mountaincar-neural_network.ipynb

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   "source": [
    "# Whatami\n",
    "\n",
    "I am a simple experiment on using qlearning agent setup for MountainCar problem.\n",
    "Being off-policy value based algorithm, qlearning has comparatively poor convergence on this problem (see a2c nearby for comparison) yet it does manage to find some policy that brings him to the end.\n",
    "\n",
    "\n",
    "## About OpenAI Gym\n",
    "\n",
    "* Its a recently published platform that basicly allows you to train agents in a wide variety of environments with near-identical interface.\n",
    "* This is twice as awesome since now we don't need to write a new wrapper for every game\n",
    "* Go check it out!\n",
    "  * Blog post - https://openai.com/blog/openai-gym-beta/\n",
    "  * Github - https://github.com/openai/gym\n",
    "\n",
    "\n",
    "## New to Lasagne and AgentNet?\n",
    "* We only require surface level knowledge of theano and lasagne, so you can just learn them as you go.\n",
    "* Alternatively, you can find Lasagne tutorials here:\n",
    " * Official mnist example: http://lasagne.readthedocs.io/en/latest/user/tutorial.html\n",
    " * From scratch: https://github.com/ddtm/dl-course/tree/master/Seminar4\n",
    " * From theano: https://github.com/craffel/Lasagne-tutorial/blob/master/examples/tutorial.ipynb\n",
    "* This is pretty much the basic tutorial for AgentNet, so it's okay not to know it.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
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     "text": [
      "Collecting https://github.com/yandexdataschool/agentnet/archive/master.zip\n",
      "  Downloading https://github.com/yandexdataschool/agentnet/archive/master.zip\n",
      "\u001b[K     \\ 4.6MB 62.7MB/s\n",
      "Requirement already up-to-date: six in /Users/alexajax/anaconda3/lib/python3.5/site-packages (from agentnet==0.10.1)\n",
      "Requirement already up-to-date: lasagne in /Users/alexajax/anaconda3/lib/python3.5/site-packages (from agentnet==0.10.1)\n",
      "Requirement already up-to-date: theano>=0.8.2 in /Users/alexajax/anaconda3/lib/python3.5/site-packages (from agentnet==0.10.1)\n",
      "Collecting numpy>=1.9 (from agentnet==0.10.1)\n",
      "  Downloading numpy-1.11.3-cp35-cp35m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl (4.2MB)\n",
      "\u001b[K    100% |################################| 4.2MB 105kB/s \n",
      "\u001b[?25hCollecting scipy>=0.11 (from theano>=0.8.2->agentnet==0.10.1)\n",
      "  Downloading scipy-0.18.1-cp35-cp35m-macosx_10_6_intel.macosx_10_9_intel.macosx_10_9_x86_64.macosx_10_10_intel.macosx_10_10_x86_64.whl (21.0MB)\n",
      "\u001b[K    100% |################################| 21.0MB 20kB/s \n",
      "\u001b[?25hInstalling collected packages: numpy, agentnet, scipy\n",
      "  Found existing installation: numpy 1.11.1\n",
      "    Uninstalling numpy-1.11.1:\n",
      "      Successfully uninstalled numpy-1.11.1\n",
      "  Running setup.py install for agentnet ... \u001b[?25l-\b \b\\\b \b|\b \b/\b \bdone\n",
      "\u001b[?25h  Found existing installation: scipy 0.18.0\n",
      "    Uninstalling scipy-0.18.0:\n",
      "      Successfully uninstalled scipy-0.18.0\n",
      "Successfully installed agentnet-0.10.1 numpy-1.11.3 scipy-0.18.1\n"
     ]
    }
   ],
   "source": [
    "!pip install --upgrade https://github.com/yandexdataschool/agentnet/archive/master.zip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Experiment setup\n",
    "* Here we basically just load the game and check that it works"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env: THEANO_FLAGS=\"floatX=float32\"\n"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function \n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "%env THEANO_FLAGS=\"floatX=float32\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#global params.\n",
    "GAME = \"CartPole-v0\"\n",
    "\n",
    "#number of parallel agents and batch sequence length (frames)\n",
    "N_AGENTS = 1\n",
    "SEQ_LENGTH = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 11:44:13,222] Making new env: CartPole-v0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.04265322 -0.16294071 -0.03950604  0.32423762]\n"
     ]
    }
   ],
   "source": [
    "import gym\n",
    "env = gym.make(GAME)\n",
    "env.reset()\n",
    "obs = env.step(0)[0]\n",
    "action_names = np.array([\"left\",'stop',\"right\"]) #i guess so... i may be wrong\n",
    "state_size = len(obs)\n",
    "print(obs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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816.5,2222.2 828.91,\\\\\\n2214.1 841.25,2208.6\\\"];\\n\\tn5\\t [dtype=fmatrix,\\n\\t\\tfillcolor=YellowGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=W,\\n\\t\\tnode_type=shared_input,\\n\\t\\tpos=\\\"1726.4,2630\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn5 -> n4\\t [label=fmatrix,\\n\\t\\tlp=\\\"879.98,2468\\\",\\n\\t\\tpos=\\\"e,873.48,2320.7 1699.3,2615 1696.4,2613.8 1693.4,2612.7 1690.4,2612 1619.6,2594.3 1099.4,2626.9 1034.4,2594 1016.3,2584.8 1021.5,\\\\\\n2571.4 1006.4,2558 994.74,2547.7 989.56,2548.2 976.38,2540 901.74,2493.3 852.35,2509.4 810.38,2432 789.22,2393 832.59,2351.1 865.09,\\\\\\n2326.8\\\"];\\n\\tn7\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3463.4,794\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn5 -> n7\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"3391,1712\\\",\\n\\t\\tpos=\\\"e,3464.7,812.33 1753.7,2628.9 1897.8,2623.1 2563.1,2596.1 2573.4,2594 2617.2,2584.9 2623.5,2566.9 2667.4,2558 2726.9,2546 3157.2,\\\\\\n2562.9 3213.4,2540 3229.8,2533.3 3263.7,2501.5 3272.4,2486 3288.3,2457.6 3286.4,2446.6 3286.4,2414 3286.4,2414 3286.4,2414 3286.4,\\\\\\n2252 3286.4,2131.5 3363.8,2118.4 3386.4,2000 3389.4,1984.3 3386.9,1980 3386.4,1964 3385.7,1942 3361.1,1590 3360.4,1568 3359.9,1552 \\\\\\n3358.6,1547.9 3360.4,1532 3384.5,1319.9 3468.4,1277.5 3468.4,1064 3468.4,1064 3468.4,1064 3468.4,902 3468.4,875.02 3466.8,844.3 \\\\\\n3465.4,822.53\\\"];\\n\\tn230\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1341.4,2522\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn5 -> n230\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"1450.2,2576\\\",\\n\\t\\tpos=\\\"e,1354.5,2538.6 1699.3,2615.1 1696.4,2613.9 1693.3,2612.8 1690.4,2612 1633.1,2596.4 1478.5,2616.8 1423.7,2594 1399,2583.8 1376.5,\\\\\\n2563 1361.3,2546.3\\\"];\\n\\tn234\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2393.4,2522\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn5 -> n234\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"2167.2,2576\\\",\\n\\t\\tpos=\\\"e,2369.1,2534.2 1753.4,2628.5 1823.8,2624.3 2011.8,2611.7 2071.4,2594 2105,2584 2107.9,2567.7 2141.7,2558 2232,2532.1 2261.3,2563.2 \\\\\\n2352.4,2540 2354.8,2539.4 2357.3,2538.6 2359.8,2537.8\\\"];\\n\\tn238\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1017.4,2522\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn5 -> n238\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"1166.2,2576\\\",\\n\\t\\tpos=\\\"e,1045.9,2530.5 1699.3,2615 1696.4,2613.8 1693.4,2612.8 