loss_plot.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lspl(fid):\n",
    "    import numpy as np\n",
    "    import matplotlib.pyplot as plt\n",
    "    plt.switch_backend('agg')\n",
    "    sample_interval=200\n",
    "    max_interval=200*1000\n",
    "    #fid=50237\n",
    "    f = open(\"RDB_run.sh.o%d\"%(fid),\"r\")\n",
    "    lines = f.readlines() \n",
    "    train_loss=np.zeros((max_interval,1))\n",
    "    val_loss=np.zeros((max_interval,1))\n",
    "    for line in lines:\n",
    "        tempp=line.split(\" \")\n",
    "        if tempp[0].isdigit():\n",
    "            train_loss[int(tempp[0])]=float(tempp[-1])\n",
    "            pre_ind=int(tempp[0])\n",
    "            #print(float(tempp[0]))\n",
    "        temp=line.split(\":\")\n",
    "        if temp[0]=='Loss':\n",
    "            #print(tempp[0])\n",
    "            val_loss[pre_ind]=float(temp[-1])\n",
    "    \n",
    "    return train_loss,val_loss\n",
    "            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.switch_backend('agg')\n",
    "fid=74851\n",
    "train_loss,val_loss=lspl(fid)\n",
    "ind=np.linspace(0,199999,200000)\n",
    "plt.plot(ind,train_loss,'r',ind[0:200000:200],val_loss[0:200000:200])\n",
    "plt.title('Loss function of DN Degradation mode with scale 3')\n",
    "plt.xlabel('Iteration')\n",
    "plt.legend(['train_MAE','val_MAE'])\n",
    "plt.savefig('loss%d.png'%(fid),dpi=1200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[     0.    200.    400.    600.    800.   1000.   1200.   1400.   1600.\n",
      "   1800.   2000.   2200.   2400.   2600.   2800.   3000.   3200.   3400.\n",
      "   3600.   3800.   4000.   4200.   4400.   4600.   4800.   5000.   5200.\n",
      "   5400.   5600.   5800.   6000.   6200.   6400.   6600.   6800.   7000.\n",
      "   7200.   7400.   7600.   7800.   8000.   8200.   8400.   8600.   8800.\n",
      "   9000.   9200.   9400.   9600.   9800.  10000.  10200.  10400.  10600.\n",
      "  10800.  11000.  11200.  11400.  11600.  11800.  12000.  12200.  12400.\n",
      "  12600.  12800.  13000.  13200.  13400.  13600.  13800.  14000.  14200.\n",
      "  14400.  14600.  14800.  15000.  15200.  15400.  15600.  15800.  16000.\n",
      "  16200.  16400.  16600.  16800.  17000.  17200.  17400.  17600.  17800.\n",
      "  18000.  18200.  18400.  18600.  18800.  19000.  19200.  19400.  19600.\n",
      "  19800.  20000.  20200.  20400.  20600.  20800.  21000.  21200.  21400.\n",
      "  21600.  21800.  22000.  22200.  22400.  22600.  22800.  23000.  23200.\n",
      "  23400.  23600.  23800.  24000.  24200.  24400.  24600.  24800.  25000.\n",
      "  25200.  25400.  25600.  25800.  26000.  26200.  26400.  26600.  26800.\n",
      "  27000.  27200.  27400.  27600.  27800.  28000.  28200.  28400.  28600.\n",
      "  28800.  29000.  29200.  29400.  29600.  29800.  30000.  30200.  30400.\n",
      "  30600.  30800.  31000.  31200.  31400.  31600.  31800.  32000.  32200.\n",
      "  32400.  32600.  32800.  33000.  33200.  33400.  33600.  33800.  34000.\n",
      "  34200.  34400.  34600.  34800.  35000.  35200.  35400.  35600.  35800.\n",
      "  36000.  36200.  36400.  36600.  36800.  37000.  37200.  37400.  37600.\n",
      "  37800.  38000.  38200.  38400.  38600.  38800.  39000.  39200.  39400.\n",
      "  39600.  39800.  40000.  40200.  40400.  40600.  40800.  41000.  41200.\n",
      "  41400.  41600.  41800.  42000.  42200.  42400.  42600.  42800.  43000.\n",
      "  43200.  43400.  43600.  43800.  44000.  44200.  44400.  44600.  44800.\n",
      "  45000.  45200.  45400.  45600.  45800.  46000.  46200.  46400.  46600.\n",
      "  46800.  47000.  47200.  47400.  47600.  47800.  48000.  48200.  48400.\n",
