n",
      "\u001b[4A\u001b[J5750        0.571542       0.0465441                                                   \n",
      "\u001b[J     total [..................................................]  1.92%\n",
      "this epoch [###########################.......................] 55.20%\n",
      "      5750 iter, 1 epoch / 300000 iterations\n",
      "   0.18871 iters/sec. Estimated time to finish: 18 days, 1:07:50.999977.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.92%\n",
      "this epoch [###########################.......................] 55.34%\n",
      "      5755 iter, 1 epoch / 300000 iterations\n",
      "   0.18866 iters/sec. Estimated time to finish: 18 days, 1:13:37.063582.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.92%\n",
      "this epoch [###########################.......................] 55.47%\n",
      "      5760 iter, 1 epoch / 300000 iterations\n",
      "   0.18867 iters/sec. Estimated time to finish: 18 days, 1:13:01.660926.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.92%\n",
      "this epoch [###########################.......................] 55.61%\n",
      "      5765 iter, 1 epoch / 300000 iterations\n",
      "   0.18859 iters/sec. Estimated time to finish: 18 days, 1:23:21.828091.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.92%\n",
      "this epoch [###########################.......................] 55.74%\n",
      "      5770 iter, 1 epoch / 300000 iterations\n",
      "   0.18857 iters/sec. Estimated time to finish: 18 days, 1:25:43.405900.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.93%\n",
      "this epoch [###########################.......................] 55.88%\n",
      "      5775 iter, 1 epoch / 300000 iterations\n",
      "   0.18853 iters/sec. Estimated time to finish: 18 days, 1:29:54.357928.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.93%\n",
      "this epoch [############################......................] 56.01%\n",
      "      5780 iter, 1 epoch / 300000 iterations\n",
      "   0.18851 iters/sec. Estimated time to finish: 18 days, 1:33:00.287248.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.93%\n",
      "this epoch [############################......................] 56.15%\n",
      "      5785 iter, 1 epoch / 300000 iterations\n",
      "   0.18853 iters/sec. Estimated time to finish: 18 days, 1:30:05.486093.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.93%\n",
      "this epoch [############################......................] 56.28%\n",
      "      5790 iter, 1 epoch / 300000 iterations\n",
      "   0.18852 iters/sec. Estimated time to finish: 18 days, 1:30:13.131570.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.93%\n",
      "this epoch [############################......................] 56.42%\n",
      "      5795 iter, 1 epoch / 300000 iterations\n",
      "   0.18854 iters/sec. Estimated time to finish: 18 days, 1:27:22.048991.\n",
      "\u001b[4A\u001b[J5800        0.582264       0.0459454                                                   \n",
      "\u001b[J     total [..................................................]  1.93%\n",
      "this epoch [############################......................] 56.55%\n",
      "      5800 iter, 1 epoch / 300000 iterations\n",
      "   0.18852 iters/sec. Estimated time to finish: 18 days, 1:29:38.529591.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.93%\n",
      "this epoch [############################......................] 56.69%\n",
      "      5805 iter, 1 epoch / 300000 iterations\n",
      "    0.1885 iters/sec. Estimated time to finish: 18 days, 1:32:19.642572.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.94%\n",
      "this epoch [############################......................] 56.82%\n",
      "      5810 iter, 1 epoch / 300000 iterations\n",
      "   0.18867 iters/sec. Estimated time to finish: 18 days, 1:08:13.353026.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.94%\n",
      "this epoch [############################......................] 56.96%\n",
      "      5815 iter, 1 epoch / 300000 iterations\n",
      "   0.18868 iters/sec. Estimated time to finish: 18 days, 1:06:37.309273.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.94%\n",
      "this epoch [############################......................] 57.09%\n",
      "      5820 iter, 1 epoch / 300000 iterations\n",
      "   0.18878 iters/sec. Estimated time to finish: 18 days, 0:51:38.103314.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.94%\n",
      "this epoch [############################......................] 57.23%\n",
      "      5825 iter, 1 epoch / 300000 iterations\n",
      "   0.18878 iters/sec. Estimated time to finish: 18 days, 0:52:12.615683.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.94%\n",
      "this epoch [############################......................] 57.36%\n",
      "      5830 iter, 1 epoch / 300000 iterations\n",
      "   0.18867 iters/sec. Estimated time to finish: 18 days, 1:06:03.116430.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.94%\n",
      "this epoch [############################......................] 57.50%\n",
      "      5835 iter, 1 epoch / 300000 iterations\n",
      "   0.18876 iters/sec. Estimated time to finish: 18 days, 0:53:16.882174.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.95%\n",
      "this epoch [############################......................] 57.63%\n",
      "      5840 iter, 1 epoch / 300000 iterations\n",
      "   0.18875 iters/sec. Estimated time to finish: 18 days, 0:55:04.785893.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.95%\n",
      "this epoch [############################......................] 57.77%\n",
      "      5845 iter, 1 epoch / 300000 iterations\n",
      "   0.18889 iters/sec. Estimated time to finish: 18 days, 0:34:25.556436.\n",
      "\u001b[4A\u001b[J5850        0.571911       0.0462515                                                   \n",
      "\u001b[J     total [..................................................]  1.95%\n",
      "this epoch [############################......................] 57.90%\n",
      "      5850 iter, 1 epoch / 300000 iterations\n",
      "    0.1889 iters/sec. Estimated time to finish: 18 days, 0:32:33.026784.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.95%\n",
      "this epoch [#############################.....................] 58.04%\n",
      "      5855 iter, 1 epoch / 300000 iterations\n",
      "   0.18891 iters/sec. Estimated time to finish: 18 days, 0:31:07.274991.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.95%\n",
      "this epoch [#############################.....................] 58.17%\n",
      "      5860 iter, 1 epoch / 300000 iterations\n",
      "   0.18877 iters/sec. Estimated time to finish: 18 days, 0:50:00.835511.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.96%\n",
      "this epoch [#############################.....................] 58.31%\n",
      "      5865 iter, 1 epoch / 300000 iterations\n",
      "   0.18868 iters/sec. Estimated time to finish: 18 days, 1:01:29.549552.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.96%\n",
      "this epoch [#############################.....................] 58.44%\n",
      "      5870 iter, 1 epoch / 300000 iterations\n",
      "   0.18863 iters/sec. Estimated time to finish: 18 days, 1:08:45.427690.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.96%\n",
      "this epoch [#############################.....................] 58.58%\n",
      "      5875 iter, 1 epoch / 300000 iterations\n",
      "   0.18864 iters/sec. Estimated time to finish: 18 days, 1:06:26.173374.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.96%\n",
      "this epoch [#############################.....................] 58.71%\n",
      "      5880 iter, 1 epoch / 300000 iterations\n",
      "   0.18844 iters/sec. Estimated time to finish: 18 days, 1:32:59.295542.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.96%\n",
      "this epoch [#############################.....................] 58.85%\n",
      "      5885 iter, 1 epoch / 300000 iterations\n",
      "   0.18823 iters/sec. Estimated time to finish: 18 days, 2:02:06.019510.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.96%\n",
      "this epoch [#############################.....................] 58.98%\n",
      "      5890 iter, 1 epoch / 300000 iterations\n",
      "   0.18823 iters/sec. Estimated time to finish: 18 days, 2:02:15.665980.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.97%\n",
      "this epoch [#############################.....................] 59.12%\n",
      "      5895 iter, 1 epoch / 300000 iterations\n",
      "   0.18822 iters/sec. Estimated time to finish: 18 days, 2:02:47.286717.\n",
      "\u001b[4A\u001b[J5900        0.560931       0.0471991                                                   \n",
      "\u001b[J     total [..................................................]  1.97%\n",
      "this epoch [#############################.....................] 59.25%\n",
      "      5900 iter, 1 epoch / 300000 iterations\n",
      "    0.1882 iters/sec. Estimated time to finish: 18 days, 2:05:01.444696.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.97%\n",
      "this epoch [#############################.....................] 59.39%\n",
      "      5905 iter, 1 epoch / 300000 iterations\n",
      "   0.18834 iters/sec. Estimated time to finish: 18 days, 1:45:45.348150.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.97%\n",
      "this epoch [#############################.....................] 59.52%\n",
      "      5910 iter, 1 epoch / 300000 iterations\n",
      "   0.18837 iters/sec. Estimated time to finish: 18 days, 1:40:59.399562.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.97%\n",
      "this epoch [#############################.....................] 59.66%\n",
      "      5915 iter, 1 epoch / 300000 iterations\n",
      "   0.18834 iters/sec. Estimated time to finish: 18 days, 1:44:48.083164.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.97%\n",
      "this epoch [#############################.....................] 59.79%\n",
      "      5920 iter, 1 epoch / 300000 iterations\n",
      "   0.18821 iters/sec. Estimated time to finish: 18 days, 2:01:21.464919.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.98%\n",
      "this epoch [#############################.....................] 59.93%\n",
      "      5925 iter, 1 epoch / 300000 iterations\n",
      "   0.18823 iters/sec. Estimated time to finish: 18 days, 1:58:41.205869.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.98%\n",
      "this epoch [##############################....................] 60.06%\n",
      "      5930 iter, 1 epoch / 300000 iterations\n",
      "   0.18817 iters/sec. Estimated time to finish: 18 days, 2:06:59.891615.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.98%\n",
      "this epoch [##############################....................] 60.20%\n",
      "      5935 iter, 1 epoch / 300000 iterations\n",
      "   0.18813 iters/sec. Estimated time to finish: 18 days, 2:11:30.841944.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.98%\n",
      "this epoch [##############################....................] 60.33%\n",
      "      5940 iter, 1 epoch / 300000 iterations\n",
      "   0.18817 iters/sec. Estimated time to finish: 18 days, 2:04:59.944961.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.98%\n",
      "this epoch [##############################....................] 60.47%\n",
      "      5945 iter, 1 epoch / 300000 iterations\n",
      "   0.18816 iters/sec. Estimated time to finish: 18 days, 2:05:54.676482.\n",
      "\u001b[4A\u001b[J5950        0.578103       0.0463712                                                   \n",
      "\u001b[J     total [..................................................]  1.98%\n",
      "this epoch [##############################....................] 60.60%\n",
      "      5950 iter, 1 epoch / 300000 iterations\n",
      "   0.18829 iters/sec. Estimated time to finish: 18 days, 1:48:15.080399.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.98%\n",
      "this epoch [##############################....................] 60.74%\n",
      "      5955 iter, 1 epoch / 300000 iterations\n",
      "   0.18827 iters/sec. Estimated time to finish: 18 days, 1:49:56.615065.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.99%\n",
      "this epoch [##############################....................] 60.87%\n",
      "      5960 iter, 1 epoch / 300000 iterations\n",
      "   0.18816 iters/sec. Estimated time to finish: 18 days, 2:04:46.557679.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.99%\n",
      "this epoch [##############################....................] 61.01%\n",
      "      5965 iter, 1 epoch / 300000 iterations\n",
      "   0.18814 iters/sec. Estimated time to finish: 18 days, 2:08:06.036092.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.99%\n",
      "this epoch [##############################....................] 61.14%\n",
      "      5970 iter, 1 epoch / 300000 iterations\n",
      "   0.18798 iters/sec. Estimated time to finish: 18 days, 2:29:30.416405.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.99%\n",
      "this epoch [##############################....................] 61.28%\n",
      "      5975 iter, 1 epoch / 300000 iterations\n",
      "   0.18781 iters/sec. Estimated time to finish: 18 days, 2:52:08.406014.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.99%\n",
      "this epoch [##############################....................] 61.41%\n",
      "      5980 iter, 1 epoch / 300000 iterations\n",
      "   0.18775 iters/sec. Estimated time to finish: 18 days, 2:59:40.340047.\n",
      "\u001b[4A\u001b[J     total [..................................................]  1.99%\n",
      "this epoch [##############################....................] 61.55%\n",
      "      5985 iter, 1 epoch / 300000 iterations\n",
      "   0.18747 iters/sec. Estimated time to finish: 18 days, 3:39:26.821104.\n",
      "\u001b[4A\u001b[J     total [..................................................]  2.00%\n",
      "this epoch [##############################....................] 61.68%\n",
      "      5990 iter, 1 epoch / 300000 iterations\n",
      "   0.18757 iters/sec. Estimated time to finish: 18 days, 3:23:46.733568.\n",
      "\u001b[4A\u001b[J     total [..................................................]  2.00%\n",
      "this epoch [##############################....................] 61.82%\n",
      "      5995 iter, 1 epoch / 300000 iterations\n",
      "   0.18743 iters/sec. Estimated time to finish: 18 days, 3:44:07.641300.\n",
      "\u001b[4A\u001b[J6000        0.579656       0.0457164   0.567117                  0.0464384             \n",
      "\u001b[J     total [#.................................................]  2.00%\n",
      "this epoch [##############################....................] 61.95%\n",
      "      6000 iter, 1 epoch / 300000 iterations\n",
      "   0.18741 iters/sec. Estimated time to finish: 18 days, 3:45:31.735019.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.00%\n",
      "this epoch [###############################...................] 62.09%\n",
      "      6005 iter, 1 epoch / 300000 iterations\n",
      "    0.1873 iters/sec. Estimated time to finish: 18 days, 4:01:11.164627.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.00%\n",
      "this epoch [###############################...................] 62.22%\n",
      "      6010 iter, 1 epoch / 300000 iterations\n",
      "   0.18727 iters/sec. Estimated time to finish: 18 days, 4:05:08.132787.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.00%\n",
      "this epoch [###############################...................] 62.36%\n",
      "      6015 iter, 1 epoch / 300000 iterations\n",
      "   0.18752 iters/sec. Estimated time to finish: 18 days, 3:28:56.679270.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.01%\n",
      "this epoch [###############################...................] 62.49%\n",
      "      6020 iter, 1 epoch / 300000 iterations\n",
      "   0.18742 iters/sec. Estimated time to finish: 18 days, 3:42:35.902676.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.01%\n",
      "this epoch [###############################...................] 62.63%\n",
      "      6025 iter, 1 epoch / 300000 iterations\n",
      "   0.18738 iters/sec. Estimated time to finish: 18 days, 3:48:03.265960.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.01%\n",
      "this epoch [###############################...................] 62.76%\n",
      "      6030 iter, 1 epoch / 300000 iterations\n",
      "   0.18738 iters/sec. Estimated time to finish: 18 days, 3:46:58.758081.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.01%\n",
      "this epoch [###############################...................] 62.90%\n",
      "      6035 iter, 1 epoch / 300000 iterations\n",
      "   0.18736 iters/sec. Estimated time to finish: 18 days, 3:49:48.287439.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.01%\n",
      "this epoch [###############################...................] 63.03%\n",
      "      6040 iter, 1 epoch / 300000 iterations\n",
      "    0.1874 iters/sec. Estimated time to finish: 18 days, 3:43:26.726514.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.02%\n",
      "this epoch [###############################...................] 63.17%\n",
      "      6045 iter, 1 epoch / 300000 iterations\n",
      "    0.1873 iters/sec. Estimated time to finish: 18 days, 3:57:45.372504.\n",
      "\u001b[4A\u001b[J6050        0.562437       0.0486484                                                   \n",
      "\u001b[J     total [#.................................................]  2.02%\n",
      "this epoch [###############################...................] 63.30%\n",
      "      6050 iter, 1 epoch / 300000 iterations\n",
      "   0.18713 iters/sec. Estimated time to finish: 18 days, 4:20:22.782148.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.02%\n",
      "this epoch [###############################...................] 63.44%\n",
      "      6055 iter, 1 epoch / 300000 iterations\n",
      "   0.18708 iters/sec. Estimated time to finish: 18 days, 4:27:13.484182.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.02%\n",
      "this epoch [###############################...................] 63.57%\n",
      "      6060 iter, 1 epoch / 300000 iterations\n",
      "   0.18707 iters/sec. Estimated time to finish: 18 days, 4:27:39.343462.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.02%\n",
      "this epoch [###############################...................] 63.71%\n",
      "      6065 iter, 1 epoch / 300000 iterations\n",
      "   0.18704 iters/sec. Estimated time to finish: 18 days, 4:32:12.224971.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.02%\n",
      "this epoch [###############################...................] 63.84%\n",
      "      6070 iter, 1 epoch / 300000 iterations\n",
      "   0.18701 iters/sec. Estimated time to finish: 18 days, 4:35:05.353600.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.02%\n",
      "this epoch [###############################...................] 63.98%\n",
      "      6075 iter, 1 epoch / 300000 iterations\n",
      "   0.18693 iters/sec. Estimated time to finish: 18 days, 4:45:59.252542.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.03%\n",
      "this epoch [################################..................] 64.11%\n",
      "      6080 iter, 1 epoch / 300000 iterations\n",
      "   0.18691 iters/sec. Estimated time to finish: 18 days, 4:49:02.329804.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.03%\n",
      "this epoch [################################..................] 64.25%\n",
      "      6085 iter, 1 epoch / 300000 iterations\n",
      "   0.18687 iters/sec. Estimated time to finish: 18 days, 4:53:45.996362.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.03%\n",
      "this epoch [################################..................] 64.38%\n",
      "      6090 iter, 1 epoch / 300000 iterations\n",
      "    0.1869 iters/sec. Estimated time to finish: 18 days, 4:48:39.031377.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.03%\n",
      "this epoch [################################..................] 64.52%\n",
      "      6095 iter, 1 epoch / 300000 iterations\n",
      "   0.18681 iters/sec. Estimated time to finish: 18 days, 5:01:36.616505.\n",
      "\u001b[4A\u001b[J6100        0.573752       0.0462208                                                   \n",
      "\u001b[J     total [#.................................................]  2.03%\n",
      "this epoch [################################..................] 64.65%\n",
      "      6100 iter, 1 epoch / 300000 iterations\n",
      "   0.18674 iters/sec. Estimated time to finish: 18 days, 5:10:56.190967.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.04%\n",
      "this epoch [################################..................] 64.79%\n",
      "      6105 iter, 1 epoch / 300000 iterations\n",
      "   0.18666 iters/sec. Estimated time to finish: 18 days, 5:22:01.098569.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.04%\n",
      "this epoch [################################..................] 64.92%\n",
      "      6110 iter, 1 epoch / 300000 iterations\n",
      "   0.18633 iters/sec. Estimated time to finish: 18 days, 6:07:42.338065.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.04%\n",
      "this epoch [################################..................] 65.06%\n",
      "      6115 iter, 1 epoch / 300000 iterations\n",
      "   0.18629 iters/sec. Estimated time to finish: 18 days, 6:12:18.687372.\n",
      "\u001b[4A\u001b[J     total [#.................................................]  2.04%\n",
      "this epoch [################################..................] 65.19%\n",
      "      6120 iter, 1 epoch / 300000 iterations\n",
      "   0.18608 iters/sec. Estimated time to finish: 18 days, 6:42:04.018954.\n",
      "\u001b[4A\u001b[J"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-5-9475c0d2bd5c>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlearn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/Users/yoshidayuuki/Documents/bitbucket/al4bb/sound/mimicopynet/mimicopynet/model/BasicCNN.py\u001b[0m in \u001b[0;36mlearn\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    153\u001b[0m         input_cnl: 画像のチャンネル（CQTの絶対値を使うなら1,実部と虚部を使うなら2)\n\u001b[1;32m    154\u001b[0m         '''\n\u001b[0;32m--> 155\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodel\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mBasicCNN_\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minput_cnl\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0minput_cnl\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    156\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mgpu\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    157\u001b[0m             \u001b[0mcuda\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_device\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgpu\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0muse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/training/trainer.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    294\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobservation\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    295\u001b[0m                 \u001b[0;32mwith\u001b[0m \u001b[0mreporter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscope\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mobservation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 296\u001b[0;31m                     \u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    297\u001b[0m                     \u001b[0;32mfor\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mentry\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mextensions\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    298\u001b[0m                         \u001b[0;32mif\u001b[0m \u001b[0mentry\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtrigger\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/training/updater.py\u001b[0m in \u001b[0;36mupdate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    221\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    222\u001b[0m         \"\"\"\n\u001b[0;32m--> 223\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate_core\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    224\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miteration\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    225\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/training/updater.py\u001b[0m in \u001b[0;36mupdate_core\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    232\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    233\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0min_arrays\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 234\u001b[0;31m             \u001b[0moptimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss_func\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m*\u001b[0m\u001b[0min_arrays\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    235\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0min_arrays\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdict\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    236\u001b[0m             \u001b[0moptimizer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss_func\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0min_arrays\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/optimizer.py\u001b[0m in \u001b[0;36mupdate\u001b[0;34m(self, lossfun, *args, **kwds)\u001b[0m\n\u001b[1;32m    530\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    531\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtarget\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mzerograds\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 532\u001b[0;31m             \u001b[0mloss\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    533\u001b[0m             \u001b[0;32mdel\u001b[0m \u001b[0mloss\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    534\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/variable.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(self, retain_grad)\u001b[0m\n\u001b[1;32m    716\u001b[0m             func.output_data = tuple(\n\u001b[1;32m    717\u001b[0m                 [None if y is None else y.data for y in outputs])\n\u001b[0;32m--> 718\u001b[0;31m             \u001b[0mgxs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0min_data\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout_grad\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    719\u001b[0m             \u001b[0;32massert\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgxs\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0min_data\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    720\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'_retain_after_backward'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/function.py\u001b[0m in \u001b[0;36mbackward\u001b[0;34m(self, inputs, grad_outputs)\u001b[0m\n\u001b[1;32m    390\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward_gpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgrad_outputs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    391\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 392\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbackward_cpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0minputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgrad_outputs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    393\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    394\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0mbackward_cpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0minputs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgrad_outputs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/chainer/functions/connection/convolution_2d.py\u001b[0m in \u001b[0;36mbackward_cpu\u001b[0;34m(self, inputs, grad_outputs)\u001b[0m\n\u001b[1;32m    190\u001b[0m         gW = numpy.tensordot(\n\u001b[1;32m    191\u001b[0m             gy, self.col, ((0, 2, 3), (0, 4, 5))).astype(W.dtype, copy=False)\n\u001b[0;32m--> 192\u001b[0;31m         \u001b[0mgcol\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtensordot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mW\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    193\u001b[0m         \u001b[0mgcol\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumpy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrollaxis\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgcol\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m3\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    194\u001b[0m         \u001b[0mgx\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mconv\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcol2im_cpu\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgcol\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpw\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mh\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mw\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/numpy/core/numeric.py\u001b[0m in \u001b[0;36mtensordot\u001b[0;34m(a, b, axes)\u001b[0m\n\u001b[1;32m   1337\u001b[0m     \u001b[0mat\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtranspose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnewaxes_a\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnewshape_a\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1338\u001b[0m     \u001b[0mbt\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtranspose\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnewaxes_b\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnewshape_b\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1339\u001b[0;31m     \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mat\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbt\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1340\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0molda\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0moldb\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1341\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "model.learn()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
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   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
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   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