1690.4,2612 1631,2597 1195.7,2618.6 1139.7,2594 1119.2,2585 1122.9,2570.5 \\\\\\n1104.4,2558 1089.5,2547.9 1071.3,2539.9 1055.4,2533.9\\\"];\\n\\tn242\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1461.4,2522\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn5 -> n242\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"1539.2,2576\\\",\\n\\t\\tpos=\\\"e,1468.7,2539.6 1699.3,2615.2 1696.3,2614 1693.3,2612.9 1690.4,2612 1614.1,2589.9 1581.3,2633.9 1512.7,2594 1494.9,2583.7 1481.7,\\\\\\n2564.5 1473.2,2548.5\\\"];\\n\\tn246\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2475.4,2522\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn5 -> n246\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"2410.2,2576\\\",\\n\\t\\tpos=\\\"e,2450.4,2533.5 1753.5,2629 1847.9,2625.4 2161.5,2612.4 2260.4,2594 2340,2579.2 2358.5,2568.3 2434.4,2540 2436.6,2539.2 2438.9,2538.3 \\\\\\n2441.1,2537.4\\\"];\\n\\tn250\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1213.4,2522\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn5 -> n250\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"1344.2,2576\\\",\\n\\t\\tpos=\\\"e,1232.2,2536.9 1699.3,2615 1696.4,2613.8 1693.4,2612.8 1690.4,2612 1610.2,2591 1396.2,2620.6 1317.7,2594 1301.2,2588.4 1265.3,2562.3 \\\\\\n1240.2,2543.1\\\"];\\n\\tn254\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2229.4,2522\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn5 -> n254\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"1753.2,2576\\\",\\n\\t\\tpos=\\\"e,2205.6,2534.2 1720.5,2611.7 1716.5,2595.3 1714.1,2571.8 1727.7,2558 1745.6,2539.7 2163.4,2545.7 2188.4,2540 2190.9,2539.4 2193.5,\\\\\\n2538.7 2196,2537.9\\\"];\\n\\tn258\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2572.4,2522\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn5 -> n258\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"2543.2,2576\\\",\\n\\t\\tpos=\\\"e,2552.6,2536.5 1753.8,2629 1880.7,2624.1 2406.8,2603.5 2440.4,2594 2478.8,2583.2 2518.4,2559.6 2544.1,2542.3\\\"];\\n\\tn262\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2311.4,2522\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn5 -> n262\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"1853.2,2576\\\",\\n\\t\\tpos=\\\"e,2287.6,2534.2 1753.5,2611.9 1761.9,2606.3 1771,2599.9 1779.4,2594 1801.2,2578.5 1802.4,2566.9 1827.7,2558 1920.5,2525.1 2174.4,\\\\\\n2562.2 2270.4,2540 2272.9,2539.4 2275.5,2538.7 2278,2537.8\\\"];\\n\\tn266\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1581.4,2522\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn5 -> n266\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"1603.2,2576\\\",\\n\\t\\tpos=\\\"e,1574.3,2539.6 1699.2,2615.3 1696.3,2614.1 1693.3,2612.9 1690.4,2612 1666.2,2604.2 1594.1,2613.3 1577.7,2594 1567.4,2581.9 1568.2,\\\\\\n2564.2 1571.6,2549.3\\\"];\\n\\tn454\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"244.38,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn5 -> n454\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"275.23,1550\\\",\\n\\t\\tpos=\\\"e,239.66,488.11 1699.3,2614.9 1696.4,2613.8 1693.4,2612.7 1690.4,2612 1616.9,2593.6 1076.9,2628.2 1009.4,2594 991.29,2584.9 998.59,\\\\\\n2568.7 981.38,2558 947.86,2537.1 932.71,2549.5 894.38,2540 669.45,2484.5 617.67,2454.1 393.38,2396 358.94,2387.1 340.08,2403.6 315.38,\\\\\\n2378 288.51,2350.1 249.38,2074.7 249.38,2036 249.38,2036 249.38,2036 249.38,1712 249.38,1263.9 231.49,1152.1 226.38,704 225.65,640 \\\\\\n220.07,623.69 226.38,560 228.45,539.12 233.15,515.91 237.23,498.29\\\"];\\n\\tn8\\t [height=0.5,\\n\\t\\tpos=\\\"3089.4,686\\\",\\n\\t\\twidth=0.75];\\n\\tn7 -> n8\\t [label=fmatrix,\\n\\t\\tlp=\\\"3248,740\\\",\\n\\t\\tpos=\\\"e,3110.9,697.29 3413.9,789.09 3355.2,782.79 3261,771.11 3228.2,758 3202.1,747.61 3201.3,734.78 3176.4,722 3155,711.04 3147.5,713.39 \\\\\\n3125.4,704 3123.6,703.24 3121.8,702.44 3119.9,701.6\\\"];\\n\\tn408\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3560.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn7 -> n408\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"3556.5,740\\\",\\n\\t\\tpos=\\\"e,3546.9,702.59 3487.2,777.84 3494.7,772.08 3502.8,765.21 3509.4,758 3522.1,743.96 3521.3,737.48 3532.2,722 3534.9,718.25 3537.8,\\\\\\n714.36 3540.7,710.58\\\"];\\n\\tn414\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2892.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn7 -> n414\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"2931.5,740\\\",\\n\\t\\tpos=\\\"e,2890.5,704.07 3412.6,791.11 3276.2,783.31 2912,762.13 2907.2,758 2895,747.31 2891.2,729.4 2890.6,714.12\\\"];\\n\\tn418\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3012.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn7 -> n418\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"3077.5,740\\\",\\n\\t\\tpos=\\\"e,3021.2,703.44 3412.5,790.79 3305.9,783.91 3068.1,767.57 3053.2,758 3048.8,755.15 3036,731.84 3025.9,712.51\\\"];\\n\\tn422\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3478.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn7 -> n422\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"3483.5,740\\\",\\n\\t\\tpos=\\\"e,3467,703.25 3459.4,775.97 3456.8,761.24 3454.8,739.98 3459.2,722 3460,718.77 3461.2,715.52 3462.5,712.35\\\"];\\n\\tn428\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3806.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn7 -> n428\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"3775.5,740\\\",\\n\\t\\tpos=\\\"e,3782.8,698.38 3514.5,792.12 3581.3,788.82 3693.9,780.08 3728.4,758 3744.3,747.77 3737.9,735.49 3751.2,722 3758,715.19 3766.2,708.98 \\\\\\n3774.2,703.71\\\"];\\n\\tn432\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3358.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn7 -> n432\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"3426.5,740\\\",\\n\\t\\tpos=\\\"e,3366.1,703.65 3432.1,779.47 3421.8,773.73 3410.8,766.47 3402.2,758 3389.1,745.02 3378.2,727.32 3370.6,712.72\\\"];\\n\\tn438\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3642.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn7 -> n438\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"3629.5,740\\\",\\n\\t\\tpos=\\\"e,3624.9,701.34 3511.6,787.45 3534.8,782.4 3561.9,773.53 3582.4,758 3597.5,746.54 3593.3,736.7 3605.2,722 3609,717.36 3613.3,712.7 \\\\\\n3617.7,708.34\\\"];\\n\\tn442\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3888.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn7 -> n442\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"3914.5,740\\\",\\n\\t\\tpos=\\\"e,3890.4,703.97 3515,792.9 3619.5,790.18 3848.2,781.58 3874.4,758 3886.5,747.13 3890,729.22 3890.5,713.98\\\"];\\n\\tn448\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3724.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn7 -> n448\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"3702.5,740\\\",\\n\\t\\tpos=\\\"e,3703.3,700.04 3513.3,789.18 3562.2,783.66 3632.7,773.35 3655.4,758 3671.1,747.37 3665.5,736.03 3678.2,722 3683.3,716.41 3689.3,\\\\\\n711.04 3695.3,706.22\\\"];\\n\\tn452\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3238.