      "  48600.  48800.  49000.  49200.  49400.  49600.  49800.  50000.  50200.\n",
      "  50400.  50600.  50800.  51000.  51200.  51400.  51600.  51800.  52000.\n",
      "  52200.  52400.  52600.  52800.  53000.  53200.  53400.  53600.  53800.\n",
      "  54000.  54200.  54400.  54600.  54800.  55000.  55200.  55400.  55600.\n",
      "  55800.  56000.  56200.  56400.  56600.  56800.  57000.  57200.  57400.\n",
      "  57600.  57800.  58000.  58200.  58400.  58600.  58800.  59000.  59200.\n",
      "  59400.  59600.  59800.  60000.  60200.  60400.  60600.  60800.  61000.\n",
      "  61200.  61400.  61600.  61800.  62000.  62200.  62400.  62600.  62800.\n",
      "  63000.  63200.  63400.  63600.  63800.  64000.  64200.  64400.  64600.\n",
      "  64800.  65000.  65200.  65400.  65600.  65800.  66000.  66200.  66400.\n",
      "  66600.  66800.  67000.  67200.  67400.  67600.  67800.  68000.  68200.\n",
      "  68400.  68600.  68800.  69000.  69200.  69400.  69600.  69800.  70000.\n",
      "  70200.  70400.  70600.  70800.  71000.  71200.  71400.  71600.  71800.\n",
      "  72000.  72200.  72400.  72600.  72800.  73000.  73200.  73400.  73600.\n",
      "  73800.  74000.  74200.  74400.  74600.  74800.  75000.  75200.  75400.\n",
      "  75600.  75800.  76000.  76200.  76400.  76600.  76800.  77000.  77200.\n",
      "  77400.  77600.  77800.  78000.  78200.  78400.  78600.  78800.  79000.\n",
      "  79200.  79400.  79600.  79800.  80000.  80200.  80400.  80600.  80800.\n",
      "  81000.  81200.  81400.  81600.  81800.  82000.  82200.  82400.  82600.\n",
      "  82800.  83000.  83200.  83400.  83600.  83800.  84000.  84200.  84400.\n",
      "  84600.  84800.  85000.  85200.  85400.  85600.  85800.  86000.  86200.\n",
      "  86400.  86600.  86800.  87000.  87200.  87400.  87600.  87800.  88000.\n",
      "  88200.  88400.  88600.  88800.  89000.  89200.  89400.  89600.  89800.\n",
      "  90000.  90200.  90400.  90600.  90800.  91000.  91200.  91400.  91600.\n",
      "  91800.  92000.  92200.  92400.  92600.  92800.  93000.  93200.  93400.\n",
      "  93600.  93800.  94000.  94200.  94400.  94600.  94800.  95000.  95200.\n",
      "  95400.  95600.  95800.  96000.  96200.  96400.  96600.  96800.  97000.\n",
      "  97200.  97400.  97600.  97800.  98000.  98200.  98400.  98600.  98800.\n",
      "  99000.  99200.  99400.  99600.  99800. 100000. 100200. 100400. 100600.\n",
      " 100800. 101000. 101200. 101400. 101600. 101800. 102000. 102200. 102400.\n",
      " 102600. 102800. 103000. 103200. 103400. 103600. 103800. 104000. 104200.\n",
      " 104400. 104600. 104800. 105000. 105200. 105400. 105600. 105800. 106000.\n",
      " 106200. 106400. 106600. 106800. 107000. 107200. 107400. 107600. 107800.\n",
      " 108000. 108200. 108400. 108600. 108800. 109000. 109200. 109400. 109600.\n",
      " 109800. 110000. 110200. 110400. 110600. 110800. 111000. 111200. 111400.\n",
      " 111600. 111800. 112000. 112200. 112400. 112600. 112800. 113000. 113200.\n",
      " 113400. 113600. 113800. 114000. 114200. 114400. 114600. 114800. 115000.\n",
      " 115200. 115400. 115600. 115800. 116000. 116200. 116400. 116600. 116800.\n",
      " 117000. 117200. 117400. 117600. 117800. 118000. 118200. 118400. 118600.\n",
      " 118800. 119000. 119200. 119400. 119600. 119800. 120000. 120200. 120400.\n",
      " 120600. 120800. 121000. 121200. 121400. 121600. 121800. 122000. 122200.\n",
      " 122400. 122600. 122800. 123000. 123200. 123400. 123600. 123800. 124000.\n",
      " 124200. 124400. 124600. 124800. 125000. 125200. 125400. 125600. 125800.\n",
      " 126000. 126200. 126400. 126600. 126800. 127000. 127200. 127400. 127600.\n",