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   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "collapsed": true
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   "outputs": [],
   "source": []
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  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
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   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/248 [00:00<?, ?it/s]/Users/yoshidayuuki/.pyenv/versions/anaconda3-4.2.0/lib/python3.5/site-packages/pretty_midi-0.2.6-py3.5.egg/pretty_midi/pretty_midi.py:95: RuntimeWarning: Tempo, Key or Time signature change events found on non-zero tracks.  This is not a valid type 0 or type 1 MIDI file.  Tempo, Key or Time Signature may be wrong.\n",
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     "text": [
      "[On loading /Users/yoshidayuuki/Downloads/midiworld/midifile/Beastie_Boys/Girls.mid]\n",
      "[Error]\n",
      "<class 'KeyError'>\n",
      "(-1, 255)\n"
     ]
    },
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     "text": [
      "[On loading /Users/yoshidayuuki/Downloads/midiworld/midifile/Billy_Joel/Movin__Out.mid]\n",
      "[Error]\n",
      "<class 'OSError'>\n",
      "data byte must be in range 0..127\n"
     ]
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      "[On loading /Users/yoshidayuuki/Downloads/midiworld/midifile/Billy_Joel/Pressure.mid]\n",
      "[Error]\n",
      "<class 'OSError'>\n",
      "data byte must be in range 0..127\n"
     ]
    },
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     "name": "stderr",
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      "[On loading /Users/yoshidayuuki/Downloads/midiworld/midifile/Bomfunk_MCs/B_Boys_And_Fly_Girls.mid]\n",
      "[Error]\n",
      "<class 'OSError'>\n",
      "MThd not found. Probably not a MIDI file\n"
     ]
    },
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     "name": "stderr",
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      "[On loading /Users/yoshidayuuki/Downloads/midiworld/midifile/Bomfunk_MCs/Uprocking_Beats.mid]\n",
      "[Error]\n",
      "<class 'OSError'>\n",
      "MThd not found. Probably not a MIDI file\n"
     ]
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      "[On loading /Users/yoshidayuuki/Downloads/midiworld/midifile/Brian_McKnight/On_The_Down_Low.mid]\n",
      "[Error]\n",
      "<class 'EOFError'>\n",
      "\n"
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      "[On loading /Users/yoshidayuuki/Downloads/midiworld/midifile/Bryan_Adams/On_A_Day_Like_Today.mid]\n",
      "[Error]\n",
      "<class 'IndexError'>\n",
      "list index out of range\n"
     ]
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     "output_type": "stream",
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      "[On loading /Users/yoshidayuuki/Downloads/midiworld/midifile/Bush/Glycerine.mid]\n",
      "[Error]\n",
      "<class 'KeyError'>\n",
      "(-1, 255)\n"
     ]
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     "output_type": "stream",
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     "output_type": "stream",
     "text": [
      "[On loading /Users/yoshidayuuki/Downloads/midiworld/midifile/Busta_Rhymes/Woo_Hah.mid]\n",
      "[Error]\n",
      "<class 'OSError'>\n",
      "data byte must be in range 0..127\n"
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    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch       iteration   main/loss   main/precision  main/recall  main/fvalue  validation/main/loss  validation/main/precision  validation/main/recall  validation/main/fvalue  elapsed_time\n",
      "\u001b[J0           10          0.682481    0.0193421       0.33514      0.0363802                                                                                                     14.669        \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yoshidayuuki/Documents/bitbucket/al4bb/sound/mimicopynet/mimicopynet/chainer_utils/binary_classification_summary.py:37: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  f = 2 * p * r / (p + r)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[J0           20          0.643076    0.0196409       0.20501      nan                                                                                                           25.7214       \n",
      "\u001b[J0           30          0.555039    0.0317045       0.0367227    nan                                                                                                           37.7412       \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yoshidayuuki/Documents/bitbucket/al4bb/sound/mimicopynet/mimicopynet/chainer_utils/binary_classification_summary.py:35: RuntimeWarning: invalid value encountered in long_scalars\n",
      "  p = tp / (tp + fp)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[J0           40          0.36609     nan             0            nan                                                                                                           49.0427       \n",
      "\u001b[J0           50          0.213184    nan             0            nan                                                                                                           60.4196       \n",
      "\u001b[J0           60          0.119871    nan             0            nan                                                                                                           69.3281       \n",
      "\u001b[J0           70          0.10026     nan             0            nan                                                                                                           79.696        \n",
      "\u001b[J0           80          0.07513     nan             0            nan                                                                                                           93.506        \n",
      "\u001b[J0           90          0.0721777   nan             0            nan                                                                                                           106.613       \n",
      "\u001b[J1           100         0.0802637   nan             0            nan          0.0727613             nan                        0                       nan                     219.972       \n",
      "\u001b[J1           110         0.0747421   nan             0            nan                                                                                                           267.526       \n",
      "\u001b[J1           120         0.0910392   nan             0            nan                                                                                                           280.741       \n",
      "\u001b[J1           130         0.0612717   nan             0            nan                                                                                                           293.545       \n",
      "\u001b[J1           140         0.0610749   nan             0            nan                                                                                                           307.668       \n",
      "\u001b[J1           150         0.0910602   nan             0            nan                                                                                                           321.529       \n",
      "\u001b[J1           160         0.0685521   nan             0            nan                                                                                                           333.469       \n",
      "\u001b[J1           170         0.070038    nan             0            nan                                                                                                           345.688       \n",
      "\u001b[J1           180         0.0732789   nan             0            nan                                                                                                           360.668       \n",
      "\u001b[J1           190         0.0753236   nan             0            nan                                                                                                           371.826       \n",
      "\u001b[J2           200         0.0915273   nan             0            nan          0.0697499             nan                        0                       nan                     469.206       \n",
      "\u001b[J2           210         0.0796554   nan             0            nan                                                                                                           513.163       \n",
      "\u001b[J2           220         0.0892323   nan             0            nan                                                                                                           522.273       \n",
      "\u001b[J2           230         0.0897702   nan             0            nan                                                                                                           531.265       \n",
      "\u001b[J2           240         0.0945568   nan             0            nan                                                                                                           541.125       \n",
      "\u001b[J2           250         0.0674989   nan             0            nan                                                                                                           552.037       \n",
      "\u001b[J2           260         0.108162    nan             0            nan                                                                                                           563.277       \n",
      "\u001b[J2           270         0.0665666   nan             0            nan                                                                                                           573.026       \n",
      "\u001b[J2           280         0.0685498   nan             0            nan                                                                                                           582.502       \n",
      "\u001b[J2           290         0.0640908   nan             0            nan                                                                                                           594.833       \n",
      "\u001b[J3           300         0.0604001   nan             0            nan          0.0703922             nan                        0                       nan                     699.803       \n",
      "\u001b[J3           310         0.0927544   nan             0            nan                                                                                                           736.269       \n",
      "\u001b[J3           320         0.0806803   nan             0            nan                                                                                                           747.2         \n",
      "\u001b[J3           330         0.079036    nan             0            nan                                                                                                           759.731       \n",
      "\u001b[J3           340         0.0755171   nan             0            nan                                                                                                           770.49        \n",
      "\u001b[J3           350         0.0733142   nan             0            nan                                                                                                           780.676       \n",
      "\u001b[J3           360         0.0831758   nan             0            nan                                                                                                           793.346       \n",
      "\u001b[J3           370         0.0675433   nan             0            nan                                                                                                           805.663       \n",
      "\u001b[J3           380         0.0811507   nan             0            nan                                                                                                           816.803       \n",
      "\u001b[J3           390         0.0661027   nan             0            nan                                                                                                           829.379       \n",
      "\u001b[J4           400         0.0596655   nan             0            nan          0.0723208             nan                        0                       nan                     931.311       \n",
      "\u001b[J4           410         0.0607653   nan             0            nan                                                                                                           973.687       \n",
      "\u001b[J4           420         0.0536      nan             0            nan                                                                                                           986.298       \n",
      "\u001b[J4           430         0.0699444   nan             0            nan                                                                                                           996.336       \n",
      "\u001b[J4           440         0.0837497   nan             0            nan                                                                                                           1007.56       \n",
      "\u001b[J4           450         0.0602865   nan             0            nan                                                                                                           1018.45       \n",
      "\u001b[J4           460         0.0982518   nan             0            nan                                                                                                           1029.7        \n",
      "\u001b[J4           470         0.0698733   nan             0            nan                                                                                                           1040.27       \n",
      "\u001b[J4           480         0.0771456   nan             0            nan                                                                                                           1050.59       \n",
      "\u001b[J4           490         0.0695952   nan             0            nan                                                                                                           1061.3        \n",
      "\u001b[J5           500         0.0708368   nan             0            nan          0.0654223             nan                        0                       nan                     1162.75       \n",
      "\u001b[J5           510         0.0847038   nan             0            nan                                                                                                           1202.07       \n",
      "\u001b[J5           520         0.0760646   nan             0            nan                                                                                                           1218.45       \n",
      "\u001b[J5           530         0.0594512   nan             0            nan                                                                                                           1231.15       \n",
      "\u001b[J5           540         0.0922921   nan             0            nan                                                                                                           1244.07       \n",
      "\u001b[J5           550         0.0692768   nan             0            nan                                                                                                           1255.25       \n",
      "\u001b[J5           560         0.104655    nan             0            nan                                                                                                           1266.67       \n",
      "\u001b[J5           570         0.0661695   nan             0            nan                                                                                                           1279.68       \n",
      "\u001b[J5           580         0.0647592   nan             0            nan                                                                                                           1290.81       \n",
      "\u001b[J5           590         0.076975    nan             0            nan                                                                                                           1305.83       \n",
      "\u001b[J6           600         0.0683011   nan             0            nan          0.0647638             nan                        0.00329762              nan                     1416.64       \n",
      "\u001b[J6           610         0.0765828   nan             0            nan                                                                                                           1457          \n",
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      "\u001b[J6           630         0.128296    nan             0            nan                                                                                                           1480.53       \n",
      "\u001b[J6           640         0.0782596   nan             0            nan                                                                                                           1492.5        \n",
      "\u001b[J6           650         0.0668033   nan             0            nan                                                                                                           1504.61       \n",
      "\u001b[J6           660         0.0751893   nan             0            nan                                                                                                           1516.51       \n",
      "\u001b[J6           670         0.0738644   nan             0.005        nan                                                                                                           1529.23       \n",
      "\u001b[J6           680         0.0824246   nan             0            nan                                                                                                           1540.44       \n",
      "\u001b[J6           690         0.0665568   nan             0            nan                                                                                                           1551.22       \n",
      "\u001b[J7           700         0.0710739   nan             0.00357143   nan          0.0641844             nan                        0.000833333             nan                     1653.9        \n",
      "\u001b[J7           710         0.0744979   nan             0            nan                                                                                                           1691.17       \n",
      "\u001b[J7           720         0.064578    nan             0            nan                                                                                                           1702.6        \n",
      "\u001b[J7           730         0.105962    nan             0            nan                                                                                                           1716.32       \n",
      "\u001b[J7           740         0.0599738   nan             0            nan                                                                                                           1724.57       \n",
      "\u001b[J7           750         0.0668112   nan             0.00625      nan                                                                                                           1735.13       \n",
      "\u001b[J7           760         0.0969354   nan             0            nan                                                                                                           1745.29       \n",
      "\u001b[J7           770         0.0687891   nan             0            nan                                                                                                           1755.26       \n",
      "\u001b[J7           780         0.0769633   nan             0.00909091   nan                                                                                                           1766.02       \n",
      "\u001b[J7           790         0.0657157   nan             0            nan                                                                                                           1776.72       \n",
      "\u001b[J8           800         0.0548831   nan             0            nan          0.0590282             nan                        0.00205357              nan                     1880.72       \n",
      "\u001b[J8           810         0.0635635   nan             0            nan                                                                                                           1917.88       \n",
      "\u001b[J8           820         0.0705124   nan             0.020202     nan                                                                                                           1930.15       \n",
      "\u001b[J8           830         0.078929    nan             0.00909091   nan                                                                                                           1940.76       \n",
      "\u001b[J8           840         0.0712826   nan             0.0047619    nan                                                                                                           1951.42       \n",
      "\u001b[J8           850         0.0593525   nan             0            nan                                                                                                           1961.44       \n",
      "\u001b[J8           860         0.0544766   nan             0            nan                                                                                                           1972.18       \n",
      "\u001b[J8           870         0.0588834   nan             0            nan                                                                                                           1983.64       \n",
      "\u001b[J8           880         0.0565126   nan             0            nan                                                                                                           1993.57       \n",
      "\u001b[J8           890         0.0733768   nan             0            nan                                                                                                           2004.69       \n",
      "\u001b[J9           900         0.0710104   nan             0            nan          0.0639501             nan                        0.00111111              nan                     2107.03       \n",
      "\u001b[J9           910         0.0660662   nan             0            nan                                                                                                           2151.96       \n",
      "\u001b[J9           920         0.0605389   nan             0            nan                                                                                                           2164.44       \n",
      "\u001b[J9           930         0.0638302   nan             0            nan                                                                                                           2176.79       \n",
      "\u001b[J9           940         0.0609701   nan             0            nan                                                                                                           2188.73       \n",
      "\u001b[J9           950         0.0627162   nan             0.00555556   nan                                                                                                           2201.32       \n",
      "\u001b[J9           960         0.0639551   nan             0.0175       nan                                                                                                           2213.11       \n",
      "\u001b[J9           970         0.0638812   nan             0.0148352    nan                                                                                                           2229.26       \n",
      "\u001b[J9           980         0.0616533   nan             0            nan                                                                                                           2240.59       \n",
      "\u001b[J9           990         0.0741317   nan             0.005        nan                                                                                                           2251.06       \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/yoshidayuuki/Documents/bitbucket/al4bb/sound/mimicopynet/mimicopynet/chainer_utils/binary_classification_summary.py:36: RuntimeWarning: invalid value encountered in long_scalars\n",
      "  r = tp / (tp + fn)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[J10          1000        0.0833418   nan             0            nan          0.0634101             nan                        nan                     nan                     2359.17       \n",
      "\u001b[J10          1010        0.0792552   nan             0.00555556   nan                                                                                                           2403.94       \n",
      "\u001b[J10          1020        0.0611417   nan             0.00588235   nan                                                                                                           2415          \n",
      "\u001b[J10          1030        0.0555223   nan             0.025        nan                                                                                                           2426.88       \n",
      "\u001b[J10          1040        0.0546499   nan             0.00416667   nan                                                                                                           2440.87       \n",
      "\u001b[J10          1050        0.0553127   nan             0            nan                                                                                                           2456.52       \n",
      "\u001b[J10          1060        0.05908     nan             0            nan                                                                                                           2468.04       \n",
      "\u001b[J10          1070        0.0658361   nan             0.00526316   nan                                                                                                           2480.8        \n",
      "\u001b[J10          1080        0.0870802   nan             0.00588235   nan                                                                                                           2492.59       \n",
      "\u001b[J10          1090        0.0779005   nan             0.005        nan                                                                                                           2503.16       \n",
      "\u001b[J11          1100        0.0602728   nan             0.0159483    nan          0.0620193             nan                        0.010244                nan                     2605.92       \n",
      "\u001b[J11          1110        0.0962145   nan             0.0186335    nan                                                                                                           2648.57       \n",
      "\u001b[J11          1120        0.0591896   nan             0.0160256    nan                                                                                                           2658.59       \n",
      "\u001b[J11          1130        0.0875852   nan             0            nan                                                                                                           2674.04       \n",
      "\u001b[J11          1140        0.078699    nan             0.0146825    nan                                                                                                           2686.62       \n",
      "\u001b[J11          1150        0.0565089   nan             0            nan                                                                                                           2699.98       \n",
      "\u001b[J11          1160        0.0868805   nan             0            nan                                                                                                           2713.63       \n",
      "\u001b[J11          1170        0.0798392   nan             0.0107576    nan                                                                                                           2724.93       \n",
      "\u001b[J11          1180        0.0700814   nan             0            nan                                                                                                           2735.43       \n",
      "\u001b[J11          1190        0.0546598   nan             0.025        nan                                                                                                           2746.1        \n",
      "\u001b[J12          1200        0.0572804   nan             0.00625      nan          0.0607266             nan                        0.00538679              nan                     2849.21       \n",
      "\u001b[J12          1210        0.0657342   nan             0            nan                                                                                                           2889.89       \n",
      "\u001b[J12          1220        0.0713615   nan             0.0105911    nan                                                                                                           2900.41       \n",
      "\u001b[J12          1230        0.0646535   nan             0.0236782    nan                                                                                                           2912.27       \n",
      "\u001b[J12          1240        0.0773614   nan             0.00555556   nan                                                                                                           2923.76       \n",
      "\u001b[J12          1250        0.0557457   nan             0.00909091   nan                                                                                                           2934.37       \n",
      "\u001b[J12          1260        0.0640285   nan             0.018254     nan                                                                                                           2945.75       \n",
      "\u001b[J12          1270        0.0527197   nan             0.0308824    nan                                                                                                           2957.06       \n",