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn7 -> n452\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"3345.5,740\\\",\\n\\t\\tpos=\\\"e,3252.6,702.21 3415.3,787.56 3386.8,782.38 3350.6,773.33 3321.2,758 3297.7,745.71 3275.3,725.49 3259.7,709.61\\\"];\\n\\tn9\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2602.4,2738\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn208\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1528.4,2630\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn9 -> n208\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"2197,2684\\\",\\n\\t\\tpos=\\\"e,1560.8,2642.5 2565.3,2725.5 2557.5,2723.3 2549.2,2721.3 2541.4,2720 2461.7,2706.5 2255,2726.8 2178.1,2702 2150,2693 2150.5,2674.8 \\\\\\n2122.4,2666 2007.8,2630.1 1700.6,2669.2 1582.4,2648 1578.5,2647.3 1574.5,2646.4 1570.5,2645.3\\\"];\\n\\tn210\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2869.4,2630\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn9 -> n210\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"2746,2684\\\",\\n\\t\\tpos=\\\"e,2835.6,2642 2640.6,2725.9 2667.3,2717.2 2699.1,2706.2 2704.4,2702 2719.2,2690.2 2711.5,2676.8 2727.1,2666 2760,2643.2 2776.7,2658.4 \\\\\\n2815.4,2648 2818.8,2647.1 2822.3,2646.1 2825.8,2645\\\"];\\n\\tn212\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1418.4,2630\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn9 -> n212\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"1892,2684\\\",\\n\\t\\tpos=\\\"e,1451.5,2642.2 2565.3,2725.4 2557.5,2723.2 2549.2,2721.2 2541.4,2720 2504.7,2714.2 1905.2,2720.7 1873.1,2702 1857,2692.6 1867.4,\\\\\\n2675.6 1851.4,2666 1815.4,2644.5 1515.6,2655.5 1474.4,2648 1470,2647.2 1465.5,2646.2 1461.1,2645\\\"];\\n\\tn214\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2230.4,2630\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn9 -> n214\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"2432,2684\\\",\\n\\t\\tpos=\\\"e,2267.7,2640.1 2564.2,2725.8 2556.7,2723.7 2548.8,2721.6 2541.4,2720 2485.1,2707.8 2460.1,2735.2 2413.1,2702 2398.4,2691.6 2408.8,\\\\\\n2676.8 2394.4,2666 2360.3,2640.6 2341.9,2657.3 2300.4,2648 2293,2646.3 2285.2,2644.5 2277.5,2642.6\\\"];\\n\\tn216\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2977.4,2630\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn9 -> n216\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"2866,2684\\\",\\n\\t\\tpos=\\\"e,2943.2,2641.9 2640.2,2725.7 2647.8,2723.6 2655.8,2721.5 2663.4,2720 2732.6,2705.9 2760.5,2737.8 2821.4,2702 2838.3,2692 2830.8,\\\\\\n2677 2847.1,2666 2876,2646.6 2889.9,2657.5 2923.4,2648 2926.7,2647.1 2930.1,2646 2933.6,2645\\\"];\\n\\tn218\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1636.4,2630\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn9 -> n218\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"2321,2684\\\",\\n\\t\\tpos=\\\"e,1668.8,2642.5 2564.9,2725.6 2557.2,2723.4 2549.1,2721.4 2541.4,2720 2488.9,2710.4 2349.8,2725.8 2302.1,2702 2283,2692.5 2289.7,\\\\\\n2675.1 2270.4,2666 2212,2638.6 1753.9,2659.3 1690.4,2648 1686.5,2647.3 1682.5,2646.4 1678.5,2645.3\\\"];\\n\\tn220\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2653.4,2630\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn9 -> n220\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"2560,2684\\\",\\n\\t\\tpos=\\\"e,2612.7,2637.8 2566.4,2724.9 2556.4,2719.4 2546.8,2712 2541.1,2702 2533.2,2688.1 2531.7,2678.9 2541.1,2666 2548.8,2655.4 2576.8,\\\\\\n2646.5 2602.8,2640.1\\\"];\\n\\tn222\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3085.4,2630\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn9 -> n222\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"2990,2684\\\",\\n\\t\\tpos=\\\"e,3050.9,2641.7 2639.8,2725.5 2647.5,2723.4 2655.7,2721.4 2663.4,2720 2725.2,2709 2890.5,2732.5 2945.4,2702 2962.6,2692.5 2955.1,\\\\\\n2677.4 2971.1,2666 2993.9,2649.7 3004.7,2656.4 3031.4,2648 3034.5,2647 3037.8,2646 3041.1,2644.9\\\"];\\n\\tn224\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2761.4,2630\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn9 -> n224\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"2630,2684\\\",\\n\\t\\tpos=\\\"e,2727.6,2642 2599.1,2719.9 2597.4,2703.6 2597.8,2680.2 2611.1,2666 2640.9,2634.2 2665.2,2658.9 2707.4,2648 2710.8,2647.1 2714.3,\\\\\\n2646.1 2717.8,2645.1\\\"];\\n\\tn226\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2354.4,2630\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn9 -> n226\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"2510,2684\\\",\\n\\t\\tpos=\\\"e,2393.6,2639.2 2563.1,2726.3 2533.7,2717.4 2497.5,2706 2491.1,2702 2472.2,2690.2 2475.1,2678 2456.4,2666 2440.4,2655.7 2421.1,2648 \\\\\\n2403.7,2642.3\\\"];\\n\\tn10\\t [dtype=fvector,\\n\\t\\tfillcolor=YellowGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=b,\\n\\t\\tnode_type=shared_input,\\n\\t\\tpos=\\\"3389.4,2846\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn10 -> n9\\t [color=dodgerblue,\\n\\t\\tlabel=fvector,\\n\\t\\tlp=\\\"3225.2,2792\\\",\\n\\t\\tpos=\\\"e,2639.5,2750.5 3362.3,2842.1 3326.2,2836.7 3260.4,2825.6 3205.7,2810 3162.2,2797.6 3154.8,2783 3110.4,2774 2915.5,2734.4 2859.6,\\\\\\n2788.4 2663.4,2756 2658.7,2755.2 2653.9,2754.2 2649.1,2753.1\\\"];\\n\\tn584\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3835.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn10 -> n584\\t [color=red,\\n\\t\\tlabel=\\\"0 fvector\\\",\\n\\t\\tlp=\\\"3622.5,1604\\\",\\n\\t\\tpos=\\\"e,3803.8,374.99 3396.9,2827.9 3405,2810.7 3419.9,2785.8 3441.4,2774 3501.3,2741.1 3693.1,2796.2 3748.4,2756 3852.5,2680.2 3829.6,\\\\\\n2612.5 3853.4,2486 3887.1,2306.2 3739.5,2421.4 3624.4,2054 3562,1854.8 3663.8,1779.4 3585.4,1586 3480.4,1327 3385.8,1295.8 3186.4,\\\\\\n1100 3149.6,1063.9 3130.7,1065.5 3095.4,1028 3001.7,928.56 3037.9,843.94 2919.4,776 2875.9,751.06 2734.6,787.95 2694.4,758 2641.9,\\\\\\n718.97 2644.3,676.2 2664.4,614 2673.5,585.83 2681.2,579.57 2703.4,560 2715.9,548.95 2723.7,552.82 2736.4,542 2751.8,528.87 2746.7,\\\\\\n515.96 2764.4,506 2824,472.37 2852.7,510.35 2917.4,488 2946.4,477.97 2947.4,462.27 2976.4,452 2987,448.24 3366.2,399 3377.4,398 \\\\\\n3558.2,381.87 3607.3,415.14 3785.4,380 3788.2,379.44 3791.1,378.74 3794,377.96\\\"];\\n\\tn12\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5549.4,578\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn14\\t [height=0.5,\\n\\t\\tpos=\\\"5926.4,470\\\",\\n\\t\\twidth=0.75];\\n\\tn12 -> n14\\t [label=fmatrix,\\n\\t\\tlp=\\\"5936,524\\\",\\n\\t\\tpos=\\\"e,5922.2,487.81 5597.3,571.5 5624.8,567.88 5660,563.42 5691.4,560 5735.1,555.24 5851.8,566.39 5888.4,542 5903.7,531.77 5913.3,513.28 \\\\\\n5919,497.59\\\"];\\n\\tn492\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5439.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn12 -> n492\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"5509.3,524\\\",\\n\\t\\tpos=\\\"e,5452.6,486.47 5516.4,563.98 5505.7,558.28 5494.3,550.92 5485.6,542 5472.9,529.03 5476.1,521.3 5466.4,506 5464,502.29 5461.4,498.48 \\\\\\n5458.7,494.78\\\"];\\n\\tn498\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5685.