      " 127800. 128000. 128200. 128400. 128600. 128800. 129000. 129200. 129400.\n",
      " 129600. 129800. 130000. 130200. 130400. 130600. 130800. 131000. 131200.\n",
      " 131400. 131600. 131800. 132000. 132200. 132400. 132600. 132800. 133000.\n",
      " 133200. 133400. 133600. 133800. 134000. 134200. 134400. 134600. 134800.\n",
      " 135000. 135200. 135400. 135600. 135800. 136000. 136200. 136400. 136600.\n",
      " 136800. 137000. 137200. 137400. 137600. 137800. 138000. 138200. 138400.\n",
      " 138600. 138800. 139000. 139200. 139400. 139600. 139800. 140000. 140200.\n",
      " 140400. 140600. 140800. 141000. 141200. 141400. 141600. 141800. 142000.\n",
      " 142200. 142400. 142600. 142800. 143000. 143200. 143400. 143600. 143800.\n",
      " 144000. 144200. 144400. 144600. 144800. 145000. 145200. 145400. 145600.\n",
      " 145800. 146000. 146200. 146400. 146600. 146800. 147000. 147200. 147400.\n",
      " 147600. 147800. 148000. 148200. 148400. 148600. 148800. 149000. 149200.\n",
      " 149400. 149600. 149800. 150000. 150200. 150400. 150600. 150800. 151000.\n",
      " 151200. 151400. 151600. 151800. 152000. 152200. 152400. 152600. 152800.\n",
      " 153000. 153200. 153400. 153600. 153800. 154000. 154200. 154400. 154600.\n",
      " 154800. 155000. 155200. 155400. 155600. 155800. 156000. 156200. 156400.\n",
      " 156600. 156800. 157000. 157200. 157400. 157600. 157800. 158000. 158200.\n",
      " 158400. 158600. 158800. 159000. 159200. 159400. 159600. 159800. 160000.\n",
      " 160200. 160400. 160600. 160800. 161000. 161200. 161400. 161600. 161800.\n",
      " 162000. 162200. 162400. 162600. 162800. 163000. 163200. 163400. 163600.\n",
      " 163800. 164000. 164200. 164400. 164600. 164800. 165000. 165200. 165400.\n",
      " 165600. 165800. 166000. 166200. 166400. 166600. 166800. 167000. 167200.\n",
      " 167400. 167600. 167800. 168000. 168200. 168400. 168600. 168800. 169000.\n",
      " 169200. 169400. 169600. 169800. 170000. 170200. 170400. 170600. 170800.\n",
      " 171000. 171200. 171400. 171600. 171800. 172000. 172200. 172400. 172600.\n",
      " 172800. 173000. 173200. 173400. 173600. 173800. 174000. 174200. 174400.\n",
      " 174600. 174800. 175000. 175200. 175400. 175600. 175800. 176000. 176200.\n",
      " 176400. 176600. 176800. 177000. 177200. 177400. 177600. 177800. 178000.\n",
      " 178200. 178400. 178600. 178800. 179000. 179200. 179400. 179600. 179800.\n",
      " 180000. 180200. 180400. 180600. 180800. 181000. 181200. 181400. 181600.\n",
      " 181800. 182000. 182200. 182400. 182600. 182800. 183000. 183200. 183400.\n",
      " 183600. 183800. 184000. 184200. 184400. 184600. 184800. 185000. 185200.\n",
      " 185400. 185600. 185800. 186000. 186200. 186400. 186600. 186800. 187000.\n",
      " 187200. 187400. 187600. 187800. 188000. 188200. 188400. 188600. 188800.\n",
      " 189000. 189200. 189400. 189600. 189800. 190000. 190200. 190400. 190600.\n",
      " 190800. 191000. 191200. 191400. 191600. 191800. 192000. 192200. 192400.\n",
      " 192600. 192800. 193000. 193200. 193400. 193600. 193800. 194000. 194200.\n",
      " 194400. 194600. 194800. 195000. 195200. 195400. 195600. 195800. 196000.\n",
      " 196200. 196400. 196600. 196800. 197000. 197200. 197400. 197600. 197800.\n",
      " 198000. 198200. 198400. 198600. 198800. 199000. 199200. 199400. 199600.\n",
      " 199800.]\n"
     ]
    }
   ],
   "source": [
    "print(ind[0:200000:200])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "language": "python",
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    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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