      "\u001b[J12          1280        0.0659661   nan             0.00625      nan                                                                                                           2968.55       \n",
      "\u001b[J12          1290        0.0617178   nan             0.00454545   nan                                                                                                           2980.03       \n",
      "\u001b[J13          1300        0.0729508   nan             0.0111111    nan          0.0576356             nan                        0.0144033               nan                     3094          \n",
      "\u001b[J13          1310        0.0839869   nan             0.0176923    nan                                                                                                           3143.46       \n",
      "\u001b[J13          1320        0.0625622   nan             0.0151897    nan                                                                                                           3158.87       \n",
      "\u001b[J13          1330        0.0689083   nan             0.00714286   nan                                                                                                           3169.63       \n",
      "\u001b[J13          1340        0.0600718   nan             0.0253802    nan                                                                                                           3179.94       \n",
      "\u001b[J13          1350        0.0692367   nan             0.0280769    nan                                                                                                           3191.51       \n",
      "\u001b[J13          1360        0.0872734   nan             0.0111111    nan                                                                                                           3202.5        \n",
      "\u001b[J13          1370        0.0907273   nan             0            nan                                                                                                           3215.26       \n",
      "\u001b[J13          1380        0.0548625   nan             0.0377632    nan                                                                                                           3226.59       \n",
      "\u001b[J13          1390        0.0541772   nan             0.0240909    nan                                                                                                           3237.21       \n",
      "\u001b[J14          1400        0.0694575   nan             0.0214286    nan          0.0563829             nan                        0.00447292              nan                     3348.16       \n",
      "\u001b[J14          1410        0.0740687   nan             0.00833333   nan                                                                                                           3389.78       \n",
      "\u001b[J14          1420        0.0623643   nan             0.029259     nan                                                                                                           3401.97       \n",
      "\u001b[J14          1430        0.0794339   nan             0.00714286   nan                                                                                                           3414.66       \n",
      "\u001b[J14          1440        0.0564591   nan             0.0504167    nan                                                                                                           3424.83       \n",
      "\u001b[J14          1450        0.0627137   nan             0.0130952    nan                                                                                                           3436.28       \n",
      "\u001b[J14          1460        0.0854539   nan             0.00588235   nan                                                                                                           3448.52       \n",
      "\u001b[J14          1470        0.0668539   nan             0.0166209    nan                                                                                                           3459.67       \n",
      "\u001b[J14          1480        0.0710946   nan             0.00178571   nan                                                                                                           3471.79       \n",
      "\u001b[J14          1490        0.0830709   nan             0.00714286   nan                                                                                                           3483.17       \n",
      "\u001b[J15          1500        0.0570486   nan             0.0168478    nan          0.0554192             nan                        0.00536985              nan                     3581.58       \n",
      "\u001b[J15          1510        0.0572248   nan             0.0315115    nan                                                                                                           3625.93       \n",
      "\u001b[J15          1520        0.0504582   nan             0.0286837    nan                                                                                                           3637.93       \n",
      "\u001b[J15          1530        0.0527236   nan             0.0241883    nan                                                                                                           3649.87       \n",
      "\u001b[J15          1540        0.0729285   nan             0.00811594   nan                                                                                                           3661.69       \n",
      "\u001b[J15          1550        0.0633381   nan             0.0300256    nan                                                                                                           3672.89       \n",
      "\u001b[J15          1560        0.0530896   nan             0.0410036    nan                                                                                                           3684.39       \n",
      "\u001b[J15          1570        0.0891269   nan             0.0185455    nan                                                                                                           3696.53       \n",
      "\u001b[J15          1580        0.0569346   nan             0.0290691    nan                                                                                                           3706.89       \n",
      "\u001b[J15          1590        0.0706297   nan             0.0154762    nan                                                                                                           3721.13       \n",
      "\u001b[J16          1600        0.059477    nan             0.00333333   nan          0.0581006             nan                        0.01178                 nan                     3828.15       \n",
      "\u001b[J16          1610        0.0496157   nan             0.0225       nan                                                                                                           3865.62       \n",
      "\u001b[J16          1620        0.0798708   nan             0.00787879   nan                                                                                                           3877.07       \n",
      "\u001b[J16          1630        0.0660418   nan             0.0117647    nan                                                                                                           3887.46       \n",
      "\u001b[J16          1640        0.0545779   nan             0.0171679    nan                                                                                                           3896.98       \n",
      "\u001b[J16          1650        0.0592733   nan             0.0281933    nan                                                                                                           3907.92       \n",
      "\u001b[J16          1660        0.0522755   nan             0.0333333    nan                                                                                                           3917.29       \n",
      "\u001b[J16          1670        0.0702636   nan             0.029359     nan                                                                                                           3927.74       \n",
      "\u001b[J16          1680        0.0854663   nan             0.00588235   nan                                                                                                           3939.23       \n",
      "\u001b[J16          1690        0.0613914   nan             0.0361058    nan                                                                                                           3950.36       \n",
      "\u001b[J17          1700        0.0525933   nan             0.0404207    nan          0.0526399             nan                        0.017276                nan                     4044.79       \n",
      "\u001b[J17          1710        0.0465      nan             0.0233333    nan                                                                                                           4090.46       \n",
      "\u001b[J17          1720        0.0825114   nan             0.0180952    nan                                                                                                           4101          \n",
      "\u001b[J17          1730        0.0782263   nan             0.0220751    nan                                                                                                           4112.63       \n",
      "\u001b[J17          1740        0.0591756   nan             0.0420799    nan                                                                                                           4125.62       \n",
      "\u001b[J17          1750        0.0594254   nan             0.0210852    nan                                                                                                           4144.71       \n",
      "\u001b[J17          1760        0.0735315   nan             0.0047619    nan                                                                                                           4156.54       \n",
      "\u001b[J17          1770        0.0693074   nan             0.0111455    nan                                                                                                           4171.47       \n",
      "\u001b[J17          1780        0.0809545   nan             0.0564394    nan                                                                                                           4184.43       \n",
      "\u001b[J17          1790        0.0546244   nan             0.031207     nan                                                                                                           4195.28       \n",
      "\u001b[J18          1800        0.0728334   nan             0.00416667   nan          0.0555836             nan                        0.0275717               nan                     4315.94       \n",
      "\u001b[J18          1810        0.0802447   nan             0.0265266    nan                                                                                                           4377.89       \n",
      "\u001b[J18          1820        0.0797269   nan             0.0144992    nan                                                                                                           4388.58       \n",
      "\u001b[J18          1830        0.0577512   nan             0.0138095    nan                                                                                                           4399.71       \n",
      "\u001b[J18          1840        0.0670551   nan             0.0286111    nan                                                                                                           4410.52       \n",
      "\u001b[J18          1850        0.0671392   nan             0.00434783   nan                                                                                                           4421.17       \n",
      "\u001b[J18          1860        0.0520993   nan             0.0280952    nan                                                                                                           4432.16       \n",
      "\u001b[J18          1870        0.0539974   nan             0.0272727    nan                                                                                                           4444.67       \n",
      "\u001b[J18          1880        0.0575192   nan             0.0192641    nan                                                                                                           4457.32       \n",
      "\u001b[J18          1890        0.0576932   nan             0.061781     nan                                                                                                           4468.33       \n",
      "\u001b[J19          1900        0.0524087   nan             0.0205357    nan          0.0535045             nan                        0.0201286               nan                     4572.08       \n",
      "\u001b[J19          1910        0.062099    nan             0.0335317    nan                                                                                                           4617.51       \n",
      "\u001b[J19          1920        0.0713283   nan             0.0403001    nan                                                                                                           4629.49       \n",
      "\u001b[J19          1930        0.0492618   nan             0.0337646    nan                                                                                                           4641.38       \n",
      "\u001b[J19          1940        0.0728603   nan             0.0191239    nan                                                                                                           4653.86       \n",
      "\u001b[J19          1950        0.0502788   nan             0.05625      nan                                                                                                           4664.46       \n",
      "\u001b[J19          1960        0.0554602   nan             0.0243108    nan                                                                                                           4676.79       \n",
      "\u001b[J19          1970        0.0675989   nan             0.0174387    nan                                                                                                           4690.09       \n",
      "\u001b[J19          1980        0.0758963   nan             0.020447     nan                                                                                                           4702.68       \n",
      "\u001b[J19          1990        0.0516548   nan             0.0362338    nan                                                                                                           4712.94       \n",
      "\u001b[J20          2000        0.0888619   nan             0.0186465    nan          0.0548088             nan                        0.0250384               nan                     4825.17       \n",
      "\u001b[J20          2010        0.0600692   nan             0.0460014    nan                                                                                                           4870.95       \n",
      "\u001b[J20          2020        0.0653456   nan             0.0287497    nan                                                                                                           4884.33       \n",
      "\u001b[J20          2030        0.057713    nan             0.0388034    nan                                                                                                           4898.56       \n",
      "\u001b[J20          2040        0.0924589   nan             0.0343478    nan                                                                                                           4909.12       \n",
      "\u001b[J20          2050        0.0527858   nan             0.0394841    nan                                                                                                           4921.97       \n",
      "\u001b[J20          2060        0.0598239   nan             0.0327591    nan                                                                                                           4933.48       \n",
      "\u001b[J20          2070        0.0520535   nan             0.0174242    nan                                                                                                           4945.64       \n",
      "\u001b[J20          2080        0.0515807   nan             0.0375       nan                                                                                                           4956.6        \n",
      "\u001b[J20          2090        0.0528826   nan             0.0277778    nan                                                                                                           4968.98       \n",
      "\u001b[J21          2100        0.0688135   nan             0.0284205    nan          0.0543421             nan                        0.0314626               nan                     5074.23       \n",
      "\u001b[J21          2110        0.0577688   nan             0.0278846    nan                                                                                                           5113.46       \n",
      "\u001b[J21          2120        0.0549058   nan             0.0207367    nan                                                                                                           5127.3        \n",
      "\u001b[J21          2130        0.054146    nan             0.0401422    nan                                                                                                           5139.67       \n",
      "\u001b[J21          2140        0.0553287   nan             0.015        nan                                                                                                           5152.12       \n",
      "\u001b[J21          2150        0.064598    nan             0.0594204    nan                                                                                                           5163.89       \n",
      "\u001b[J21          2160        0.0514948   nan             0.0322723    nan                                                                                                           5175.48       \n",
      "\u001b[J21          2170        0.067198    nan             0.0219048    nan                                                                                                           5187.84       \n",
      "\u001b[J21          2180        0.0454602   nan             0.0319788    nan                                                                                                           5199.89       \n",
      "\u001b[J21          2190        0.0529806   nan             0.0174242    nan                                                                                                           5210.62       \n",
      "\u001b[J22          2200        0.0606591   nan             0.0419806    nan          0.0519983             nan                        0.0394706               nan                     5317.92       \n",
      "\u001b[J22          2210        0.0482235   nan             0.0948602    nan                                                                                                           5358.71       \n",
      "\u001b[J22          2220        0.0457614   nan             0.0316468    nan                                                                                                           5368.18       \n",
      "\u001b[J22          2230        0.0597956   nan             0.0309639    nan                                                                                                           5379.34       \n",
      "\u001b[J22          2240        0.0648947   nan             0.0392082    nan                                                                                                           5391.62       \n",
      "\u001b[J22          2250        0.0517091   nan             0.0263346    nan                                                                                                           5402.72       \n",
      "\u001b[J22          2260        0.0707243   nan             0.0339379    nan                                                                                                           5415.42       \n",
      "\u001b[J22          2270        0.0752236   nan             0.0754279    nan                                                                                                           5426.37       \n",
      "\u001b[J22          2280        0.043454    nan             0.0318519    nan                                                                                                           5437.36       \n",
      "\u001b[J22          2290        0.087733    nan             0.0136715    nan                                                                                                           5449.91       \n",
      "\u001b[J23          2300        0.0778441   nan             0.0694444    nan          0.0529598             nan                        0.0462329               nan                     5556.26       \n",
      "\u001b[J23          2310        0.0456719   nan             0.0540293    nan                                                                                                           5599.04       \n",
      "\u001b[J23          2320        0.0600705   nan             0.0357143    nan                                                                                                           5609.98       \n",
      "\u001b[J23          2330        0.0459109   nan             0.038152     nan                                                                                                           5624.12       \n",
      "\u001b[J23          2340        0.0555129   nan             0.0618254    nan                                                                                                           5637.09       \n",
      "\u001b[J23          2350        0.0657934   nan             0.0364239    nan                                                                                                           5649.34       \n",
      "\u001b[J23          2360        0.0475344   nan             0.0448449    nan                                                                                                           5662.33       \n",
      "\u001b[J23          2370        0.0593729   nan             0.0265266    nan                                                                                                           5675.68       \n",
      "\u001b[J23          2380        0.0457571   nan             0.104983     nan                                                                                                           5687.74       \n",
      "\u001b[J23          2390        0.0479502   nan             0.0295451    nan                                                                                                           5698.08       \n",
      "\u001b[J24          2400        0.0547718   nan             0.0621368    nan          0.0501876             nan                        0.0328239               nan                     5816.58       \n",
      "\u001b[J24          2410        0.0602125   nan             0.0393301    nan                                                                                                           5863.4        \n",
      "\u001b[J24          2420        0.0455788   nan             0.0441399    nan                                                                                                           5874.53       \n",
      "\u001b[J24          2430        0.0563341   nan             0.0274242    nan                                                                                                           5885.35       \n",
      "\u001b[J24          2440        0.065503    nan             0.0616924    nan                                                                                                           5897.9        \n",
      "\u001b[J24          2450        0.0506437   nan             0.0611163    nan                                                                                                           5908.57       \n",
      "\u001b[J24          2460        0.0478351   nan             0.0465051    nan                                                                                                           5920.73       \n",
      "\u001b[J24          2470        0.0446573   nan             0.046908     nan                                                                                                           5939.53       \n",
      "\u001b[J24          2480        0.0513439   nan             0.0596774    nan                                                                                                           5955.15       \n",
      "\u001b[J24          2490        0.0829456   nan             0.0447865    nan                                                                                                           5969.93       \n",
      "\u001b[J25          2500        0.0508444   nan             0.0700067    nan          0.0550456             nan                        0.0355112               nan                     6086.6        \n",
      "\u001b[J25          2510        0.065707    nan             0.0614052    nan                                                                                                           6141.03       \n",
      "\u001b[J25          2520        0.059922    nan             0.0358044    nan                                                                                                           6159.33       \n",
      "\u001b[J25          2530        0.0607356   0.833333        0.078992     0.141947                                                                                                      6177.29       \n",
      "\u001b[J25          2540        0.0445974   nan             0.074599     nan                                                                                                           6194.66       \n",
      "\u001b[J25          2550        0.0670844   nan             0.0491209    nan                                                                                                           6206.72       \n",
      "\u001b[J25          2560        0.056139    nan             0.0383228    nan                                                                                                           6223.49       \n",
      "\u001b[J25          2570        0.0535758   nan             0.0387843    nan                                                                                                           6237.87       \n",
      "\u001b[J25          2580        0.044815    nan             0.0663821    nan                                                                                                           6251.53       \n",
      "\u001b[J25          2590        0.0596846   nan             0.0409964    nan                                                                                                           6264.64       \n",
      "\u001b[J26          2600        0.0427809   nan             0.0504555    nan          0.0502741             nan                        0.0309789               nan                     6372.25       \n",
      "\u001b[J26          2610        0.0658264   nan             0.0851029    nan                                                                                                           6413.73       \n",
      "\u001b[J26          2620        0.053374    nan             0.0260256    nan                                                                                                           6428.72       \n",
      "\u001b[J26          2630        0.0528377   nan             0.0155806    nan                                                                                                           6442.08       \n",
      "\u001b[J26          2640        0.0562187   nan             0.0379145    nan                                                                                                           6454.37       \n",
      "\u001b[J26          2650        0.0518678   nan             0.0539951    nan                                                                                                           6467.47       \n",
      "\u001b[J26          2660        0.046231    nan             0.0191399    nan                                                                                                           6479.21       \n",
      "\u001b[J26          2670        0.108118    nan             0.0212522    nan                                                                                                           6494.98       \n",
      "\u001b[J26          2680        0.0513465   nan             0.0444156    nan                                                                                                           6509.18       \n",
      "\u001b[J26          2690        0.0700479   nan             0.0593687    nan                                                                                                           6521.72       \n",
      "\u001b[J27          2700        0.0491399   nan             0.120139     nan          0.0488221             nan                        0.0422                  nan                     6646.99       \n",
      "\u001b[J27          2710        0.050522    nan             0.0720864    nan                                                                                                           6689.83       \n",
      "\u001b[J27          2720        0.0731259   nan             0.0202485    nan                                                                                                           6701.76       \n",
      "\u001b[J27          2730        0.053775    nan             0.0468218    nan                                                                                                           6715.73       \n",
      "\u001b[J27          2740        0.0609028   nan             0.0475556    nan                                                                                                           6727.35       \n",
      "\u001b[J27          2750        0.0544545   nan             0.0326345    nan                                                                                                           6737.63       \n",
      "\u001b[J27          2760        0.0611531   nan             0.0378253    nan                                                                                                           6747.78       \n",