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn12 -> n498\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"5702.3,524\\\",\\n\\t\\tpos=\\\"e,5683.1,488.08 5597.7,571.59 5618.6,566.6 5642,557.74 5658.4,542 5670.4,530.46 5677.1,513.08 5680.8,498.28\\\"];\\n\\tn504\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5102.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn12 -> n504\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"5438.3,524\\\",\\n\\t\\tpos=\\\"e,5134.6,472.13 5502.4,570.51 5475.6,565.03 5442.1,556.05 5414.6,542 5392,530.48 5393.6,516.06 5370.4,506 5330.8,488.86 5209.9,477.78 \\\\\\n5144.9,472.89\\\"];\\n\\tn510\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5767.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn12 -> n510\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"5779.3,524\\\",\\n\\t\\tpos=\\\"e,5763,488.01 5598.9,573.02 5645.1,567.51 5710,557.34 5730.4,542 5744.8,531.1 5754.1,512.95 5759.8,497.59\\\"];\\n\\tn518\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4590.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn12 -> n518\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"4816.1,524\\\",\\n\\t\\tpos=\\\"e,4622.2,473.03 5498,577.4 5338.3,575.29 4857.5,566.91 4792,542 4768.2,532.95 4770.3,517.13 4747.4,506 4710.7,488.19 4664.9,478.99 \\\\\\n4632.3,474.37\\\"];\\n\\tn522\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5521.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn12 -> n522\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"5569.1,524\\\",\\n\\t\\tpos=\\\"e,5530.3,487.61 5547.7,559.96 5545.9,545.22 5542.8,523.96 5537.4,506 5536.5,503.02 5535.4,499.96 5534.2,496.94\\\"];\\n\\tn526\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5603.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn12 -> n526\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"5630.1,524\\\",\\n\\t\\tpos=\\\"e,5605.8,488.04 5577.5,562.93 5585.2,557.39 5592.7,550.39 5597.4,542 5604.7,528.79 5606.4,512.09 5606.3,498.1\\\"];\\n\\tn530\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4944.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn12 -> n530\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"5248.1,524\\\",\\n\\t\\tpos=\\\"e,4975.6,475.02 5498.5,574.8 5412.8,569.06 5246.7,556.25 5224,542 5208,531.96 5217.3,516.18 5201.4,506 5175,489.1 5092.4,492.39 \\\\\\n5061.4,488 5036.3,484.45 5008.2,480.14 4985.8,476.63\\\"];\\n\\tn534\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5849.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn12 -> n534\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"5860.1,524\\\",\\n\\t\\tpos=\\\"e,5844,487.98 5597.8,571.78 5671.3,562.27 5803.1,544.9 5807.4,542 5823,531.55 5833.5,513.23 5840.2,497.68\\\"];\\n\\tn556\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4786.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn12 -> n556\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"5173.3,524\\\",\\n\\t\\tpos=\\\"e,4817.6,475.44 5498.1,576.09 5396.7,571.92 5178,560.84 5149.6,542 5134.5,531.98 5145.5,515.94 5130.4,506 5088.1,478.27 4953.6,493.85 \\\\\\n4903.4,488 4878.2,485.07 4850.1,480.78 4827.7,477.12\\\"];\\n\\tn13\\t [dtype=fmatrix,\\n\\t\\tfillcolor=YellowGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=W,\\n\\t\\tnode_type=shared_input,\\n\\t\\tpos=\\\"2604.4,2846\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn13 -> n12\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"4437,1712\\\",\\n\\t\\tpos=\\\"e,5507.5,588.62 2631.5,2845.5 2726.8,2843.8 3054.4,2836 3323.4,2810 3435.1,2799.2 3462,2787.7 3573.4,2774 3651,2764.4 3675.3,2783.9 \\\\\\n3748.4,2756 3805.8,2734.1 4152.4,2474.8 4196.4,2432 4261.4,2368.8 4283.2,2352.7 4320.4,2270 4448,1986.2 4309.6,1853 4469.4,1586 \\\\\\n4503,1529.9 4512.4,1510.2 4569.4,1478 4603.8,1458.6 4623.7,1482.2 4656.4,1460 4791,1368.6 4765.8,1288.5 4857.4,1154 5019.3,916.38 \\\\\\n5026.2,794.49 5284.4,668 5343.2,639.21 5359.4,634.89 5421.4,614 5446.3,605.62 5474.3,597.58 5497.8,591.23\\\"];\\n\\tn162\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2084.4,2738\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn13 -> n162\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"2190.2,2792\\\",\\n\\t\\tpos=\\\"e,2105.2,2752.2 2577.3,2831 2574.4,2829.8 2571.4,2828.8 2568.4,2828 2481.5,2805.4 2245.8,2848.4 2164.7,2810 2145.2,2800.8 2148.2,\\\\\\n2788.5 2132.4,2774 2126.4,2768.6 2119.7,2763.1 2113.2,2758.2\\\"];\\n\\tn166\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2912.4,2738\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn13 -> n166\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"2781.2,2792\\\",\\n\\t\\tpos=\\\"e,2882.1,2744.7 2631.6,2843.9 2659.3,2840.7 2702.4,2832.1 2732.4,2810 2747.7,2798.7 2740.1,2784.9 2755.7,2774 2758.1,2772.3 2826.5,\\\\\\n2757 2872.1,2746.9\\\"];\\n\\tn170\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2229.4,2738\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn13 -> n170\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"2256.2,2792\\\",\\n\\t\\tpos=\\\"e,2223.6,2756 2577.3,2831 2574.4,2829.8 2571.4,2828.8 2568.4,2828 2532.1,2818.4 2256.8,2837 2230.7,2810 2219.7,2798.6 2219.2,2780.8 \\\\\\n2221.6,2765.8\\\"];\\n\\tn174\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2418.4,2738\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn13 -> n174\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"2485.2,2792\\\",\\n\\t\\tpos=\\\"e,2426.3,2755.6 2577.2,2831.4 2574.3,2830.1 2571.3,2828.9 2568.4,2828 2521.8,2812.9 2499.9,2837.9 2459.7,2810 2451.3,2804.2 2439.7,\\\\\\n2783 2430.9,2765.1\\\"];\\n\\tn178\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3016.4,2738\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn13 -> n178\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"2931.2,2792\\\",\\n\\t\\tpos=\\\"e,2987.7,2746.2 2631.6,2845.3 2693.2,2843.4 2841,2836.1 2882.4,2810 2898.5,2799.8 2890.6,2785.6 2905.7,2774 2911.7,2769.4 2948.5,\\\\\\n2757.9 2978,2749.1\\\"];\\n\\tn182\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2336.4,2738\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn13 -> n182\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"2405.2,2792\\\",\\n\\t\\tpos=\\\"e,2346.4,2755.2 2577.3,2831.2 2574.3,2829.9 2571.3,2828.8 2568.4,2828 2527.9,2816.4 2415.3,2832.5 2379.7,2810 2378.5,2809.3 2363.5,\\\\\\n2784.2 2351.5,2763.8\\\"];\\n\\tn186\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2704.4,2738\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn13 -> n186\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"2631.2,2792\\\",\\n\\t\\tpos=\\\"e,2679.2,2749.3 2599.3,2827.9 2596,2812.1 2594.2,2789.3 2605.7,2774 2621.5,2752.8 2637.6,2765.2 2662.4,2756 2664.8,2755.1 2667.3,\\\\\\n2754.1 2669.7,2753.2\\\"];\\n\\tn190\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3098.4,2738\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn13 -> n190\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"3006.2,2792\\\",\\n\\t\\tpos=\\\"e,3073.5,2749.8 2631.5,2844.6 2709.4,2840.3 2929.8,2826.9 2957.4,2810 2973.6,2800.1 2965.1,2785 2980.7,2774 3009.3,2753.8 3024.2,\\\\\\n2767.1 3057.4,2756 3059.6,2755.3 3061.9,2754.4 3064.2,2753.6\\\"];\\n\\tn194\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2788.4,2738\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn13 -> n194\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"2706.2,2792\\\",\\n\\t\\tpos=\\\"e,2763.1,2749.2 2631.6,2830.5 2640.4,2824.8 2649.8,2817.7 2657.4,2810 2670.7,2796.4 2665.3,2785.3 2680.7,2774 2704.7,2756.3 2717.2,\\\\\\n2765.8 2745.4,2756 2748.1,2755.1 2750.9,2754 2753.7,2753\\\"];\\n\\tn198\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2500.4,2738\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn13 -> n198\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"2566.2,2792\\\",\\n\\t\\tpos=\\\"e,2507.1,2755.7 2577.2,2832.5 2562.6,2824.9 2546.5,2815.8 2540.7,2810 2528,2797.3 2518.1,2779.8 2511.3,2765.3\\\"];\\n\\tn566\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1305.