      "\u001b[J27          2770        0.0461015   nan             0.0558066    nan                                                                                                           6759.2        \n",
      "\u001b[J27          2780        0.0459816   nan             0.0361455    nan                                                                                                           6771.84       \n",
      "\u001b[J27          2790        0.0427141   nan             0.0803175    nan                                                                                                           6783.55       \n",
      "\u001b[J28          2800        0.0671673   nan             0.0449609    nan          0.0451212             nan                        0.0480524               nan                     6893.59       \n",
      "\u001b[J28          2810        0.0482803   nan             0.0630847    nan                                                                                                           6941.65       \n",
      "\u001b[J28          2820        0.0556229   nan             0.0651316    nan                                                                                                           6952.41       \n",
      "\u001b[J28          2830        0.0521853   nan             0.0425388    nan                                                                                                           6966.76       \n",
      "\u001b[J28          2840        0.056336    nan             0.0673364    nan                                                                                                           6979.94       \n",
      "\u001b[J28          2850        0.046033    nan             0.0874821    nan                                                                                                           6994.06       \n",
      "\u001b[J28          2860        0.0479508   nan             0.0464418    nan                                                                                                           7005.67       \n",
      "\u001b[J28          2870        0.0512415   nan             0.0946805    nan                                                                                                           7016.76       \n",
      "\u001b[J28          2880        0.0504627   nan             0.0503226    nan                                                                                                           7027.05       \n",
      "\u001b[J28          2890        0.0480023   nan             0.0567664    nan                                                                                                           7039.97       \n",
      "\u001b[J29          2900        0.052097    nan             0.139416     nan          0.0513108             nan                        0.0514712               nan                     7173.81       \n",
      "\u001b[J29          2910        0.0500016   nan             0.116114     nan                                                                                                           7214.02       \n",
      "\u001b[J29          2920        0.0539785   nan             0.00434783   nan                                                                                                           7225.37       \n",
      "\u001b[J29          2930        0.0516296   nan             0.108295     nan                                                                                                           7236.63       \n",
      "\u001b[J29          2940        0.0670919   nan             0.102342     nan                                                                                                           7247.59       \n",
      "\u001b[J29          2950        0.0668807   nan             0.0700353    nan                                                                                                           7260.5        \n",
      "\u001b[J29          2960        0.0425013   nan             0.101905     nan                                                                                                           7271.07       \n",
      "\u001b[J29          2970        0.0467326   nan             0.0422619    nan                                                                                                           7283.05       \n",
      "\u001b[J29          2980        0.0477139   nan             0.0588743    nan                                                                                                           7294.84       \n",
      "\u001b[J29          2990        0.0850793   0.793333        0.107872     0.176183                                                                                                      7307.82       \n",
      "\u001b[J30          3000        0.0627782   nan             0.105693     nan          0.0515774             nan                        0.0719286               nan                     7417.28       \n",
      "\u001b[J30          3010        0.0837171   nan             0.117616     nan                                                                                                           7459.86       \n",
      "\u001b[J30          3020        0.0425962   nan             0.0611645    nan                                                                                                           7470.22       \n",
      "\u001b[J30          3030        0.0773119   nan             0.0414914    nan                                                                                                           7483.25       \n",
      "\u001b[J30          3040        0.052492    nan             0.0630556    nan                                                                                                           7494.09       \n",
      "\u001b[J30          3050        0.063507    nan             0.0520208    nan                                                                                                           7505.02       \n",
      "\u001b[J30          3060        0.0514548   nan             0.0451512    nan                                                                                                           7515.47       \n",
      "\u001b[J30          3070        0.0690563   nan             0.0734669    nan                                                                                                           7526.95       \n",
      "\u001b[J30          3080        0.050103    nan             0.0693137    nan                                                                                                           7539.68       \n",
      "\u001b[J30          3090        0.0495454   nan             0.0944959    nan                                                                                                           7553.9        \n",
      "\u001b[J31          3100        0.0449224   nan             0.0472269    nan          0.0466585             nan                        0.0520295               nan                     7659          \n",
      "\u001b[J31          3110        0.0416347   nan             0.0900198    nan                                                                                                           7696.37       \n",
      "\u001b[J31          3120        0.0645089   nan             0.0518528    nan                                                                                                           7709.93       \n",
      "\u001b[J31          3130        0.0613497   nan             0.0687364    nan                                                                                                           7722.04       \n",
      "\u001b[J31          3140        0.0511052   nan             0.0836552    nan                                                                                                           7736.09       \n",
      "\u001b[J31          3150        0.0795088   nan             0.0591036    nan                                                                                                           7749.21       \n",
      "\u001b[J31          3160        0.0572021   nan             0.091504     nan                                                                                                           7760.24       \n",
      "\u001b[J31          3170        0.071317    nan             0.0502271    nan                                                                                                           7772.83       \n",
      "\u001b[J31          3180        0.049732    nan             0.0383066    nan                                                                                                           7782.89       \n",
      "\u001b[J31          3190        0.0450019   nan             0.122533     nan                                                                                                           7793.59       \n",
      "\u001b[J32          3200        0.0623477   nan             0.0915217    nan          0.0473624             nan                        nan                     nan                     7911.57       \n",
      "\u001b[J32          3210        0.0366747   nan             0.0528907    nan                                                                                                           7951.68       \n",
      "\u001b[J32          3220        0.0481569   nan             0.0859769    nan                                                                                                           7962.6        \n",
      "\u001b[J32          3230        0.0403015   nan             0.087619     nan                                                                                                           7975.95       \n",
      "\u001b[J32          3240        0.040212    nan             0.0753311    nan                                                                                                           7986.57       \n",
      "\u001b[J32          3250        0.0681828   nan             0.0744312    nan                                                                                                           7997.53       \n",
      "\u001b[J32          3260        0.0419298   nan             0.116753     nan                                                                                                           8008.52       \n",
      "\u001b[J32          3270        0.0599175   nan             0.0833378    nan                                                                                                           8019.36       \n",
      "\u001b[J32          3280        0.046762    nan             0.0493036    nan                                                                                                           8030.73       \n",
      "\u001b[J32          3290        0.0673157   nan             0.069747     nan                                                                                                           8041.58       \n",
      "\u001b[J33          3300        0.0396218   nan             0.109033     nan          0.0469764             nan                        0.0529001               nan                     8143.96       \n",
      "\u001b[J33          3310        0.055715    nan             0.0574762    nan                                                                                                           8182.08       \n",
      "\u001b[J33          3320        0.0526739   0.783333        0.0983456    nan                                                                                                           8192.48       \n",
      "\u001b[J33          3330        0.0376498   nan             0.108452     nan                                                                                                           8202.41       \n",
      "\u001b[J33          3340        0.0535335   nan             0.0697203    nan                                                                                                           8213.32       \n",
      "\u001b[J33          3350        0.0422948   nan             0.0697024    nan                                                                                                           8223.21       \n",
      "\u001b[J33          3360        0.05037     nan             0.0501865    nan                                                                                                           8233.64       \n",
      "\u001b[J33          3370        0.0346578   nan             0.137828     nan                                                                                                           8244.13       \n",
      "\u001b[J33          3380        0.052462    0.791667        0.0858768    0.149269                                                                                                      8256.66       \n",
      "\u001b[J33          3390        0.0571019   nan             0.0618222    nan                                                                                                           8267.51       \n",
      "\u001b[J34          3400        0.0457652   nan             0.177925     nan          0.0427696             nan                        0.105803                nan                     8375.71       \n",
      "\u001b[J34          3410        0.0717485   nan             0.0889991    nan                                                                                                           8420.68       \n",
      "\u001b[J34          3420        0.0611553   nan             0.0724186    nan                                                                                                           8439.79       \n",
      "\u001b[J34          3430        0.0709321   nan             0.116708     nan                                                                                                           8457.73       \n",
      "\u001b[J34          3440        0.0500362   0.533333        0.0859531    nan                                                                                                           8468.77       \n",
      "\u001b[J34          3450        0.0488242   nan             0.0620574    nan                                                                                                           8482.18       \n",
      "\u001b[J34          3460        0.0427997   nan             0.0798445    nan                                                                                                           8494.4        \n",
      "\u001b[J34          3470        0.0445096   nan             0.0381908    nan                                                                                                           8505.47       \n",
      "\u001b[J34          3480        0.0395382   nan             0.0814076    nan                                                                                                           8515.85       \n",
      "\u001b[J34          3490        0.0676876   nan             0.152069     nan                                                                                                           8526.04       \n",
      "\u001b[J35          3500        0.0490562   nan             0.0931007    nan          0.0478618             nan                        0.0849617               nan                     8618.85       \n",
      "\u001b[J35          3510        0.0752379   nan             0.0889885    nan                                                                                                           8657.12       \n",
      "\u001b[J35          3520        0.0494603   nan             0.139961     nan                                                                                                           8666.54       \n",
      "\u001b[J35          3530        0.0438052   nan             0.0492239    nan                                                                                                           8676.94       \n",
      "\u001b[J35          3540        0.0482509   nan             0.0478165    nan                                                                                                           8688.97       \n",
      "\u001b[J35          3550        0.0502709   nan             0.0984291    nan                                                                                                           8698.5        \n",
      "\u001b[J35          3560        0.0450884   nan             0.0790594    nan                                                                                                           8708.88       \n",
      "\u001b[J35          3570        0.0468982   nan             0.107766     nan                                                                                                           8718.66       \n",
      "\u001b[J35          3580        0.0447022   nan             0.0431944    nan                                                                                                           8729.72       \n",
      "\u001b[J35          3590        0.0483344   nan             0.0779098    nan                                                                                                           8746.81       \n",
      "\u001b[J36          3600        0.0579819   nan             0.0550398    nan          0.0471818             nan                        0.0831984               nan                     8851.88       \n",
      "\u001b[J36          3610        0.0428088   nan             0.0719163    nan                                                                                                           8894.5        \n",
      "\u001b[J36          3620        0.0553641   nan             0.0488629    nan                                                                                                           8904.36       \n",
      "\u001b[J36          3630        0.0512657   nan             0.0692986    nan                                                                                                           8916.94       \n",
      "\u001b[J36          3640        0.0479208   nan             0.0574701    nan                                                                                                           8930.52       \n",
      "\u001b[J36          3650        0.0532787   nan             0.129435     nan                                                                                                           8942.55       \n",
      "\u001b[J36          3660        0.0461483   nan             0.0894221    nan                                                                                                           8955.28       \n",
      "\u001b[J36          3670        0.0464942   nan             0.0794862    nan                                                                                                           8966.01       \n",
      "\u001b[J36          3680        0.0615317   nan             0.101254     nan                                                                                                           8976.99       \n",
      "\u001b[J36          3690        0.0511697   nan             0.0907894    nan                                                                                                           8987.02       \n",
      "\u001b[J37          3700        0.0455124   nan             0.117223     nan          0.0493792             nan                        0.0889152               nan                     9098.54       \n",
      "\u001b[J37          3710        0.0388549   nan             0.134355     nan                                                                                                           9146.06       \n",
      "\u001b[J37          3720        0.0357045   nan             0.13494      nan                                                                                                           9159.91       \n",
      "\u001b[J37          3730        0.0366909   nan             0.0747863    nan                                                                                                           9172.15       \n",
      "\u001b[J37          3740        0.0519095   nan             0.0688378    nan                                                                                                           9184.41       \n",
      "\u001b[J37          3750        0.048769    0.610357        0.115628     nan                                                                                                           9196.96       \n",
      "\u001b[J37          3760        0.0387237   nan             0.136366     nan                                                                                                           9207.82       \n",
      "\u001b[J37          3770        0.0538988   nan             0.0703344    nan                                                                                                           9224.54       \n",
      "\u001b[J37          3780        0.050216    nan             0.0819238    nan                                                                                                           9236.2        \n",
      "\u001b[J37          3790        0.0452066   nan             0.124386     nan                                                                                                           9247.06       \n",
      "\u001b[J38          3800        0.0614132   nan             0.148908     nan          0.0463915             nan                        0.0644093               nan                     9352.5        \n",
      "\u001b[J38          3810        0.0422937   nan             0.11935      nan                                                                                                           9389.27       \n",
      "\u001b[J38          3820        0.0457482   nan             0.0877733    nan                                                                                                           9401.02       \n",
      "\u001b[J38          3830        0.0388919   nan             0.0814722    nan                                                                                                           9412.47       \n",
      "\u001b[J38          3840        0.04727     0.84            0.12896      0.214169                                                                                                      9422.55       \n",
      "\u001b[J38          3850        0.0471445   nan             0.225249     nan                                                                                                           9436.24       \n",
      "\u001b[J38          3860        0.0442028   0.723333        0.122746     0.183026                                                                                                      9446.02       \n",
      "\u001b[J38          3870        0.0512181   nan             0.117958     nan                                                                                                           9455.96       \n",
      "\u001b[J38          3880        0.0599122   0.783333        0.129479     0.214138                                                                                                      9465.06       \n",
      "\u001b[J38          3890        0.0609308   nan             0.102128     nan                                                                                                           9473.75       \n",
      "\u001b[J39          3900        0.0410891   0.656667        0.198598     nan          0.0421766             nan                        0.0889552               nan                     9563.05       \n",
      "\u001b[J39          3910        0.044607    nan             0.111659     nan                                                                                                           9604.17       \n",
      "\u001b[J39          3920        0.0574039   nan             0.0490876    nan                                                                                                           9616.6        \n",
      "\u001b[J39          3930        0.056554    nan             0.0644429    nan                                                                                                           9629.01       \n",
      "\u001b[J39          3940        0.0593072   nan             0.0509834    nan                                                                                                           9641.05       \n",
      "\u001b[J39          3950        0.0382138   nan             0.0974845    nan                                                                                                           9651.56       \n",
      "\u001b[J39          3960        0.0725417   nan             0.0946247    nan                                                                                                           9662.32       \n",
      "\u001b[J39          3970        0.0462846   nan             0.102108     nan                                                                                                           9672.07       \n",
      "\u001b[J39          3980        0.0531482   nan             0.096133     nan                                                                                                           9686.78       \n",
      "\u001b[J39          3990        0.067513    nan             0.0985591    nan                                                                                                           9706.62       \n",
      "\u001b[J40          4000        0.0444432   nan             0.160537     nan          0.0426664             nan                        0.100086                nan                     9803.91       \n",
      "\u001b[J40          4010        0.0619379   nan             0.139848     nan                                                                                                           9846.04       \n",
      "\u001b[J40          4020        0.0511083   nan             0.107231     nan                                                                                                           9858.17       \n",
      "\u001b[J40          4030        0.0465387   nan             0.0922137    nan                                                                                                           9868.56       \n",
      "\u001b[J40          4040        0.0474768   nan             0.118829     nan                                                                                                           9883.9        \n",
      "\u001b[J40          4050        0.0618356   nan             0.0808233    nan                                                                                                           9893.83       \n",
      "\u001b[J40          4060        0.0548324   0.683333        0.108808     nan                                                                                                           9908.5        \n",
      "\u001b[J40          4070        0.0450783   0.809524        0.141809     0.230204                                                                                                      9918.67       \n",
      "\u001b[J40          4080        0.0506681   nan             0.0854028    nan                                                                                                           9928.75       \n",
      "\u001b[J40          4090        0.0564827   nan             0.120306     nan                                                                                                           9939.22       \n",
      "\u001b[J41          4100        0.0516996   nan             0.100056     nan          0.0457317             nan                        nan                     nan                     10049.7       \n",
      "\u001b[J41          4110        0.075544    0.696667        0.15102      nan                                                                                                           10089.8       \n",
      "\u001b[J41          4120        0.0596159   nan             0.114784     nan                                                                                                           10101         \n",
      "\u001b[J41          4130        0.0441266   nan             0.125186     nan                                                                                                           10112         \n",
      "\u001b[J41          4140        0.0448089   nan             0.121974     nan                                                                                                           10123.3       \n",
      "\u001b[J41          4150        0.0571148   nan             0.0527859    nan                                                                                                           10135.2       \n",
      "\u001b[J41          4160        0.057469    nan             0.0978773    nan                                                                                                           10146.7       \n",
      "\u001b[J41          4170        0.0512954   nan             0.104177     nan                                                                                                           10160.7       \n",
      "\u001b[J41          4180        0.0951573   nan             0.105359     nan                                                                                                           10172.8       \n",
      "\u001b[J41          4190        0.0444081   nan             0.175        nan                                                                                                           10184.4       \n",
      "\u001b[J42          4200        0.0502715   0.683333        0.146835     nan          0.040179              nan                        0.0805393               nan                     10293.4       \n",
      "\u001b[J42          4210        0.0453652   nan             0.0863916    nan                                                                                                           10331         \n",
      "\u001b[J42          4220        0.0526892   nan             0.0903534    nan                                                                                                           10345.3       \n",
      "\u001b[J42          4230        0.0657079   0.588333        0.129198     nan                                                                                                           10357.8       \n",
      "\u001b[J42          4240        0.0493772   nan             0.108936     nan                                                                                                           10369.3       \n",
      "\u001b[J42          4250        0.0398496   nan             0.150407     nan                                                                                                           10385.3       \n",
      "\u001b[J42          4260        0.0531069   nan             0.0673162    nan                                                                                                           10398.7       \n",
      "\u001b[J42          4270        0.0488749   nan             0.150382     nan                                                                                                           10411.3       \n",
      "\u001b[J42          4280        0.0426922   nan             0.110463     nan                                                                                                           10424.6       \n",
      "\u001b[J42          4290        0.0436813   nan             0.137021     nan                                                                                                           10438.8       \n",
      "\u001b[J43          4300        0.0369145   nan             0.0659199    nan          0.0484514             nan                        0.0828478               nan                     10559.6       \n",
      "\u001b[J43          4310        0.0470121   nan             0.0748485    nan                                                                                                           10603.4       \n",
      "\u001b[J43          4320        0.0403067   0.88            0.175522     0.272122                                                                                                      10613.8       \n",
      "\u001b[J43          4330        0.0591417   0.655476        0.145847     nan                                                                                                           10625.2       \n",
      "\u001b[J43          4340        0.0346607   nan             0.154519     nan                                                                                                           10635.4       \n",
      "\u001b[J43          4350        0.0810783   nan             0.0953867    nan                                                                                                           10647.5       \n",
      "\u001b[J43          4360        0.060124    nan             0.0692139    nan                                                                                                           10659.7       \n",
      "\u001b[J43          4370        0.0559798   0.735           0.138962     nan                                                                                                           10670.4       \n",
      "\u001b[J43          4380        0.0540133   0.54            0.119735     0.185977                                                                                                      10681.4       \n",
      "\u001b[J43          4390        0.0437358   nan             0.102096     nan                                                                                                           10694.1       \n",
      "\u001b[J44          4400        0.0433812   nan             0.124058     nan          0.0393832             nan                        0.0953164               nan                     10798.4       \n",
      "\u001b[J44          4410        0.0704746   nan             0.0819815    nan                                                                                                           10837.6       \n",
      "\u001b[J44          4420        0.0701586   nan             0.126592     nan                                                                                                           10848.7       \n",
      "\u001b[J44          4430        0.0441485   0.71197         0.205836     nan                                                                                                           10859.5       \n",
      "\u001b[J44          4440        0.0563992   nan             0.0940092    nan                                                                                                           10870         \n",
      "\u001b[J44          4450        0.0649143   nan             0.0585682    nan                                                                                                           10880.8       \n",
      "\u001b[J44          4460        0.0687271   0.641667        0.0876458    nan                                                                                                           10891.7       \n",
      "\u001b[J44          4470        0.0629842   nan             0.0841459    nan                                                                                                           10902.7       \n",
      "\u001b[J44          4480        0.0486664   nan             0.137976     nan                                                                                                           10913.4       \n",
      "\u001b[J44          4490        0.0417928   nan             0.0847286    nan                                                                                                           10923.5       \n",
      "\u001b[J45          4500        0.0526579   nan             0.0844006    nan          0.0401437             nan                        0.0839412               nan                     11023.5       \n",
      "\u001b[J45          4510        0.0489863   nan             0.107424     nan                                                                                                           11067.9       \n",
      "\u001b[J45          4520        0.0579499   0.762143        0.187202     0.286971                                                                                                      11080.7       \n",
      "\u001b[J45          4530        0.0438645   nan             0.106172     nan                                                                                                           11092.7       \n",
      "\u001b[J45          4540        0.0435694   nan             0.0749558    nan                                                                                                           11102.8       \n",
      "\u001b[J45          4550        0.06157     0.661905        0.155338     0.23484                                                                                                       11113.5       \n",
      "\u001b[J45          4560        0.0553456   0.709524        0.138288     0.2084                                                                                                        11124.3       \n",
      "\u001b[J45          4570        0.0423052   nan             0.0869205    nan                                                                                                           11135.4       \n",
      "\u001b[J45          4580        0.0449916   nan             0.113949     nan                                                                                                           11146         \n",
      "\u001b[J45          4590        0.0524384   nan             0.119164     nan                                                                                                           11157         \n",
      "\u001b[J46          4600        0.0475639   0.78            0.116476     nan          0.0400988             nan                        0.119007                nan                     11254.7       \n",
      "\u001b[J46          4610        0.0505433   nan             0.14041      nan                                                                                                           11293.6       \n",
      "\u001b[J46          4620        0.0568357   nan             0.139788     nan                                                                                                           11304         \n",
      "\u001b[J46          4630        0.0418433   0.643333        0.146636     nan                                                                                                           11314.3       \n",
      "\u001b[J46          4640        0.0625886   nan             0.109679     nan                                                                                                           11325.7       \n",
      "\u001b[J46          4650        0.0574932   nan             0.132857     nan                                                                                                           11337.7       \n",
      "\u001b[J46          4660        0.0755122   0.576667        0.0761172    nan                                                                                                           11350.6       \n",
      "\u001b[J46          4670        0.0355194   0.58            0.24233      nan                                                                                                           11365.5       \n",
      "\u001b[J46          4680        0.0405023   nan             0.129301     nan                                                                                                           11375.2       \n",
      "\u001b[J46          4690        0.0542861   nan             0.0630157    nan                                                                                                           11386.8       \n",
      "\u001b[J47          4700        0.0481386   nan             0.0715235    nan          0.0415661             nan                        0.124807                nan                     11484.6       \n",
      "\u001b[J47          4710        0.0415915   nan             0.166627     nan                                                                                                           11524         \n",
      "\u001b[J47          4720        0.0377054   0.733333        0.16166      0.25123                                                                                                       11533.7       \n",
      "\u001b[J47          4730        0.0392193   0.633333        0.138118     nan                                                                                                           11544         \n",
      "\u001b[J47          4740        0.0323984   nan             0.131378     nan                                                                                                           11553.2       \n",
      "\u001b[J47          4750        0.0793434   nan             0.108086     nan                                                                                                           11562.6       \n",
      "\u001b[J47          4760        0.037993    0.7125          0.249224     0.346916                                                                                                      11571.9       \n",
      "\u001b[J47          4770        0.0445732   0.566667        0.168536     nan                                                                                                           11584.2       \n",
      "\u001b[J47          4780        0.0791779   nan             0.106849     nan                                                                                                           11594.1       \n",
      "\u001b[J47          4790        0.0535991   0.683333        0.11878      0.195772                                                                                                      11603.9       \n",
      "\u001b[J48          4800        0.0362152   nan             0.0918342    nan          0.0442142             nan                        0.0866716               nan                     11708         \n",
      "\u001b[J48          4810        0.0837065   nan             0.0964647    nan                                                                                                           11749.3       \n",
      "\u001b[J48          4820        0.0498326   0.515227        0.136263     nan                                                                                                           11760.9       \n",
      "\u001b[J48          4830        0.0442553   nan             0.162724     nan                                                                                                           11779.2       \n",
      "\u001b[J48          4840        0.0517039   0.702381        0.131369     nan                                                                                                           11791.6       \n",
      "\u001b[J48          4850        0.0492742   nan             0.0780719    nan                                                                                                           11804.2       \n",
      "\u001b[J48          4860        0.0450335   nan             0.110928     nan                                                                                                           11816.5       \n",
      "\u001b[J48          4870        0.0450854   nan             0.0631905    nan                                                                                                           11828.1       \n",
      "\u001b[J48          4880        0.0621065   nan             0.121505     nan                                                                                                           11840.6       \n",
      "\u001b[J48          4890        0.102888    nan             0.135996     nan                                                                                                           11854         \n",
      "\u001b[J49          4900        0.0703558   nan             0.12481      nan          0.0447552             nan                        0.103445                nan                     11957.3       \n",
      "\u001b[J49          4910        0.0483953   0.615           0.131187     nan                                                                                                           11996.4       \n",
      "\u001b[J49          4920        0.0567604   nan             0.111722     nan                                                                                                           12007.1       \n",
      "\u001b[J49          4930        0.0604251   0.789167        0.150812     0.240951                                                                                                      12019         \n",
      "\u001b[J49          4940        0.0420202   nan             0.126013     nan                                                                                                           12031.7       \n",
      "\u001b[J49          4950        0.0559133   nan             0.150189     nan                                                                                                           12043         \n",
      "\u001b[J49          4960        0.0398047   0.549524        0.136766     nan                                                                                                           12056.7       \n",
      "\u001b[J49          4970        0.046452    0.748333        0.183086     0.262195                                                                                                      12067.5       \n",
      "\u001b[J49          4980        0.0428443   nan             0.111011     nan                                                                                                           12077.7       \n",
      "\u001b[J49          4990        0.0434482   nan             0.0999234    nan                                                                                                           12087.8       \n",
      "\u001b[J50          5000        0.0519907   nan             0.0899252    nan          0.0415588             nan                        0.13694                 nan                     12182.2       \n",
      "\u001b[J50          5010        0.0552813   0.775           0.151675     0.240154                                                                                                      12221.6       \n",
      "\u001b[J50          5020        0.0398738   0.566667        0.141079     nan                                                                                                           12232.7       \n",
      "\u001b[J50          5030        0.039977    nan             0.103481     nan                                                                                                           12243.9       \n",
      "\u001b[J50          5040        0.0377033   nan             0.152527     nan                                                                                                           12254.7       \n",
      "\u001b[J50          5050        0.0402444   0.806667        0.168128     0.268647                                                                                                      12265.9       \n",
      "\u001b[J50          5060        0.0425388   nan             0.116964     nan                                                                                                           12275.1       \n",
      "\u001b[J50          5070        0.0611396   0.583571        0.116474     0.187539                                                                                                      12286.1       \n",
      "\u001b[J50          5080        0.0334671   nan             0.216965     nan                                                                                                           12296.5       \n",
      "\u001b[J50          5090        0.0567568   nan             0.109533     nan                                                                                                           12308.4       \n",
      "\u001b[J51          5100        0.0407856   nan             0.09516      nan          0.0390125             nan                        0.109187                nan                     12410.8       \n",
      "\u001b[J51          5110        0.0557302   0.866667        0.115342     nan                                                                                                           12455.6       \n",
      "\u001b[J51          5120        0.0511477   0.732381        0.148689     nan                                                                                                           12466.4       \n",
      "\u001b[J51          5130        0.0544624   0.727381        0.178393     0.270716                                                                                                      12476.8       \n",
      "\u001b[J51          5140        0.0527707   nan             0.117886     nan                                                                                                           12488.9       \n",
      "\u001b[J51          5150        0.0489928   0.653203        0.212171     nan                                                                                                           12502         \n",
      "\u001b[J51          5160        0.0398361   nan             0.15127      nan                                                                                                           12514.8       \n",
      "\u001b[J51          5170        0.0611585   nan             0.114718     nan                                                                                                           12526.9       \n",
      "\u001b[J51          5180        0.0479249   nan             0.126828     nan                                                                                                           12539.5       \n",
      "\u001b[J51          5190        0.0502969   0.6775          0.209733     0.312088                                                                                                      12551.3       \n",
      "\u001b[J52          5200        0.0650842   0.802381        0.158497     0.256496     0.042461              nan                        0.132886                nan                     12677.7       \n",
      "\u001b[J52          5210        0.0535353   0.594722        0.194049     nan                                                                                                           12721         \n",
      "\u001b[J52          5220        0.0398665   0.645119        0.186255     nan                                                                                                           12734         \n",
      "\u001b[J52          5230        0.0414138   nan             0.122842     nan                                                                                                           12747.3       \n",
      "\u001b[J52          5240        0.0523765   nan             0.0857518    nan                                                                                                           12760.9       \n",
      "\u001b[J52          5250        0.0630419   0.776667        0.204626     nan                                                                                                           12771.9       \n",
      "\u001b[J52          5260        0.0557005   0.630238        0.135393     0.212392                                                                                                      12783.2       \n",
      "\u001b[J52          5270        0.0455206   nan             0.103264     nan                                                                                                           12793         \n",
      "\u001b[J52          5280        0.0478573   nan             0.139405     nan                                                                                                           12803.6       \n",
      "\u001b[J52          5290        0.0364005   nan             0.153878     nan                                                                                                           12814.7       \n",
      "\u001b[J53          5300        0.0332894   nan             0.11708      nan          0.0445962             nan                        0.094886                nan                     12914.3       \n",
      "\u001b[J53          5310        0.0348336   nan             0.125081     nan                                                                                                           12952.8       \n",
      "\u001b[J53          5320        0.0360694   nan             0.165182     nan                                                                                                           12965.6       \n",
      "\u001b[J53          5330        0.0418003   0.665952        0.193835     0.286793                                                                                                      12980.1       \n",
      "\u001b[J53          5340        0.0455164   nan             0.122202     nan                                                                                                           12993.1       \n",
      "\u001b[J53          5350        0.0459331   0.525303        0.115752     nan                                                                                                           13004.6       \n",
      "\u001b[J53          5360        0.0444089   0.53631         0.173816     0.245288                                                                                                      13016.3       \n",
      "\u001b[J53          5370        0.0460122   nan             0.112728     nan                                                                                                           13030.9       \n",
      "\u001b[J53          5380        0.0617124   0.743506        0.167086     0.253032                                                                                                      13045.5       \n",
      "\u001b[J53          5390        0.0428591   0.67            0.237825     0.337279                                                                                                      13059.9       \n",
      "\u001b[J54          5400        0.0462517   nan             0.127716     nan          0.0423679             nan                        0.115663                nan                     13197.9       \n",
      "\u001b[J54          5410        0.042443    nan             0.125256     nan                                                                                                           13256.1       \n",
      "\u001b[J54          5420        0.0638739   0.79            0.13477      0.218074                                                                                                      13272.1       \n",
      "\u001b[J54          5430        0.0342089   0.607143        0.207891     0.289564                                                                                                      13287.5       \n",
      "\u001b[J54          5440        0.0445904   0.591667        0.0777372    nan                                                                                                           13304         \n",
      "\u001b[J54          5450        0.0467348   0.725           0.186592     0.269759                                                                                                      13318.3       \n",
      "\u001b[J54          5460        0.0640876   0.466667        0.151321     nan                                                                                                           13332.8       \n",
      "\u001b[J54          5470        0.0436227   0.700476        0.220847     0.313529                                                                                                      13347.3       \n",
      "\u001b[J54          5480        0.035644    0.666429        0.164958     nan                                                                                                           13361         \n",
      "\u001b[J54          5490        0.0369859   0.631667        0.186102     nan                                                                                                           13374.2       \n",
      "\u001b[J55          5500        0.0556098   0.704762        0.0961785    nan          0.039135              nan                        0.143328                nan                     13515.8       \n",
      "\u001b[J55          5510        0.0377694   nan             0.17487      nan                                                                                                           13571.5       \n",
      "\u001b[J55          5520        0.05346     nan             0.115617     nan                                                                                                           13588.4       \n",
      "\u001b[J55          5530        0.0596462   0.48            0.192624     nan                                                                                                           13604.8       \n",
      "\u001b[J55          5540        0.0461421   0.771111        0.167875     0.257457                                                                                                      13620.9       \n",
      "\u001b[J55          5550        0.046645    nan             0.0999802    nan                                                                                                           13636.6       \n",
      "\u001b[J55          5560        0.0615657   0.841667        0.101995     0.179241                                                                                                      13652.9       \n",
      "\u001b[J55          5570        0.0431158   nan             0.170742     nan                                                                                                           13669.6       \n",
      "\u001b[J55          5580        0.0471851   nan             0.136721     nan                                                                                                           13684.8       \n",
      "\u001b[J55          5590        0.0396345   0.737143        0.124747     nan                                                                                                           13698.5       \n",
      "\u001b[J56          5600        0.0472186   nan             0.211003     nan          0.0405416             nan                        0.128436                nan                     13828.1       \n",
      "\u001b[J56          5610        0.0460739   nan             0.146718     nan                                                                                                           13888.7       \n",
      "\u001b[J56          5620        0.0505523   nan             0.173843     nan                                                                                                           13904.1       \n",
      "\u001b[J56          5630        0.0625672   nan             0.096943     nan                                                                                                           13917.8       \n",
      "\u001b[J56          5640        0.048736    0.746667        0.213554     0.306454                                                                                                      13932.9       \n",
      "\u001b[J56          5650        0.0402264   0.740476        0.144095     0.229182                                                                                                      13948.7       \n",
      "\u001b[J56          5660        0.0415803   nan             0.142314     nan                                                                                                           13963.6       \n",
      "\u001b[J56          5670        0.0394244   0.593333        0.107353     nan                                                                                                           13978.3       \n",
      "\u001b[J56          5680        0.0451877   0.721667        0.178265     0.253773                                                                                                      13992.3       \n",
      "\u001b[J56          5690        0.0398686   0.785714        0.158374     nan                                                                                                           14006.4       \n",
      "\u001b[J57          5700        0.0357314   0.811667        0.207288     0.307511     0.0417414             nan                        0.121988                nan                     14144.2       \n",
      "\u001b[J57          5710        0.0563263   0.72881         0.200923     0.291933                                                                                                      14200         \n",
      "\u001b[J57          5720        0.0350521   nan             0.176386     nan                                                                                                           14214.3       \n",
      "\u001b[J57          5730        0.066371    0.825833        0.160568     0.232522                                                                                                      14228.3       \n",