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn13 -> n566\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"1775.2,1658\\\",\\n\\t\\tpos=\\\"e,1336.6,477.55 2577.3,2831 2574.4,2829.8 2571.4,2828.8 2568.4,2828 2461.3,2800.7 2181.2,2822.7 2071.4,2810 1575.1,2752.8 1298.7,\\\\\\n2968.7 968.38,2594 910.09,2527.9 899.26,2462.3 957.38,2396 977.63,2372.9 1066.1,2390 1094.4,2378 1117.9,2368 1115.6,2351.5 1139.4,\\\\\\n2342 1231,2305.6 1265.6,2351.1 1360.4,2324 1410.8,2309.6 1425.8,2304.5 1465.4,2270 1502.2,2237.9 1498.6,2218.7 1528.4,2180 1554,\\\\\\n2146.8 1566.2,2142.9 1589.4,2108 1669.6,1987.4 1660.7,1941 1701.4,1802 1722.5,1729.9 1727.4,1711.8 1749.7,1640 1849.2,1318.9 1929.3,\\\\\\n1252.1 1981.4,920 1987.5,881.29 1982.3,788.55 1974.4,776 1965.7,762.19 1953.7,769.77 1942.4,758 1891.5,705.05 1923.7,652.81 1861.4,\\\\\\n614 1803.6,578.05 1775.7,610.94 1709.4,596 1587.2,568.49 1562.3,541.93 1442.4,506 1410.4,496.43 1373.9,486.89 1346.5,480.04\\\"];\\n\\tn15\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4444.4,2954\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn138\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2514.4,2846\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn15 -> n138\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"3651.2,2900\\\",\\n\\t\\tpos=\\\"e,2546.8,2858.6 4407.3,2941.4 4399.5,2939.2 4391.2,2937.2 4383.4,2936 4217,2909.9 3789.3,2958.1 3625.7,2918 3590.4,2909.4 3587.7,\\\\\\n2890.5 3552.4,2882 3446.1,2856.3 2676.2,2882.5 2568.4,2864 2564.5,2863.3 2560.5,2862.4 2556.5,2861.4\\\"];\\n\\tn140\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3791.4,2846\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn15 -> n140\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4032.2,2900\\\",\\n\\t\\tpos=\\\"e,3824.8,2858.2 4407.3,2941.5 4399.5,2939.3 4391.2,2937.3 4383.4,2936 4300.7,2922 4082.9,2952.8 4006.7,2918 3986.6,2908.8 3992,2892.1 \\\\\\n3972.4,2882 3921.7,2855.9 3900.9,2877.1 3845.4,2864 3841.8,2863.2 3838.1,2862.2 3834.5,2861.1\\\"];\\n\\tn142\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3899.4,2846\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn15 -> n142\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4182.2,2900\\\",\\n\\t\\tpos=\\\"e,3943.6,2849.8 4406.9,2941.6 4399.2,2939.4 4391.1,2937.4 4383.4,2936 4333.7,2926.8 4202.3,2939.7 4156.7,2918 4136.7,2908.5 4141.9,\\\\\\n2892.3 4122.4,2882 4093.9,2867 4010.1,2856.4 3953.8,2850.8\\\"];\\n\\tn144\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4477.4,2846\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn15 -> n144\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4471.2,2900\\\",\\n\\t\\tpos=\\\"e,4458.4,2862.6 4441.3,2935.9 4439.6,2920.9 4438.9,2899.4 4445.7,2882 4447.2,2878 4449.5,2874.1 4452,2870.5\\\"];\\n\\tn146\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4585.4,2846\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn15 -> n146\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4542.2,2900\\\",\\n\\t\\tpos=\\\"e,4552.4,2858.4 4472.2,2938.7 4481,2933 4490.2,2925.9 4497.4,2918 4509.5,2904.5 4503.8,2894.8 4516.7,2882 4524.3,2874.5 4533.8,2868.1 \\\\\\n4543.3,2863\\\"];\\n\\tn148\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4261.4,2846\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn15 -> n148\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4340.2,2900\\\",\\n\\t\\tpos=\\\"e,4270.1,2863.8 4405.1,2942.2 4397.9,2940.1 4390.4,2938 4383.4,2936 4353,2927.5 4340.8,2935.7 4314.7,2918 4297.9,2906.7 4284.4,2888.3 \\\\\\n4275.2,2872.9\\\"];\\n\\tn150\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4369.4,2846\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn15 -> n150\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4409.2,2900\\\",\\n\\t\\tpos=\\\"e,4369,2864.2 4410.2,2940.3 4400.3,2934.8 4390.3,2927.4 4383.7,2918 4374.8,2905.4 4371.1,2888.6 4369.7,2874.4\\\"];\\n\\tn152\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4693.4,2846\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn15 -> n152\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4692.2,2900\\\",\\n\\t\\tpos=\\\"e,4680,2863.3 4484.9,2942.7 4494.5,2940.3 4504.8,2937.9 4514.4,2936 4572,2924.7 4596.4,2950.5 4645.4,2918 4660.9,2907.7 4656.4,2897.5 \\\\\\n4666.7,2882 4668.9,2878.6 4671.4,2875.1 4673.9,2871.6\\\"];\\n\\tn154\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4819.4,2846\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn15 -> n154\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4841.2,2900\\\",\\n\\t\\tpos=\\\"e,4819,2864.3 4484.1,2942.4 4493.9,2939.9 4504.5,2937.6 4514.4,2936 4545.4,2931.1 4771.6,2937.3 4796.4,2918 4809.6,2907.7 4815.3,\\\\\\n2889.8 4817.8,2874.4\\\"];\\n\\tn156\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3683.4,2846\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn15 -> n156\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"3942.2,2900\\\",\\n\\t\\tpos=\\\"e,3716.5,2858.2 4407.3,2941.5 4399.5,2939.3 4391.2,2937.3 4383.4,2936 4332.2,2927.6 3960.7,2945.5 3916.7,2918 3901.3,2908.4 3912.4,\\\\\\n2892.2 3897.4,2882 3867.8,2861.9 3772.3,2871.7 3737.4,2864 3733.7,2863.2 3730,2862.2 3726.3,2861.2\\\"];\\n\\tn16\\t [dtype=fvector,\\n\\t\\tfillcolor=YellowGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=b,\\n\\t\\tnode_type=shared_input,\\n\\t\\tpos=\\\"5080.4,3040\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn16 -> n15\\t [color=dodgerblue,\\n\\t\\tlabel=fvector,\\n\\t\\tlp=\\\"5045.2,2997\\\",\\n\\t\\tpos=\\\"e,4489.6,2962.7 5056,3021.9 5039.1,3010.5 5015.5,2996.6 4992.4,2990 4898.5,2963.1 4650.5,2982 4553.4,2972 4535.8,2970.2 4516.7,2967.3 \\\\\\n4499.4,2964.4\\\"];\\n\\tn618\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6085.4,190\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn16 -> n618\\t [color=red,\\n\\t\\tlabel=\\\"0 fvector\\\",\\n\\t\\tlp=\\\"6539.5,1604\\\",\\n\\t\\tpos=\\\"e,6130.4,191.17 5107.4,3025 5110.4,3023.8 5113.4,3022.8 5116.4,3022 5196.9,3000.9 5407.3,3008 5490.4,3004 5604.3,2998.5 6515.4,3068 \\\\\\n6515.4,2954 6515.4,2954 6515.4,2954 6515.4,1658 6515.4,1361.1 6508.6,1283.2 6566.4,992 6592.4,860.84 6740.4,549.71 6740.4,416 6740.4,\\\\\\n416 6740.4,416 6740.4,276 6740.4,215.74 6298.9,196.46 6140.8,191.49\\\"];\\n\\tn18\\t [apply_op=Shape_i,\\n\\t\\tfillcolor=cyan,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Shape_i,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3478.4,3428\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.0722];\\n\\tn31\\t [apply_op=RandomFunction,\\n\\t\\theight=0.5,\\n\\t\\tlabel=RandomFunction,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3371.4,3320\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.9866];\\n\\tn18 -> n31\\t [label=\\\"2 lvector\\\",\\n\\t\\tlp=\\\"3489.1,3374\\\",\\n\\t\\tpos=\\\"e,3411.3,3335.2 3472.7,3410.1 3467,3394.3 3456.7,3371.3 3441.4,3356 3435.3,3349.9 3427.9,3344.6 3420.3,3340.1\\\"];\\n\\tn19\\t [dtype=fmatrix,\\n\\t\\tfillcolor=YellowGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"session.rewards_history\\\",\\n\\t\\tnode_type=shared_input,\\n\\t\\tpos=\\\"3478.4,3514\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=2.0854];\\n\\tn19 -> n18\\t [label=fmatrix,\\n\\t\\tlp=\\\"3499,3471\\\",\\n\\t\\tpos=\\\"e,3478.4,3446.2 3478.4,3495.8 3478.4,3484.4 3478.4,3469.4 3478.4,3456.5\\\"];\\n\\tn21\\t [apply_op=Shape_i,\\n\\t\\tfillcolor=cyan,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Shape_i,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"529.38,3374\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.0722];\\n\\tn19 -> n21\\t [label=fmatrix,\\n\\t\\tlp=\\\"1963,3471\\\",\\n\\t\\tpos=\\\"e,561.85,3383.9 3403.2,3512.9 3007.5,3507.1 1163.7,3475.6 599.38,3392 590.36,3390.7 580.82,3388.6 571.79,3386.4\\\"];\\n\\tn47\\t [apply_op=AdvancedSubtensor1,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=AdvancedSubtensor1,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3411.4,3180\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=2.382];\\n\\tn19 -> n47\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"3571.2,3374\\\",\\n\\t\\tpos=\\\"e,3462.8,3194.5 3505.6,3495.7 3512,3490.5 3518.4,3484.5 3523.4,3478 3538.2,3458.8 3545.4,3452.3 3545.4,3428 3545.4,3428 3545.4,3428 \\\\\\n3545.4,3277 3545.4,3238 3507.6,3213.1 3472.2,3198.3\\\"];\\n\\tn160\\t [apply_op=Alloc,\\n\\t\\tfillcolor=\\\"#FFAA22\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Alloc,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1125.4,2198\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=0.8265];\\n\\tn21 -> n160\\t [label=\\\"2 lscalar\\\",\\n\\t\\tlp=\\\"522.89,2846\\\",\\n\\t\\tpos=\\\"e,1095.6,2199 520.38,3356.3 511.54,3337.2 499.38,3305.7 499.38,3277 499.38,3277 499.38,3277 499.38,2522 499.38,2443.7 556.99,2439 \\\\\\n622.38,2396 697.14,2346.8 741.15,2380.7 810.38,2324 847.02,2294 827.58,2259.6 867.38,2234 902.67,2211.3 1022.5,2202.6 1085.6,2199.5\\\"];\\n\\tn328\\t [apply_op=Join,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Join,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1412.4,1874\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn23 -> n328\\t [label=\\\"2 bscalar\\\",\\n\\t\\tlp=\\\"1341.5,2036\\\",\\n\\t\\tpos=\\\"e,1391.1,1885.8 1303.9,2180 1301,2131.1 1299.3,1994.2 1363.4,1910 1368.7,1903 1375.8,1896.7 1382.9,1891.5\\\"];\\n\\tn24\\t [dtype=float32,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"[[[ 0.]]]\\\",\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"1071.4,2306\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.80518];\\n\\tn24 -> n23\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"1323.1,2252\\\",\\n\\t\\tpos=\\\"e,1302.2,2216.2 1100.5,2291 1103.4,2289.9 1106.4,2288.8 1109.4,2288 1146.8,2277.5 1253.4,2294.7 1283.4,2270 1290.3,2264.3 1296.2,\\\\\\n2243.8 1300.1,2226.2\\\"];\\n\\tn24 -> n28\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"974.07,2252\\\",\\n\\t\\tpos=\\\"e,899.36,2211.2 1042.2,2291.4 1039.3,2290.1 1036.3,2289 1033.4,2288 997.05,2275.7 980.42,2292 948.99,2270 933.5,2259.2 939.18,2247.9 \\\\\\n926.38,2234 920.82,2228 914.14,2222.2 907.56,2217.2\\\"];\\n\\tn25\\t [dtype=lscalar,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=100,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"997.38,2306\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn25 -> n23\\t [label=\\\"1 lscalar\\\",\\n\\t\\tlp=\\\"1255.9,2252\\\",\\n\\t\\tpos=\\\"e,1279.5,2207 1024.5,2291.2 1027.4,2290 1030.4,2288.9 1033.4,2288 1108,2266.3 1140.4,2309.6 1207.4,2270 1224.1,2260.1 1217.6,2246.7 \\\\\\n1232.3,2234 1243.4,2224.5 1257.3,2216.8 1270,2211.1\\\"];\\n\\tn25 -> n28\\t [label=\\\"1 lscalar\\\",\\n\\t\\tlp=\\\"902.89,2252\\\",\\n\\t\\tpos=\\\"e,873.12,2215.9 970.24,2296.4 961.97,2293.6 952.83,2290.6 944.38,2288 915.72,2279.2 897.67,2293.7 879.35,2270 869.89,2257.7 869.36,\\\\\\n2240.5 871.33,2225.9\\\"];\\n\\tn25 -> n160\\t [label=\\\"1 lscalar\\\",\\n\\t\\tlp=\\\"1110.9,2252\\\",\\n\\t\\tpos=\\\"e,1107.5,2212.7 1024.4,2292.4 1044.3,2282.4 1067.9,2270.4 1068.4,2270 1081.3,2257.3 1076.4,2248.4 1087.3,2234 1091.1,2229.1 1095.5,\\\\\\n2224.2 1100,2219.8\\\"];\\n\\tn26\\t [dtype=lscalar,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=1,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"1253.4,2306\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn26 -> n23\\t [label=\\\"2 lscalar\\\",\\n\\t\\tlp=\\\"1385.9,2252\\\",\\n\\t\\tpos=\\\"e,1329.3,2208.9 1280.5,2293.5 1285.1,2291.6 1289.9,2289.7 1294.4,2288 1320.9,2278.3 1338.5,2292.6 1355.4,2270 1365,2257.2 1362.7,\\\\\\n2248.2 1355.4,2234 1351.4,2226.2 1344.8,2219.7 1337.7,2214.5\\\"];\\n\\tn344\\t [apply_op=AdvancedIncSubtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=AdvancedIncSubtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1522.4,1226\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=2.5728];\\n\\tn28 -> n344\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"1085.1,1712\\\",\\n\\t\\tpos=\\\"e,1430.8,1229 907.62,2194.2 959.07,2185.8 1060.4,2160.2 1060.4,2090 1060.4,2090 1060.4,2090 1060.4,1334 1060.4,1260.5 1284.8,1237 \\\\\\n1420.8,1229.5\\\"];\\n\\tn29\\t [dtype=lscalar,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=10,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"774.38,2306\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn29 -> n28\\t [label=\\\"2 lscalar\\\",\\n\\t\\tlp=\\\"775.89,2252\\\",\\n\\t\\tpos=\\\"e,849.21,2202.2 760.5,2287.9 750.39,2272.3 740.38,2249.9 752.35,2234 762.86,2220.1 806.03,2209.9 838.94,2204\\\"];\\n\\tn36\\t [dtype=RandomStateType,\\n\\t\\tfillcolor=dodgerblue,\\n\\t\\theight=0.5,\\n\\t\\tlabel=RandomStateType,\\n\\t\\tnode_type=output,\\n\\t\\tpos=\\\"3433.4,3234\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=1.6559];\\n\\tn31 -> n36\\t [label=RandomStateType,\\n\\t\\tlp=\\\"3462,3277\\\",\\n\\t\\tpos=\\\"e,3422.4,3252.4 3386.8,3302.4 3391.6,3296.7 3396.9,3290.2 3401.4,3284 3406.7,3276.7 3412.2,3268.5 3417,3261\\\"];\\n\\tn38\\t [apply_op=AdvancedSubtensor1,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=AdvancedSubtensor1,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4215.4,3234\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=2.382];\\n\\tn31 -> n38\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"3868.1,3277\\\",\\n\\t\\tpos=\\\"e,4138.1,3241.9 3438,3313.2 3589.2,3297.8 3958.6,3260.2 4128,3242.9\\\"];\\n\\tn41\\t [apply_op=AdvancedSubtensor1,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=AdvancedSubtensor1,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1356.4,1658\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=2.382];\\n\\tn31 -> n41\\t [label=\\\"1 imatrix\\\",\\n\\t\\tlp=\\\"433.85,2522\\\",\\n\\t\\tpos=\\\"e,1275.2,1663.8 3300.5,3317.6 2878.7,3302.9 713.38,3224 599.38,3144 543.81,3105 496.07,2929.2 477.38,2864 426.25,2685.5 368.37,2627.9 \\\\\\n421.38,2450 456.86,2330.9 521.9,2328.6 574.38,2216 623.78,2110 599.17,2069.2 650.38,1964 742.34,1775.1 837.42,1755.2 1038.4,1694 \\\\\\n1079.3,1681.5 1186.2,1671 1264.8,1664.6\\\"];\\n\\tn44\\t [apply_op=AdvancedSubtensor1,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=AdvancedSubtensor1,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3566.4,2630\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=2.382];\\n\\tn31 -> n44\\t [label=\\\"1 Xmatrix\\\",\\n\\t\\tlp=\\\"3565,2997\\\",\\n\\t\\tpos=\\\"e,3563.7,2648.1 3433.9,3311.1 3467.8,3305 3505.3,3295.9 3517.4,3284 3581.1,3221.5 3557.7,3178.5 3569.4,3090 3574.7,3049.5 3545.7,\\\\\\n3043.9 3537.2,3004 3515.9,2903.9 3539.4,2875.9 3548.4,2774 3551.9,2733.7 3558.1,2687.3 3562.2,2658.4\\\"];\\n\\tn31 -> n47\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"3371.2,3277\\\",\\n\\t\\tpos=\\\"e,3383.6,3197.1 3355.4,3302.2 3351.4,3296.7 3347.7,3290.4 3345.7,3284 3343.8,3278.1 3344.6,3276.1 3345.7,3270 3349.9,3245 3349.5,\\\\\\n3236.6 3364.4,3216 3367.6,3211.5 3371.6,3207.3 3375.8,3203.5\\\"];\\n\\tn32\\t [dtype=RandomStateType,\\n\\t\\tfillcolor=limegreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=RandomStateType,\\n\\t\\tnode_type=input,\\n\\t\\tpos=\\\"3189.4,3428\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=1.6559];\\n\\tn32 -> n31\\t [color=red,\\n\\t\\tlabel=\\\"0 RandomStateType\\\",\\n\\t\\tlp=\\\"3257.2,3374\\\",\\n\\t\\tpos=\\\"e,3304.3,3326.3 3187,3409.9 3185.9,3393.6 3187.2,3370.2 3200.7,3356 3213.8,3342.2 3255.2,3333.3 3294,3327.7\\\"];\\n\\tn33\\t [dtype=lvector,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"[100]\\\",\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"3322.4,3428\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn33 -> n31\\t [label=\\\"1 lvector\\\",\\n\\t\\tlp=\\\"3350.1,3374\\\",\\n\\t\\tpos=\\\"e,3342.7,3336.7 3319.3,3409.8 3317.7,3394.5 3317.4,3372.7 3326,3356 3328.4,3351.4 3331.6,3347.2 3335.2,3343.5\\\"];\\n\\tn34\\t [dtype=bscalar,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=1,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"3083.4,3428\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn34 -> n31\\t [label=\\\"3 bscalar\\\",\\n\\t\\tlp=\\\"3156.5,3374\\\",\\n\\t\\tpos=\\\"e,3301.6,3324.3 3090.6,3409.7 3098.3,3392.9 3112.2,3368.6 3132.2,3356 3158.2,3339.6 3232.6,3330.2 3291.6,3325.2\\\"];\\n\\tn228\\t [apply_op=Join,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Join,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2888.4,1982\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn34 -> n228\\t [label=\\\"0 bscalar\\\",\\n\\t\\tlp=\\\"3249.5,2738\\\",\\n\\t\\tpos=\\\"e,2873.1,1996.9 3083.4,3409.7 3083.4,3388.2 3083.4,3351.5 3083.4,3320 3083.4,3320 3083.4,3320 3083.4,3180 3083.4,3092.3 3204.9,2896.3 \\\\\\n3220.4,2810 3236.9,2717.7 3206.5,2586.8 3172.4,2558 3140.9,2531.5 2833.6,2566.9 2802.4,2540 2750.1,2494.9 2739.9,2302.5 2748.4,2234 \\\\\\n2754.4,2184.9 2753.6,2170.4 2775.4,2126 2798.9,2077.9 2840.4,2030.8 2866,2004.2\\\"];\\n\\tn34 -> n328\\t [label=\\\"0 bscalar\\\",\\n\\t\\tlp=\\\"638.45,2684\\\",\\n\\t\\tpos=\\\"e,1408.3,1891.8 3056.1,3427.5 2786.5,3423 613.38,3384.4 613.38,3320 613.38,3320 613.38,3320 613.38,2576 613.38,2543.4 609.55,2531.3 \\\\\\n627.38,2504 665.44,2445.7 827.91,2359 895.38,2342 980.36,2320.5 1210,2361.1 1289.4,2324 1309,2314.8 1303.5,2298.6 1322.4,2288 1358.3,\\\\\\n2267.8 1387.2,2301.9 1413.4,2270 1499.8,2164.8 1384.4,2099.7 1396.4,1964 1398.2,1943.1 1402.4,1919.7 1406.1,1902\\\"];\\n\\tn35\\t [dtype=dvector,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"[]\\\",\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"3394.4,3428\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn35 -> n31\\t [label=\\\"4 dvector\\\",\\n\\t\\tlp=\\\"3411.6,3374\\\",\\n\\t\\tpos=\\\"e,3375.2,3338.1 3390.5,3409.7 3386.9,3392.7 3381.5,3367.3 3377.3,3347.9\\\"];\\n\\tn49\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4733.4,3126\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn38 -> n49\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"4607,3180\\\",\\n\\t\\tpos=\\\"e,4695.1,3138.1 4283,3222.8 4372.7,3207.5 4535.9,3178 4673.4,3144 4677.2,3143 4681.2,3142 4685.2,3140.9\\\"];\\n\\tn39\\t [dtype=float32,\\n\\t\\tfillcolor=YellowGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"sessions.observations_history.0\\\",\\n\\t\\tnode_type=shared_input,\\n\\t\\tpos=\\\"4215.4,3320\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=2.6617];\\n\\tn39 -> n38\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4240.1,3277\\\",\\n\\t\\tpos=\\\"e,4215.4,3252.2 4215.4,3301.8 4215.4,3290.4 4215.4,3275.4 4215.4,3262.5\\\"];\\n\\tn322\\t [apply_op=AdvancedSubtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=AdvancedSubtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2001.4,1550\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=2.2592];\\n\\tn41 -> n322\\t [label=\\\"3 lrow\\\",\\n\\t\\tlp=\\\"1791.5,1604\\\",\\n\\t\\tpos=\\\"e,1936.3,1560.9 1423.6,1646.7 1544.8,1626.4 1799.4,1583.8 1926.2,1562.6\\\"];\\n\\tn41 -> n344\\t [label=\\\"4 lrow\\\",\\n\\t\\tlp=\\\"1399.5,1442\\\",\\n\\t\\tpos=\\\"e,1472.7,1241.3 1363.2,1640 1370.6,1618.7 1381.4,1582.3 1381.4,1550 1381.4,1550 1381.4,1550 1381.4,1334 1381.4,1290.4 1424.5,1262 \\\\\\n1463,1245.3\\\"];\\n\\tn42\\t [dtype=imatrix,\\n\\t\\tfillcolor=YellowGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"session.actions_history.0\\\",\\n\\t\\tnode_type=shared_input,\\n\\t\\tpos=\\\"1356.4,1766\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=2.1539];\\n\\tn42 -> n41\\t [label=\\\"0 imatrix\\\",\\n\\t\\tlp=\\\"1381.8,1712\\\",\\n\\t\\tpos=\\\"e,1356.4,1676.1 1356.4,1747.7 1356.4,1730.8 1356.4,1705.6 1356.4,1686.1\\\"];\\n\\tn51\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3576.4,2522\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn44 -> n51\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"3593.2,2576\\\",\\n\\t\\tpos=\\\"e,3571.2,2540.2 3565.6,2611.9 3565.3,2597.3 3565.3,2576.2 3567.7,2558 3568,2555.4 3568.4,2552.8 3569,2550.1\\\"];\\n\\tn54\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3685.4,2522\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn44 -> n54\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"3667,2576\\\",\\n\\t\\tpos=\\\"e,3667.1,2538.8 3594.8,2613 3603.1,2607.4 3612,2600.9 3619.4,2594 3634.4,2580.1 3634.3,2573.1 3648.1,2558 3651.7,2554 3655.7,2549.9 \\\\\\n3659.6,2546\\\"];\\n\\tn57\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2958.4,2522\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn44 -> n57\\t [label=int64,\\n\\t\\tlp=\\\"3500.8,2576\\\",\\n\\t\\tpos=\\\"e,2980,2533.3 3525.6,2613.9 3512.8,2608.3 3498.8,2601.4 3486.6,2594 3464.7,2580.6 3465.5,2567 3441.4,2558 3349.3,2523.7 3095.2,2562.1 \\\\\\n2999.4,2540 2996.1,2539.2 2992.8,2538.2 