      "\u001b[J57          5740        0.0450991   0.657143        0.165914     0.241267                                                                                                      14241.9       \n",
      "\u001b[J57          5750        0.0404638   0.799524        0.199666     0.306871                                                                                                      14257.7       \n",
      "\u001b[J57          5760        0.0770942   0.653095        0.150723     nan                                                                                                           14279.2       \n",
      "\u001b[J57          5770        0.0414778   nan             0.191484     nan                                                                                                           14302.6       \n",
      "\u001b[J57          5780        0.0542566   nan             0.119852     nan                                                                                                           14319.6       \n",
      "\u001b[J57          5790        0.0462801   nan             0.112638     nan                                                                                                           14333.7       \n",
      "\u001b[J58          5800        0.0408915   nan             0.131262     nan          0.0384337             nan                        0.11052                 nan                     14466.8       \n",
      "\u001b[J58          5810        0.051586    0.683333        0.128458     nan                                                                                                           14520.5       \n",
      "\u001b[J58          5820        0.0420681   0.833333        0.155531     0.257641                                                                                                      14537.5       \n",
      "\u001b[J58          5830        0.0345514   nan             0.194996     nan                                                                                                           14552.2       \n",
      "\u001b[J58          5840        0.0577573   0.737143        0.176016     nan                                                                                                           14570.7       \n",
      "\u001b[J58          5850        0.0521143   nan             0.14897      nan                                                                                                           14587.4       \n",
      "\u001b[J58          5860        0.0413763   0.71            0.104499     nan                                                                                                           14602.8       \n",
      "\u001b[J58          5870        0.0376696   nan             0.243373     nan                                                                                                           14616.2       \n",
      "\u001b[J58          5880        0.0478255   0.7375          0.120199     nan                                                                                                           14630.1       \n",
      "\u001b[J58          5890        0.0356138   0.842262        0.22128      0.32892                                                                                                       14642         \n",
      "\u001b[J59          5900        0.0389492   0.755           0.154042     0.252549     0.0394972             nan                        0.130684                nan                     14769.5       \n",
      "\u001b[J59          5910        0.0542658   0.688333        0.133485     nan                                                                                                           14817.9       \n",
      "\u001b[J59          5920        0.0588367   0.54            0.114702     nan                                                                                                           14830.9       \n",
      "\u001b[J59          5930        0.0492698   0.625           0.240964     nan                                                                                                           14845.3       \n",
      "\u001b[J59          5940        0.0418394   nan             0.178234     nan                                                                                                           14857.3       \n",
      "\u001b[J59          5950        0.0565299   nan             0.256071     nan                                                                                                           14869.3       \n",
      "\u001b[J59          5960        0.0531464   0.775238        0.171307     0.272649                                                                                                      14880.8       \n",
      "\u001b[J59          5970        0.0523217   nan             0.14357      nan                                                                                                           14893         \n",
      "\u001b[J59          5980        0.0421427   nan             0.155806     nan                                                                                                           14906.1       \n",
      "\u001b[J59          5990        0.0422826   nan             0.204959     nan                                                                                                           14917.6       \n",
      "\u001b[J60          6000        0.0616486   0.588333        0.108192     nan          0.0383779             nan                        0.149928                nan                     15043.3       \n",
      "\u001b[J60          6010        0.0377056   nan             0.196933     nan                                                                                                           15093.1       \n",
      "\u001b[J60          6020        0.0424795   0.591667        0.168378     nan                                                                                                           15107.8       \n",
      "\u001b[J60          6030        0.0333511   0.935           0.202619     0.32026                                                                                                       15120.1       \n",
      "\u001b[J60          6040        0.0354865   nan             0.0879499    nan                                                                                                           15134.9       \n",
      "\u001b[J60          6050        0.0345079   0.607143        0.183881     nan                                                                                                           15152.8       \n",
      "\u001b[J60          6060        0.0311661   nan             0.17644      nan                                                                                                           15170.1       \n",
      "\u001b[J60          6070        0.0490605   0.421667        0.106795     nan                                                                                                           15183         \n",
      "\u001b[J60          6080        0.0339092   0.555           0.15668      nan                                                                                                           15199.7       \n",
      "\u001b[J60          6090        0.060731    0.805           0.122307     0.204496                                                                                                      15216.5       \n",
      "\u001b[J61          6100        0.0407639   nan             0.193974     nan          0.0410032             nan                        0.146997                nan                     15342.2       \n",
      "\u001b[J61          6110        0.0426121   nan             0.16043      nan                                                                                                           15399.1       \n",
      "\u001b[J61          6120        0.0410305   nan             0.164676     nan                                                                                                           15412.3       \n",
      "\u001b[J61          6130        0.0343774   0.733333        0.198587     nan                                                                                                           15423.9       \n",
      "\u001b[J61          6140        0.039744    0.581667        0.140245     nan                                                                                                           15440.2       \n",
      "\u001b[J61          6150        0.0605571   nan             0.119375     nan                                                                                                           15454         \n",
      "\u001b[J61          6160        0.0597152   nan             0.106981     nan                                                                                                           15465.5       \n",
      "\u001b[J61          6170        0.0569303   0.765516        0.260211     0.371267                                                                                                      15478.1       \n",
      "\u001b[J61          6180        0.0526539   0.645           0.209805     0.303752                                                                                                      15496.5       \n",
      "\u001b[J61          6190        0.0446284   0.774167        0.161853     0.261468                                                                                                      15508.9       \n",
      "\u001b[J62          6200        0.0714639   nan             0.151443     nan          0.0398595             nan                        0.149162                nan                     15637.8       \n",
      "\u001b[J62          6210        0.0608866   0.666219        0.224782     0.319481                                                                                                      15687.7       \n",
      "\u001b[J62          6220        0.048123    0.709722        0.220276     0.311148                                                                                                      15704.2       \n",
      "\u001b[J62          6230        0.0407274   nan             0.134033     nan                                                                                                           15716.8       \n",
      "\u001b[J62          6240        0.0522517   0.783333        0.137274     0.22442                                                                                                       15731         \n",
      "\u001b[J62          6250        0.0385573   nan             0.134472     nan                                                                                                           15749.7       \n",
      "\u001b[J62          6260        0.0402167   0.473611        0.177208     nan                                                                                                           15764.2       \n",
      "\u001b[J62          6270        0.0518269   nan             0.174876     nan                                                                                                           15778.3       \n",
      "\u001b[J62          6280        0.0402492   0.6775          0.208479     0.305973                                                                                                      15789.4       \n",
      "\u001b[J62          6290        0.0440324   0.672857        0.234155     nan                                                                                                           15801.1       \n",
      "\u001b[J63          6300        0.0461611   0.696667        0.111805     nan          0.0375819             nan                        0.125752                nan                     15926.4       \n",
      "\u001b[J63          6310        0.0386683   0.713333        0.270855     nan                                                                                                           15975.1       \n",
      "\u001b[J63          6320        0.0555386   0.5925          0.15789      nan                                                                                                           15986.5       \n",
      "\u001b[J63          6330        0.0672028   0.686538        0.160636     nan                                                                                                           16000.6       \n",
      "\u001b[J63          6340        0.0459946   0.651515        0.183272     0.273575                                                                                                      16016.4       \n",
      "\u001b[J63          6350        0.0566863   0.745238        0.20754      0.300991                                                                                                      16031.2       \n",
      "\u001b[J63          6360        0.0868051   0.61373         0.120441     0.196465                                                                                                      16047.5       \n",
      "\u001b[J63          6370        0.0323727   nan             0.257906     nan                                                                                                           16064.7       \n",
      "\u001b[J63          6380        0.0326521   0.6875          0.23391      0.290396                                                                                                      16079.5       \n",
      "\u001b[J63          6390        0.0473103   nan             0.138116     nan                                                                                                           16096.9       \n",
      "\u001b[J64          6400        0.0418789   nan             0.113773     nan          0.044242              nan                        0.132362                nan                     16216.9       \n",
      "\u001b[J64          6410        0.0574877   0.64            0.0923993    nan                                                                                                           16269.3       \n",
      "\u001b[J64          6420        0.0487667   0.628373        0.248209     0.340113                                                                                                      16282         \n",
      "\u001b[J64          6430        0.0534398   0.699603        0.194221     nan                                                                                                           16295         \n",
      "\u001b[J64          6440        0.0381148   0.789048        0.237016     0.348175                                                                                                      16307.8       \n",
      "\u001b[J64          6450        0.0582706   0.7775          0.222702     0.331476                                                                                                      16321.5       \n",
      "\u001b[J64          6460        0.0505882   0.618409        0.15549      0.221194                                                                                                      16334.2       \n",
      "\u001b[J64          6470        0.0774831   0.683333        0.117089     nan                                                                                                           16348.1       \n",
      "\u001b[J64          6480        0.043622    0.706984        0.248023     0.295221                                                                                                      16359.3       \n",
      "\u001b[J64          6490        0.0407421   0.746667        0.199138     nan                                                                                                           16371         \n",
      "\u001b[J65          6500        0.0578291   nan             0.114303     nan          0.0399062             nan                        0.0957742               nan                     16492.7       \n",
      "\u001b[J65          6510        0.0539926   0.783333        0.159175     0.250704                                                                                                      16549.7       \n",
      "\u001b[J65          6520        0.0391934   0.67            0.195139     nan                                                                                                           16562.2       \n",
      "\u001b[J65          6530        0.0388683   0.58381         0.199617     nan                                                                                                           16576.6       \n",
      "\u001b[J65          6540        0.0396019   0.785           0.19177      0.299601                                                                                                      16589         \n",
      "\u001b[J65          6550        0.0601555   nan             0.142983     nan                                                                                                           16600.4       \n",
      "\u001b[J65          6560        0.0366901   nan             0.176389     nan                                                                                                           16613.7       \n",
      "\u001b[J65          6570        0.0575542   nan             0.172362     nan                                                                                                           16627.7       \n",
      "\u001b[J65          6580        0.0422782   0.65            0.134219     nan                                                                                                           16641.6       \n",
      "\u001b[J65          6590        0.0410953   0.695833        0.165139     nan                                                                                                           16652.7       \n",
      "\u001b[J66          6600        0.0474824   0.705278        0.140472     0.227353     0.0400403             nan                        0.1407                  nan                     16781.1       \n",
      "\u001b[J66          6610        0.0389896   0.753333        0.150801     0.213993                                                                                                      16830.1       \n",
      "\u001b[J66          6620        0.0641807   0.690584        0.210478     0.3078                                                                                                        16844.7       \n",
      "\u001b[J66          6630        0.0571799   0.829167        0.211918     0.323776                                                                                                      16857.3       \n",
      "\u001b[J66          6640        0.040379    0.628333        0.232669     nan                                                                                                           16870.2       \n",
      "\u001b[J66          6650        0.0500233   0.71447         0.166315     nan                                                                                                           16887         \n",
      "\u001b[J66          6660        0.0340704   0.85            0.213695     nan                                                                                                           16898.3       \n",
      "\u001b[J66          6670        0.0504784   0.723333        0.173695     0.272457                                                                                                      16912.1       \n",
      "\u001b[J66          6680        0.038623    0.719275        0.233093     0.337433                                                                                                      16925.8       \n",
      "\u001b[J66          6690        0.0361528   0.760556        0.209073     nan                                                                                                           16936.4       \n",
      "\u001b[J67          6700        0.0351301   0.723333        0.15812      0.245555     0.0424151             nan                        0.160311                nan                     17060.3       \n",
      "\u001b[J67          6710        0.0398037   nan             0.10845      nan                                                                                                           17121.9       \n",
      "\u001b[J67          6720        0.0428283   0.558889        0.18631      nan                                                                                                           17136.9       \n",
      "\u001b[J67          6730        0.0421936   0.612381        0.146738     nan                                                                                                           17152         \n",
      "\u001b[J67          6740        0.0427397   nan             0.175253     nan                                                                                                           17168.3       \n",
      "\u001b[J67          6750        0.0462196   0.75447         0.218275     0.302504                                                                                                      17183.1       \n",
      "\u001b[J67          6760        0.036901    0.731429        0.187413     0.2819                                                                                                        17199         \n",
      "\u001b[J67          6770        0.039389    nan             0.160675     nan                                                                                                           17216         \n",
      "\u001b[J67          6780        0.0402798   nan             0.192217     nan                                                                                                           17232.9       \n",
      "\u001b[J67          6790        0.0408414   0.577976        0.193921     0.280832                                                                                                      17250.4       \n",
      "\u001b[J68          6800        0.0418868   0.750833        0.23203      0.333221     0.0412778             nan                        0.143844                nan                     17386.6       \n",
      "\u001b[J68          6810        0.0389406   0.592857        0.245553     nan                                                                                                           17445.6       \n",
      "\u001b[J68          6820        0.0521142   nan             0.162505     nan                                                                                                           17460.1       \n",
      "\u001b[J68          6830        0.0418855   0.595476        0.194169     0.280545                                                                                                      17473.7       \n",
      "\u001b[J68          6840        0.0363635   0.75619         0.219454     0.314659                                                                                                      17491.1       \n",
      "\u001b[J68          6850        0.0539396   0.825           0.1713       0.270985                                                                                                      17507.5       \n",
      "\u001b[J68          6860        0.0553107   0.711923        0.181899     nan                                                                                                           17526.2       \n",
      "\u001b[J68          6870        0.0380842   nan             0.167941     nan                                                                                                           17540.2       \n",
      "\u001b[J68          6880        0.0466443   0.719048        0.182421     0.276264                                                                                                      17556.2       \n",
      "\u001b[J68          6890        0.0362581   nan             0.180857     nan                                                                                                           17570.5       \n",
      "\u001b[J69          6900        0.0409087   0.607222        0.21919      nan          0.0372729             nan                        0.156631                nan                     17717.1       \n",
      "\u001b[J69          6910        0.0480991   0.775476        0.278315     0.38783                                                                                                       17782.9       \n",
      "\u001b[J69          6920        0.051348    nan             0.0881974    nan                                                                                                           17797.8       \n",
      "\u001b[J69          6930        0.0500122   nan             0.129385     nan                                                                                                           17810.4       \n",
      "\u001b[J69          6940        0.0271171   nan             nan          nan                                                                                                           17823.1       \n",
      "\u001b[J69          6950        0.0822209   0.751667        0.163359     nan                                                                                                           17837.8       \n",
      "\u001b[J69          6960        0.0528326   0.711429        0.206487     nan                                                                                                           17855.1       \n",
      "\u001b[J69          6970        0.0444997   0.73631         0.207916     0.313797                                                                                                      17869.2       \n",
      "\u001b[J69          6980        0.0352815   0.891667        0.236866     0.35546                                                                                                       17882.1       \n",
      "\u001b[J69          6990        0.0532166   nan             0.17322      nan                                                                                                           17898         \n",
      "\u001b[J70          7000        0.0389382   0.674167        0.199138     0.295266     0.0368655             nan                        0.141351                nan                     18028.8       \n",
      "\u001b[J70          7010        0.0545047   nan             0.196712     nan                                                                                                           18087         \n",
      "\u001b[J70          7020        0.0551271   0.781703        0.235359     0.329077                                                                                                      18100.6       \n",
      "\u001b[J70          7030        0.0536577   0.628095        0.152101     nan                                                                                                           18113.6       \n",
      "\u001b[J70          7040        0.0445318   0.73            0.163837     nan                                                                                                           18125.4       \n",
      "\u001b[J70          7050        0.0478601   nan             0.106008     nan                                                                                                           18137.2       \n",
      "\u001b[J70          7060        0.0350152   nan             0.0928984    nan                                                                                                           18148.6       \n",
      "\u001b[J70          7070        0.0534629   0.860714        0.155746     0.256075                                                                                                      18163         \n",
      "\u001b[J70          7080        0.06113     0.757143        0.201836     0.289482                                                                                                      18176.8       \n",
      "\u001b[J70          7090        0.0330037   nan             0.279583     nan                                                                                                           18188.2       \n",
      "\u001b[J71          7100        0.0345241   0.7925          0.208543     0.313188     0.044471              nan                        0.122645                nan                     18305.4       \n",
      "\u001b[J71          7110        0.0339577   nan             0.145049     nan                                                                                                           18352.8       \n",
      "\u001b[J71          7120        0.0346551   0.578333        0.148474     nan                                                                                                           18367.8       \n",
      "\u001b[J71          7130        0.0490953   nan             0.160021     nan                                                                                                           18383.3       \n",
      "\u001b[J71          7140        0.0362369   0.672381        0.204846     0.309918                                                                                                      18396.9       \n",
      "\u001b[J71          7150        0.0365009   nan             0.252251     nan                                                                                                           18408.1       \n",
      "\u001b[J71          7160        0.040283    0.864167        0.221046     0.32227                                                                                                       18420.1       \n",
      "\u001b[J71          7170        0.0506343   0.826667        0.191284     0.285387                                                                                                      18432.4       \n",
      "\u001b[J71          7180        0.0421742   0.708333        0.19128      0.290885                                                                                                      18446.6       \n",
      "\u001b[J71          7190        0.0538355   0.540476        0.19418      nan                                                                                                           18458.3       \n",
      "\u001b[J72          7200        0.0472113   nan             0.222351     nan          0.0424356             nan                        0.164467                nan                     18568.6       \n",
      "\u001b[J72          7210        0.0587564   0.755833        0.257393     0.361147                                                                                                      18615.8       \n",
      "\u001b[J72          7220        0.0397427   0.640476        0.150067     0.230268                                                                                                      18627         \n",
      "\u001b[J72          7230        0.0619985   0.570238        0.150634     nan                                                                                                           18639.4       \n",
      "\u001b[J72          7240        0.0441704   nan             0.205286     nan                                                                                                           18653.3       \n",
      "\u001b[J72          7250        0.0450374   0.672478        0.196764     0.284986                                                                                                      18664.3       \n",
      "\u001b[J72          7260        0.0426405   0.699484        0.206826     0.312212                                                                                                      18676.4       \n",
      "\u001b[J72          7270        0.0267938   0.695           0.207215     nan                                                                                                           18687.7       \n",
      "\u001b[J72          7280        0.0602629   0.70631         0.162812     0.238032                                                                                                      18700.9       \n",
      "\u001b[J72          7290        0.0657357   0.764167        0.188505     0.276135                                                                                                      18714.4       \n",
      "\u001b[J73          7300        0.0407077   0.546883        0.24227      nan          0.0372638             nan                        0.201201                nan                     18820.5       \n",
      "\u001b[J73          7310        0.0596625   0.682024        0.250371     nan                                                                                                           18867.9       \n",
      "\u001b[J73          7320        0.0345399   0.705           0.199738     0.304663                                                                                                      18880         \n",
      "\u001b[J73          7330        0.0515175   0.838095        0.225237     0.339376                                                                                                      18890.9       \n",
      "\u001b[J73          7340        0.0437298   nan             0.176708     nan                                                                                                           18903.4       \n",
      "\u001b[J73          7350        0.0430335   nan             0.164015     nan                                                                                                           18915.1       \n",
      "\u001b[J73          7360        0.0327625   nan             0.248492     nan                                                                                                           18925.8       \n",
      "\u001b[J73          7370        0.0319271   0.783333        0.180867     0.280755                                                                                                      18937.1       \n",
      "\u001b[J73          7380        0.062438    0.66            0.124109     nan                                                                                                           18948.8       \n",
      "\u001b[J73          7390        0.0349635   0.695           0.256919     0.368532                                                                                                      18959.8       \n",
      "\u001b[J74          7400        0.0815561   0.749545        0.202924     0.287488     0.0411586             nan                        0.202466                nan                     19069         \n",
      "\u001b[J74          7410        0.0372252   0.627092        0.270692     0.364656                                                                                                      19115.7       \n",
      "\u001b[J74          7420        0.0354049   0.535913        0.222722     nan                                                                                                           19127.6       \n",
      "\u001b[J74          7430        0.0303942   0.736429        0.219383     nan                                                                                                           19138.5       \n",
      "\u001b[J74          7440        0.0516047   nan             0.112532     nan                                                                                                           19150.4       \n",
      "\u001b[J74          7450        0.0374624   0.762778        0.191467     0.294027                                                                                                      19162.4       \n",
      "\u001b[J74          7460        0.0427659   nan             0.236267     nan                                                                                                           19175.2       \n",
      "\u001b[J74          7470        0.0354867   nan             0.144167     nan                                                                                                           19185.7       \n",
      "\u001b[J74          7480        0.0457328   nan             0.167954     nan                                                                                                           19196.8       \n",
      "\u001b[J74          7490        0.0643706   nan             0.170646     nan                                                                                                           19209.4       \n",
      "\u001b[J75          7500        0.0373808   0.668452        0.285839     nan          0.0424028             nan                        0.180907                nan                     19320.8       \n",
      "\u001b[J75          7510        0.060321    0.830159        0.147233     0.24122                                                                                                       19369         \n",
      "\u001b[J75          7520        0.0401284   0.736944        0.269732     nan                                                                                                           19380.8       \n",
      "\u001b[J75          7530        0.0437337   0.661429        0.143493     0.222584                                                                                                      19393.7       \n",
      "\u001b[J75          7540        0.0550603   0.728333        0.170205     0.260466                                                                                                      19407.6       \n",
      "\u001b[J75          7550        0.0674186   0.605           0.134571     nan                                                                                                           19420.9       \n",
      "\u001b[J75          7560        0.0360356   0.555754        0.200797     nan                                                                                                           19440.7       \n",
      "\u001b[J75          7570        0.0464824   0.800833        0.159837     0.255299                                                                                                      19456.8       \n",
      "\u001b[J75          7580        0.0478365   0.820476        0.23539      0.347572                                                                                                      19471.6       \n",
      "\u001b[J75          7590        0.0538275   0.474286        0.12888      nan                                                                                                           19493.8       \n",
      "\u001b[J76          7600        0.0472643   0.692937        0.170467     0.267441     0.0435377             nan                        0.155179                nan                     19628.8       \n",
      "\u001b[J76          7610        0.0454305   0.774048        0.169177     0.268253                                                                                                      19698.9       \n",
      "\u001b[J76          7620        0.0377426   0.821429        0.173122     0.273481                                                                                                      19717.6       \n",
      "\u001b[J76          7630        0.0330414   0.83            0.250204     0.371308                                                                                                      19731.7       \n",
      "\u001b[J76          7640        0.0503983   nan             0.1796       nan                                                                                                           19748         \n",
      "\u001b[J76          7650        0.0498489   0.732937        0.258401     0.351638                                                                                                      19762.4       \n",
      "\u001b[J76          7660        0.046114    0.726429        0.145834     0.234484                                                                                                      19775.1       \n",
      "\u001b[J76          7670        0.0432754   0.557857        0.212656     nan                                                                                                           19789.4       \n",
      "\u001b[J76          7680        0.0431126   0.637857        0.189842     0.273005                                                                                                      19804.3       \n",
      "\u001b[J76          7690        0.0806563   0.813333        0.192182     0.295794                                                                                                      19819.6       \n",
      "\u001b[J77          7700        0.0428406   0.617551        0.315741     0.396865     0.0406922             nan                        0.244407                nan                     19950.3       \n",
      "\u001b[J77          7710        0.0631376   0.64127         0.15166      nan                                                                                                           19994.3       \n",
      "\u001b[J77          7720        0.0643739   0.64246         0.171598     0.254476                                                                                                      20007         \n",
      "\u001b[J77          7730        0.0457071   0.634048        0.202378     nan                                                                                                           20019.2       \n",
      "\u001b[J77          7740        0.051612    0.735           0.214141     0.300433                                                                                                      20030.9       \n",
      "\u001b[J77          7750        0.0415581   0.605556        0.149618     0.232438                                                                                                      20042.1       \n",
      "\u001b[J77          7760        0.0358627   0.673611        0.247024     nan                                                                                                           20053.1       \n",
      "\u001b[J77          7770        0.0471392   0.6             0.224706     nan                                                                                                           20066.8       \n",
      "\u001b[J77          7780        0.036345    nan             0.120907     nan                                                                                                           20078.2       \n",
      "\u001b[J77          7790        0.0496396   0.775           0.126439     nan                                                                                                           20090.1       \n",
      "\u001b[J78          7800        0.0343467   0.800833        0.314094     0.418928     0.0399732             nan                        0.192963                nan                     20219.3       \n",
      "\u001b[J78          7810        0.035815    nan             0.185189     nan                                                                                                           20276.1       \n",
      "\u001b[J78          7820        0.0546383   0.678333        0.166694     0.260128                                                                                                      20294.7       \n",
      "\u001b[J78          7830        0.0553295   0.603333        0.190377     0.253854                                                                                                      20311.5       \n",
      "\u001b[J78          7840        0.0390797   0.741905        0.197577     0.304838                                                                                                      20331.7       \n",
      "\u001b[J78          7850        0.0420738   nan             0.167758     nan                                                                                                           20348.4       \n",
      "\u001b[J78          7860        0.0331488   0.663333        0.219081     nan                                                                                                           20362.8       \n",
      "\u001b[J78          7870        0.0401109   nan             0.16748      nan                                                                                                           20376.5       \n",
      "\u001b[J78          7880        0.0439514   nan             0.178263     nan                                                                                                           20392.1       \n",
      "\u001b[J78          7890        0.044179    nan             0.181428     nan                                                                                                           20412.1       \n",
      "\u001b[J79          7900        0.032657    0.744318        0.256629     nan          0.0445649             nan                        0.176471                nan                     20540.8       \n",
      "\u001b[J79          7910        0.0481487   0.815           0.166302     0.259748                                                                                                      20595         \n",
      "\u001b[J79          7920        0.045597    0.654286        0.14755      nan                                                                                                           20612.4       \n",
      "\u001b[J79          7930        0.0472398   0.694524        0.223946     0.323885                                                                                                      20628.8       \n",
      "\u001b[J79          7940        0.0339856   0.770476        0.259747     0.366563                                                                                                      20643.4       \n",
      "\u001b[J79          7950        0.0569748   0.641667        0.200817     0.290885                                                                                                      20657.3       \n",
      "\u001b[J79          7960        0.0441566   0.810952        0.285065     0.402824                                                                                                      20670.8       \n",
      "\u001b[J79          7970        0.0660839   0.523929        0.225678     nan                                                                                                           20684.6       \n",
      "\u001b[J79          7980        0.0364753   0.775909        0.243562     0.355455                                                                                                      20700.1       \n",
      "\u001b[J79          7990        0.0290527   0.684643        0.330589     0.393406                                                                                                      20713.6       \n",
      "\u001b[J80          8000        0.0363708   0.775909        0.264963     0.362986     0.0390999             nan                        0.18975                 nan                     20856.3       \n",
      "\u001b[J80          8010        0.0531908   0.747778        0.193334     0.293167                                                                                                      20921.5       \n",
      "\u001b[J80          8020        0.0513178   nan             0.195972     nan                                                                                                           20937.5       \n",
      "\u001b[J80          8030        0.0346227   0.654722        0.249964     0.349012                                                                                                      20954.1       \n",
      "\u001b[J80          8040        0.037373    0.866667        0.200436     0.316267                                                                                                      20967.5       \n",
      "\u001b[J80          8050        0.0388948   0.735714        0.170645     nan                                                                                                           20988.2       \n",
      "\u001b[J80          8060        0.0583783   0.750714        0.275885     0.373227                                                                                                      21004.6       \n",
      "\u001b[J80          8070        0.0568811   0.654167        0.177899     nan                                                                                                           21021.1       \n",
      "\u001b[J80          8080        0.0471086   0.572619        0.187037     0.263317                                                                                                      21040.8       \n",
      "\u001b[J80          8090        0.0386856   0.541786        0.209194     nan                                                                                                           21058.2       \n",
      "\u001b[J81          8100        0.0362402   0.753333        0.219438     0.330136     0.0432825             nan                        0.139224                nan                     21289.4       \n",
      "\u001b[J81          8110        0.0485622   nan             0.189379     nan                                                                                                           21408.9       \n",
      "\u001b[J81          8120        0.0355433   0.715476        0.201624     0.297702                                                                                                      21429.3       \n",
      "\u001b[J81          8130        0.0369228   0.666548        0.281817     0.375882                                                                                                      21447.7       \n",
      "\u001b[J81          8140        0.0668603   0.78381         0.197973     0.306603                                                                                                      21470.7       \n",
      "\u001b[J81          8150        0.0387632   0.792143        0.247097     0.359116                                                                                                      21488         \n",
      "\u001b[J81          8160        0.0397339   0.675           0.187348     nan                                                                                                           21506.1       \n",
      "\u001b[J81          8170        0.0291182   0.6625          0.230335     0.325845                                                                                                      21522.3       \n",
      "\u001b[J81          8180        0.0399728   nan             0.151204     nan                                                                                                           21536.1       \n",
      "\u001b[J81          8190        0.0463487   0.76            0.178929     0.28009                                                                                                       21551.3       \n",
      "\u001b[J82          8200        0.0460344   0.646494        0.134389     nan          0.0360424             nan                        0.193573                nan                     21709.8       \n",
      "\u001b[J82          8210        0.0415936   0.661071        0.206942     0.309519                                                                                                      21772.1       \n",
      "\u001b[J82          8220        0.0449314   0.765           0.247433     0.355016                                                                                                      21787.1       \n",
      "\u001b[J82          8230        0.0515151   0.738413        0.314367     0.367261                                                                                                      21805.8       \n",
      "\u001b[J82          8240        0.0455688   0.710595        0.249201     0.342757                                                                                                      21825.1       \n",
      "\u001b[J82          8250        0.033878    0.727143        0.309551     0.409082                                                                                                      21840         \n",
      "\u001b[J82          8260        0.0362503   0.754167        0.31832      0.436714                                                                                                      21857.7       \n",
      "\u001b[J82          8270        0.0503603   0.750357        0.212632     0.301775                                                                                                      21873.6       \n",
      "\u001b[J82          8280        0.0429132   0.60127         0.178857     nan                                                                                                           21892         \n",
      "\u001b[J82          8290        0.0592035   0.525079        0.201878     nan                                                                                                           21907.6       \n",
      "\u001b[J83          8300        0.0331241   nan             0.270417     nan          0.0406655             nan                        0.188782                nan                     22072.2       \n",
      "\u001b[J83          8310        0.0434859   0.734167        0.165296     0.256431                                                                                                      22137.5       \n",
      "\u001b[J83          8320        0.0405155   0.781688        0.210119     0.316906                                                                                                      22157.4       \n",
      "\u001b[J83          8330        0.0360764   0.64            0.186979     nan                                                                                                           22174.6       \n",
      "\u001b[J83          8340        0.0468438   0.72381         0.201079     0.293043                                                                                                      22192         \n",
      "\u001b[J83          8350        0.0408456   0.702698        0.250404     0.352147                                                                                                      22208.1       \n",
      "\u001b[J83          8360        0.0362292   0.752619        0.252406     0.369095                                                                                                      22223.9       \n",
      "\u001b[J83          8370        0.0344768   0.684762        0.145026     0.225725                                                                                                      22240.9       \n",
      "\u001b[J83          8380        0.0539139   nan             0.194279     nan                                                                                                           22256.6       \n",
      "\u001b[J83          8390        0.0353345   0.655           0.234089     0.324774                                                                                                      22273.3       \n",
      "\u001b[J84          8400        0.0400135   0.755833        0.212093     0.314662     0.0409492             nan                        0.189958                nan                     22432.7       \n",
      "\u001b[J84          8410        0.0440249   0.797262        0.246447     0.360338                                                                                                      22493.2       \n",
      "\u001b[J84          8420        0.0405007   0.703333        0.231858     nan                                                                                                           22510.4       \n",
      "\u001b[J84          8430        0.0446101   0.571429        0.16247      nan                                                                                                           22527.1       \n",
      "\u001b[J84          8440        0.0332509   0.765           0.212609     0.315903                                                                                                      22545         \n",
      "\u001b[J84          8450        0.0428116   0.718175        0.245945     0.350526                                                                                                      22562.6       \n",
      "\u001b[J84          8460        0.0450064   0.625           0.151586     nan                                                                                                           22582.5       \n",
      "\u001b[J84          8470        0.0367657   0.691209        0.239264     nan                                                                                                           22600.5       \n",
      "\u001b[J84          8480        0.0387359   nan             0.20062      nan                                                                                                           22616.5       \n",
      "\u001b[J84          8490        0.0354741   0.749502        0.294847     0.406885                                                                                                      22631.8       \n",
      "\u001b[J85          8500        0.0498276   0.834524        0.210088     0.315311     0.0360073             nan                        nan                     nan                     22795.4       \n",
      "\u001b[J85          8510        0.0358269   0.724351        0.261452     nan                                                                                                           22855.9       \n",
      "\u001b[J85          8520        0.0371685   0.647619        0.223409     0.318993                                                                                                      22871.4       \n",
      "\u001b[J85          8530        0.0344152   0.810556        0.238354     0.35166                                                                                                       22889.6       \n",
      "\u001b[J85          8540        0.0381701   0.665427        0.238517     0.335184                                                                                                      22906.7       \n",
      "\u001b[J85          8550        0.0433044   0.796538        0.251266     0.360924                                                                                                      22920.9       \n",
      "\u001b[J85          8560        0.0371846   0.760833        0.23008      0.34332                                                                                                       22935.5       \n",
      "\u001b[J85          8570        0.0535549   0.688373        0.289405     0.370759                                                                                                      22948.9       \n",
      "\u001b[J85          8580        0.0380739   0.755159        0.225996     nan                                                                                                           22964.9       \n",
      "\u001b[J85          8590        0.0387486   nan             0.201583     nan                                                                                                           22979.5       \n",
      "\u001b[J86          8600        0.0330371   0.77381         0.219915     0.327797     0.0387963             nan                        0.189709                nan                     23114.8       \n",
      "\u001b[J86          8610        0.0388652   0.683333        0.187691     0.282394                                                                                                      23177.5       \n",
      "\u001b[J86          8620        0.0426923   0.8175          0.192406     0.302605                                                                                                      23194.4       \n",
      "\u001b[J86          8630        0.0557194   0.65337         0.204091     nan                                                                                                           23207.3       \n",
      "\u001b[J86          8640        0.0425215   0.454773        0.173913     0.23623                                                                                                       23221.1       \n",
      "\u001b[J86          8650        0.0398824   0.575873        0.211857     0.275061                                                                                                      23236         \n",
      "\u001b[J86          8660        0.0414714   nan             0.161847     nan                                                                                                           23251.1       \n",
      "\u001b[J86          8670        0.0509246   0.667857        0.192191     nan                                                                                                           23269.9       \n",
      "\u001b[J86          8680        0.0317926   0.62855         0.286406     0.381356                                                                                                      23283.1       \n",
      "\u001b[J86          8690        0.0344287   0.766136        0.258908     0.373609                                                                                                      23296         \n",
      "\u001b[J87          8700        0.0476175   nan             0.122662     nan          0.0403782             nan                        0.182509                nan                     23420.6       \n",
      "\u001b[J87          8710        0.0466911   nan             0.200314     nan                                                                                                           23471         \n",
      "\u001b[J87          8720        0.0335024   0.718889        0.224197     0.326738                                                                                                      23484.2       \n",
      "\u001b[J87          8730        0.0329473   nan             0.143295     nan                                                                                                           23496.5       \n",
      "\u001b[J87          8740        0.0407621   nan             0.188125     nan                                                                                                           23509.9       \n",
      "\u001b[J87          8750        0.0375259   0.748214        0.204951     0.313472                                                                                                      23523.7       \n",
      "\u001b[J87          8760        0.0310982   nan             0.162513     nan                                                                                                           23539.4       \n",
      "\u001b[J87          8770        0.0358431   0.677143        0.203198     nan                                                                                                           23552.8       \n",
      "\u001b[J87          8780        0.0341535   0.814167        0.194109     0.306682                                                                                                      23565.5       \n",
      "\u001b[J87          8790        0.0527887   0.64539         0.248394     0.330758                                                                                                      23577.8       \n",
      "\u001b[J88          8800        0.0355679   0.722222        0.224893     0.332564     0.0384285             nan                        0.177567                nan                     23698.9       \n",
      "\u001b[J88          8810        0.0513577   nan             0.181567     nan                                                                                                           23757.6       \n",
      "\u001b[J88          8820        0.0489977   0.760779        0.240583     0.346743                                                                                                      23770.4       \n",
      "\u001b[J88          8830        0.0547666   0.607967        0.199648     nan                                                                                                           23789.3       \n",
      "\u001b[J88          8840        0.0427381   0.729365        0.208191     0.315272                                                                                                      23805.1       \n",
      "\u001b[J88          8850        0.0366779   nan             0.218353     nan                                                                                                           23822.6       \n",
      "\u001b[J88          8860        0.0507815   0.578517        0.163939     nan                                                                                                           23838.9       \n",
      "\u001b[J88          8870        0.0353332   0.617937        0.218226     0.304558                                                                                                      23854.1       \n",
      "\u001b[J88          8880        0.0488155   0.560556        0.162499     0.237952                                                                                                      23867.7       \n",
      "\u001b[J88          8890        0.0309112   0.700833        0.302696     0.404101                                                                                                      23885.4       \n",
      "\u001b[J89          8900        0.0312313   0.763214        0.266793     nan          0.0391881             nan                        0.184457                nan                     24014.7       \n",
      "\u001b[J89          8910        0.0297453   0.703333        0.195514     nan                                                                                                           24069.6       \n",
      "\u001b[J89          8920        0.0477365   0.716667        0.169331     nan                                                                                                           24085.4       \n",
      "\u001b[J89          8930        0.0371353   0.599167        0.175373     nan                                                                                                           24099.9       \n",
      "\u001b[J89          8940        0.0319386   nan             nan          nan                                                                                                           24119.3       \n",
      "\u001b[J89          8950        0.0440468   0.608333        0.193262     nan                                                                                                           24138.5       \n",
      "\u001b[J89          8960        0.0371789   0.695556        0.31064      0.419853                                                                                                      24156.5       \n",
      "\u001b[J89          8970        0.0431267   nan             0.180408     nan                                                                                                           24175.4       \n",
      "\u001b[J89          8980        0.0321464   nan             0.146798     nan                                                                                                           24194.9       \n",
      "\u001b[J89          8990        0.0396065   0.691667        0.198506     nan                                                                                                           24210         \n",
      "\u001b[J90          9000        0.0450786   nan             0.220544     nan          0.034794              0.59848                    0.219364                nan                     24397.7       \n",
      "\u001b[J90          9010        0.0519262   nan             0.200087     nan                                                                                                           24487.7       \n",
      "\u001b[J90          9020        0.0313847   0.751587        0.31601      0.412748                                                                                                      24505.3       \n",
      "\u001b[J90          9030        0.0360071   0.849524        0.170891     0.27336                                                                                                       24524.6       \n",
      "\u001b[J90          9040        0.0403499   nan             0.124011     nan                                                                                                           24542.5       \n",
      "\u001b[J90          9050        0.0573346   0.740278        0.155442     0.255162                                                                                                      24558.1       \n",
      "\u001b[J90          9060        0.0542028   0.743631        0.208979     0.291618                                                                                                      24572.3       \n",
      "\u001b[J90          9070        0.036353    nan             0.295718     nan                                                                                                           24585.4       \n",
      "\u001b[J90          9080        0.0326774   0.718889        0.25908      nan                                                                                                           24598.9       \n",
      "\u001b[J90          9090        0.0388065   nan             0.164045     nan                                                                                                           24612.8       \n",
      "\u001b[J91          9100        0.0323815   0.830159        0.285704     0.386201     0.0380164             nan                        0.207616                nan                     24783.2       \n",
      "\u001b[J91          9110        0.0331988   0.854167        0.233552     0.351667                                                                                                      24838.2       \n",
      "\u001b[J91          9120        0.0309224   0.600595        0.188649     nan                                                                                                           24851.2       \n",
      "\u001b[J91          9130        0.0304504   0.696667        0.232688     0.335911                                                                                                      24863.7       \n",
      "\u001b[J91          9140        0.0384222   nan             0.158669     nan                                                                                                           24876.8       \n",
      "\u001b[J91          9150        0.0496031   0.681667        0.208748     0.298927                                                                                                      24894.4       \n",
      "\u001b[J91          9160        0.0534719   0.62869         0.246095     0.312139                                                                                                      24911         \n",
      "\u001b[J91          9170        0.0384628   0.634167        0.241505     0.342825                                                                                                      24922.3       \n",
      "\u001b[J91          9180        0.0367275   0.749762        0.197197     0.301561                                                                                                      24939.3       \n",
      "\u001b[J91          9190        0.0356228   0.688333        0.25712      0.357289                                                                                                      24954.5       \n",
      "\u001b[J92          9200        0.0266016   nan             0.295845     nan          0.0410497             nan                        0.177919                nan                     25106.4       \n",
      "\u001b[J92          9210        0.0338358   nan             0.216844     nan                                                                                                           25168.3       \n",
      "\u001b[J92          9220        0.0416275   0.626667        0.174937     nan                                                                                                           25182.8       \n",
      "\u001b[J92          9230        0.0358276   0.67631         0.276832     0.377423                                                                                                      25196.5       \n",
      "\u001b[J92          9240        0.0457112   0.862381        0.231101     0.356517                                                                                                      25210.6       \n",
      "\u001b[J92          9250        0.0378823   nan             0.161636     nan                                                                                                           25225.2       \n",
      "\u001b[J92          9260        0.039081    0.76881         0.23409      0.351277                                                                                                      25243.1       \n",
      "\u001b[J92          9270        0.0411917   0.64197         0.183941     nan                                                                                                           25264.1       \n",
      "\u001b[J92          9280        0.0367124   0.815           0.293719     0.418277                                                                                                      25285.4       \n",
      "\u001b[J92          9290        0.0353426   0.442222        0.203689     nan                                                                                                           25299.2       \n",
      "\u001b[J93          9300        0.0467523   nan             0.277038     nan          0.0381939             nan                        0.200347                nan                     25436.6       \n",
      "\u001b[J93          9310        0.0249235   nan             0.259982     nan                                                                                                           25500         \n",
      "\u001b[J93          9320        0.049745    0.541905        0.165784     nan                                                                                                           25517         \n",
      "\u001b[J93          9330        0.0320573   0.817013        0.332925     0.461636                                                                                                      25533.7       \n",
      "\u001b[J93          9340        0.0304287   0.857778        0.264938     0.378613                                                                                                      25550.2       \n",
      "\u001b[J93          9350        0.033563    0.582778        0.170697     nan                                                                                                           25566.9       \n",
      "\u001b[J93          9360        0.0382505   0.728571        0.249538     nan                                                                                                           25586         \n",
      "\u001b[J93          9370        0.038625    nan             0.185717     nan                                                                                                           25604.1       \n",
      "\u001b[J93          9380        0.0411073   0.702819        0.287022     0.398149                                                                                                      25624.1       \n",
      "\u001b[J93          9390        0.0543871   0.691429        0.210247     0.296436                                                                                                      25638.3       \n",
      "\u001b[J94          9400        0.0374717   0.638993        0.330884     0.4204       0.0353159             nan                        0.19512                 nan                     25777.4       \n",
      "\u001b[J94          9410        0.0458474   0.686061        0.180528     nan                                                                                                           25842.2       \n",
      "\u001b[J94          9420        0.0527372   0.739048        0.259724     0.35604                                                                                                       25856.1       \n",
      "\u001b[J94          9430        0.0293385   0.646538        0.313879     nan                                                                                                           25868.1       \n",
      "\u001b[J94          9440        0.0462231   0.709048        0.210556     0.311481                                                                                                      25883.6       \n",
      "\u001b[J94          9450        0.0368991   0.548767        nan          nan                                                                                                           25906.5       \n",
      "\u001b[J94          9460        0.044831    0.706548        0.263995     0.360265                                                                                                      25922.2       \n",
      "\u001b[J94          9470        0.0418612   0.821667        0.263912     0.391684                                                                                                      25943.6       \n",
      "\u001b[J94          9480        0.0305145   0.706926        0.283763     0.379524                                                                                                      25960.3       \n",
      "\u001b[J94          9490        0.0286859   0.652698        0.319087     0.401816                                                                                                      25976         \n",
      "\u001b[J95          9500        0.0446375   0.538929        0.197442     nan          0.0354781             nan                        0.179653                nan                     26154.4       \n",
      "\u001b[J95          9510        0.0500107   0.71627         0.220152     0.317631                                                                                                      26213.2       \n",
      "\u001b[J95          9520        0.0427914   0.64663         0.159623     nan                                                                                                           26229         \n",
      "\u001b[J95          9530        0.0596098   0.799167        0.291839     0.386272                                                                                                      26246.7       \n",
      "\u001b[J95          9540        0.038367    0.584524        0.21443      nan                                                                                                           26263         \n",
      "\u001b[J95          9550        0.0360647   0.616667        0.165696     nan                                                                                                           26279.2       \n",
      "\u001b[J95          9560        0.032707    0.849351        0.224576     0.337196                                                                                                      26293.1       \n",
      "\u001b[J95          9570        0.0367478   0.674286        0.188045     0.285476                                                                                                      26309.6       \n",
      "\u001b[J95          9580        0.0377223   0.673611        0.231951     0.33502                                                                                                       26324.2       \n",
      "\u001b[J95          9590        0.0399972   0.609286        0.213025     0.299391                                                                                                      26337.2       \n",
      "\u001b[J96          9600        0.0334322   0.88            0.243448     0.363914     0.0424913             nan                        0.164956                nan                     26487.8       \n",
      "\u001b[J96          9610        0.0485998   0.742857        0.188124     0.289932                                                                                                      26547.2       \n",
      "\u001b[J96          9620        0.0295757   0.755238        0.319578     0.414526                                                                                                      26561.2       \n",
      "\u001b[J96          9630        0.0520024   0.6625          0.129231     nan                                                                                                           26575.3       \n",
      "\u001b[J96          9640        0.0344253   0.785238        0.333439     0.451637                                                                                                      26588.5       \n",
      "\u001b[J96          9650        0.0349959   0.516865        0.264087     nan                                                                                                           26606.6       \n",
      "\u001b[J96          9660        0.0346144   0.840476        0.191547     0.293627                                                                                                      26626.6       \n",
      "\u001b[J96          9670        0.0455293   0.710952        0.253904     0.346326                                                                                                      26641.7       \n",
      "\u001b[J96          9680        0.0435449   0.733889        0.2112       0.305932                                                                                                      26659.7       \n",
      "\u001b[J96          9690        0.0256084   0.808333        0.465446     0.544989                                                                                                      26677.5       \n",
      "\u001b[J97          9700        0.0594916   0.721667        0.178814     0.28099      0.0347175             nan                        nan                     nan                     26825.9       \n",
      "\u001b[J97          9710        0.0646381   0.697143        0.217046     0.299395                                                                                                      26888.1       \n",
      "\u001b[J97          9720        0.0601089   0.830833        0.250373     0.359828                                                                                                      26909.3       \n",
      "\u001b[J97          9730        0.0373845   0.683929        0.213507     0.303982                                                                                                      26923.5       \n",
      "\u001b[J97          9740        0.0387366   0.851667        0.271726     0.397482                                                                                                      26939.6       \n",
      "\u001b[J97          9750        0.0417499   0.710833        0.205408     0.291954                                                                                                      26954.9       \n",
      "\u001b[J97          9760        0.0290228   0.945714        0.308144     0.4464                                                                                                        26966.9       \n",
      "\u001b[J97          9770        0.032942    nan             0.195262     nan                                                                                                           26979.8       \n",
      "\u001b[J97          9780        0.0527616   0.710985        0.220587     0.327436                                                                                                      26995.7       \n",
      "\u001b[J97          9790        0.0305791   0.605357        0.243601     0.338762                                                                                                      27012.1       \n",
      "\u001b[J98          9800        0.0317083   0.730714        0.217219     nan          0.0358446             nan                        nan                     nan                     27147.4       \n",
      "\u001b[J98          9810        0.0417747   0.770833        0.215236     0.294799                                                                                                      27198.9       \n",
      "\u001b[J98          9820        0.0678767   0.620418        0.188319     0.264065                                                                                                      27213.8       \n",
      "\u001b[J98          9830        0.0445943   0.675833        0.373421     0.458725                                                                                                      27228.5       \n",
      "\u001b[J98          9840        0.0440827   0.691032        0.248557     0.342553                                                                                                      27241.4       \n",
      "\u001b[J98          9850        0.039923    0.62993         0.271245     0.360159                                                                                                      27255.4       \n",
      "\u001b[J98          9860        0.0342937   0.711111        0.244222     0.356835                                                                                                      27268         \n",
      "\u001b[J98          9870        0.0476239   0.727381        0.257896     0.345143                                                                                                      27281.9       \n",
      "\u001b[J98          9880        0.0543894   0.645833        0.220476     0.306607                                                                                                      27297.1       \n",
      "\u001b[J98          9890        0.0392551   0.81746         0.312883     0.434395                                                                                                      27310.3       \n",
      "\u001b[J99          9900        0.0558902   0.826667        0.269573     0.388562     0.036132              nan                        nan                     nan                     27436.3       \n",
      "\u001b[J99          9910        0.0467086   0.767143        0.232617     0.345309                                                                                                      27487.6       \n",
      "\u001b[J99          9920        0.0545127   0.719167        0.250353     0.345006                                                                                                      27501.3       \n",
      "\u001b[J99          9930        0.0495002   0.751429        0.249722     0.346557                                                                                                      27514.8       \n",
      "\u001b[J99          9940        0.0451381   0.77579         0.29266      0.400564                                                                                                      27529.2       \n",
      "\u001b[J99          9950        0.035166    0.633333        0.209914     nan                                                                                                           27542.3       \n",
      "\u001b[J99          9960        0.0336726   0.717857        0.217748     0.328071                                                                                                      27557         \n",
      "\u001b[J99          9970        0.0368069   nan             0.236545     nan                                                                                                           27570.1       \n",
      "\u001b[J99          9980        0.0397568   0.622222        0.207468     nan                                                                                                           27584.7       \n",
      "\u001b[J99          9990        0.0493222   0.709048        0.197335     0.282122                                                                                                      27599.5       \n",
      "\u001b[J100         10000       0.0296401   0.658889        0.258221     0.349521     0.038383              nan                        0.198477                nan                     27727.2       \n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 以下，デバッグ"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 346,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1/1 [00:00<00:00,  2.26it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 MIDI files are successfully loaded.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "md = mcn.data.MidiDataset(\n",
    "    midis=glob.glob('/Users/yoshidayuuki/Downloads/midiworld/midifile/Darude/Sandstorm.mid'),\n",
    "    size=1000,\n",
    "    sf2_path=soundfont_path,\n",
    "    length_sec=3.0, allow_drum=False, num_part=1, num_channel=1, skip_silence=0.9\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 347,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "position (sec): 50.1-53.1 (total: 244.9)\n",
      "parts: [4] (total: 12)\n",
      "    [4] program: 87, name: \n",
      "synthesizing wave: 0.070 sec\n",
      "fetching score: 0.009 sec\n",
      "(silence then skipped)\n",
      "position (sec): 14.8-17.8 (total: 244.9)\n",
      "parts: [3] (total: 12)\n",
      "    [3] program: 50, name: \n",
      "synthesizing wave: 0.085 sec\n",
      "fetching score: 0.008 sec\n",
      "(silence then skipped)\n",
      "position (sec): 40.3-43.3 (total: 244.9)\n",
      "parts: [7] (total: 12)\n",
      "    [7] program: 109, name: \n",
      "synthesizing wave: 0.100 sec\n",
      "fetching score: 0.028 sec\n"
     ]
    }
   ],
   "source": [
    "w, s = md.get_example(114514, verbose=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EMH5ZIm477wScdUKPgJ/XaH9sz8RDF/VH+3bGvoiOP4WPX9tcE3f3JEZUShGS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\nSef1h83QTccflLV4+vqAba4r73Y1MEq15dF0Q1o1OfqOhT6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ADAMDEJAAAAgGFiEgAAAADDxCQAAAAAholJAAAAAAwTkwAAAAAYJiYBAAAA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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,15))\n",
    "plt.subplot(311)\n",
    "plt.plot(w[:,0])\n",
    "plt.subplot(312)\n",
    "plt.imshow(s[0], origin='lower')\n",
    "plt.subplot(313)\n",
    "plt.imshow(s[1], origin='lower')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from chainer import Chain, ChainList, cuda, gradient_check, Function, Link, \\\n",
    "    optimizers, serializers, utils, Variable, dataset, datasets, using_config, training, iterators\n",
    "from chainer.training import extensions\n",
    "from chainer import functions as F\n",
    "from chainer import links as La"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%autoreload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 324,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from mimicopynet.model.nocqt.model import Net\n",
    "net = Net(num_channel=1, wave_samples=44100, score_samples=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 325,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "x = Variable(np.random.randn(2, 1, 44100).astype(np.float32))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 326,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "y = net(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from mimicopynet.chainer_utils import sigmoid_cross_entropy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "y = Variable(np.array([[-0.8, -0.8],[0.8, -0.8]],dtype=np.float32))\n",
    "t = Variable(np.array([[1, 1],[0, 1]],dtype=np.int32))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "loss = sigmoid_cross_entropy(y, t, class_weight=np.array([1.0, 1.0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "loss2 = F.sigmoid_cross_entropy(y, t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(variable(1.1711006), variable(1.1711006))"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loss, loss2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}