2989.5,2537.1\\\"];\\n\\tn339\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1522.4,1334\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn44 -> n339\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"1616.1,1982\\\",\\n\\t\\tpos=\\\"e,1548.2,1348.9 3498.7,2618.8 3479.1,2613.4 3458.4,2605.5 3441.4,2594 3424.6,2582.6 3431.4,2567.2 3413.4,2558 3316.2,2508.2 3021.5,\\\\\\n2585.8 2922.4,2540 2902.7,2530.9 2908.6,2514.1 2889.4,2504 2840.2,2478 2818.6,2502.2 2765.4,2486 2730,2475.2 2726.3,2458.6 2690.4,\\\\\\n2450 2609.8,2430.6 2021,2463.6 1944.4,2432 1922.9,2423.1 1927.7,2405.3 1906.4,2396 1792.1,2346.1 1743.1,2421.8 1626.4,2378 1601.7,\\\\\\n2368.8 1602.9,2353.9 1579.4,2342 1553.8,2329.1 1534.6,2346.9 1517.4,2324 1507.8,2311.2 1510.8,2302.6 1517.4,2288 1537.1,2244.1 1578.6,\\\\\\n2259.9 1598.4,2216 1604.9,2201.4 1599,2196 1598.4,2180 1596.4,2131.9 1593.6,2120 1589.4,2072 1578.8,1952 1621,1908.4 1564.4,1802 \\\\\\n1558.4,1790.8 1547.8,1795.4 1542.4,1784 1535.5,1769.5 1541.6,1764 1542.4,1748 1544.8,1699.8 1548.3,1688 1553.4,1640 1554.2,1632 \\\\\\n1554.7,1630 1555.4,1622 1564.4,1510.3 1614.4,1471.3 1566.4,1370 1563.8,1364.6 1560.1,1359.8 1555.8,1355.5\\\"];\\n\\tn342\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3057.4,1334\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn44 -> n342\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"3397.1,1982\\\",\\n\\t\\tpos=\\\"e,3074.5,1350.7 3631.8,2618.4 3679.3,2609.6 3735.8,2598.4 3739.4,2594 3764.6,2563 3762.9,2536.3 3739.4,2504 3724,2482.9 3705,2500.7 \\\\\\n3683.4,2486 3555.2,2398.7 3541.5,2349.4 3462.4,2216 3312.1,1962.6 3390.8,1848.1 3256.4,1586 3208.5,1492.6 3123.4,1400.3 3081.7,1358\\\"];\\n\\tn45\\t [dtype=Xmatrix,\\n\\t\\tfillcolor=YellowGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"session.is_alive\\\",\\n\\t\\tnode_type=shared_input,\\n\\t\\tpos=\\\"3652.4,2738\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=1.4374];\\n\\tn45 -> n44\\t [label=\\\"0 Xmatrix\\\",\\n\\t\\tlp=\\\"3650,2684\\\",\\n\\t\\tpos=\\\"e,3580.8,2648.1 3637.8,2719.7 3623.9,2702.2 3602.8,2675.7 3587.1,2656\\\"];\\n\\tn316\\t [apply_op=AdvancedSubtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=AdvancedSubtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2875.4,1658\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=2.2592];\\n\\tn47 -> n316\\t [label=\\\"0 int64\\\",\\n\\t\\tlp=\\\"3830,2468\\\",\\n\\t\\tpos=\\\"e,2950.6,1665 3420,3161.8 3451.7,3095.8 3563.3,2870.1 3629.4,2828 3686.8,2791.5 3716.3,2829.7 3781.4,2810 3832,2794.7 3857.7,2799.8 \\\\\\n3887.4,2756 3909.9,2722.8 3901.7,2705 3892.4,2666 3867.2,2561.2 3851,2533 3782.4,2450 3649.4,2289.1 3554.1,2314.4 3411.4,2162 3292.6,\\\\\\n2035.1 3275.2,1990.8 3192.4,1838 3171.7,1799.8 3186.4,1777.3 3154.4,1748 3101.1,1699.2 3021.2,1676.9 2960.6,1666.6\\\"];\\n\\tn332\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2412.4,1658\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn47 -> n332\\t [color=red,\\n\\t\\tlabel=\\\"0 bscalar\\\",\\n\\t\\tlp=\\\"2661.5,2468\\\",\\n\\t\\tpos=\\\"e,2412.9,1676 3338.6,3170.3 3252.7,3156.8 3121.4,3128.7 3121.4,3083 3121.4,3083 3121.4,3083 3121.4,2846 3121.4,2813.4 3128.7,2805.9 \\\\\\n3135.4,2774 3137.1,2766 3138.5,2764.1 3139.4,2756 3146.4,2692.4 3156.3,2673.7 3139.4,2612 3132,2585.1 3131.3,2572.3 3107.4,2558 \\\\\\n3064.7,2532.5 2701.3,2568.2 2660.4,2540 2626.4,2516.6 2616.4,2485.6 2637.2,2450 2645.5,2435.9 2661.1,2446.1 2669.4,2432 2701.7,2376.8 \\\\\\n2687.5,2349.4 2669.4,2288 2661.3,2260.6 2656.8,2251.8 2634.4,2234 2615.9,2219.3 2604.6,2228.2 2584.4,2216 2554,2197.6 2546.6,2190.5 \\\\\\n2525.4,2162 2509.5,2140.6 2508.3,2133.1 2499.4,2108 2449.9,1968.5 2445.4,1930.2 2422.4,1784 2417.1,1750.6 2414.6,1711.8 2413.4,1686.2\\\"];\\n\\tn59\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3792.4,3040\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn49 -> n59\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"4300,3083\\\",\\n\\t\\tpos=\\\"e,3836.1,3045.3 4696.6,3113.4 4689,3111.3 4681,3109.3 4673.4,3108 4501.3,3078.7 4455.2,3102.9 4281.1,3090 4122.6,3078.3 3935.9,3057.1 \\\\\\n3846.1,3046.5\\\"];\\n\\tn62\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4466.4,3040\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn49 -> n62\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"4565,3083\\\",\\n\\t\\tpos=\\\"e,4486.8,3056.2 4695.5,3113.7 4688.2,3111.6 4680.6,3109.6 4673.4,3108 4617.6,3095.8 4599.8,3109.6 4546.1,3090 4528.1,3083.4 4509.8,\\\\\\n3072.3 4495.3,3062.3\\\"];\\n\\tn64\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4575.4,3040\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn49 -> n64\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"4621,3083\\\",\\n\\t\\tpos=\\\"e,4580.9,3058.2 4694.7,3114.1 4687.6,3112 4680.3,3109.9 4673.4,3108 4641.9,3099.3 4627.8,3110.1 4602.1,3090 4594.7,3084.2 4589,3075.7 \\\\\\n4584.9,3067.4\\\"];\\n\\tn67\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4954.4,3040\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn49 -> n67\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"4839,3083\\\",\\n\\t\\tpos=\\\"e,4914.7,3048.9 4763.4,3111.4 4775.4,3105.2 4789.3,3097.6 4801.4,3090 4810.2,3084.4 4810.8,3080.5 4820.1,3076 4835.1,3068.7 4873,\\\\\\n3058.8 4904.7,3051.2\\\"];\\n\\tn70\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5170.4,3040\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn49 -> n70\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"4963,3083\\\",\\n\\t\\tpos=\\\"e,5137,3052.4 4781.8,3119.6 4818.8,3114 4870.6,3104.4 4914.4,3090 4928.2,3085.4 4930,3079.9 4944.1,3076 5018.3,3055.3 5041.1,3074.3 \\\\\\n5116.4,3058 5120,3057.2 5123.7,3056.3 5127.3,3055.3\\\"];\\n\\tn73\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4692.4,3040\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn49 -> n73\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"4719,3083\\\",\\n\\t\\tpos=\\\"e,4692.6,3058.3 4714.1,3109.3 4708.8,3103.7 4703.5,3097.1 4700.1,3090 4696.9,3083.3 4694.9,3075.6 4693.8,3068.3\\\"];\\n\\tn76\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4819.4,3040\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn49 -> n76\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"4781,3083\\\",\\n\\t\\tpos=\\\"e,4790.9,3054.2 4741.1,3107.9 4746,3097.7 4753.2,3085.2 4762.1,3076 4767.9,3070 4774.9,3064.5 4781.9,3059.8\\\"];\\n\\tn79\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5279.4,3040\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn49 -> n79\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"5091,3083\\\",\\n\\t\\tpos=\\\"e,5245.6,3052.2 4779.9,3118.2 4801,3114.7 4826.4,3110.9 4849.4,3108 4932.7,3097.6 4955.8,3109.9 5037.4,3090 5053.5,3086.1 5056,3080.1 \\\\\\n5072.1,3076 5138.1,3059.1 5157.8,3072.7 5224.4,3058 5228.2,3057.2 5232.1,3056.2 5236,3055.1\\\"];\\n\\tn82\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5388.4,3040\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn49 -> n82\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"5157,3083\\\",\\n\\t\\tpos=\\\"e,5355,3052.3 4779.5,3117.9 4800.8,3114.4 4826.3,3110.6 4849.4,3108 4965.4,3095 4999.1,3121.8 5111.4,3090 5124.3,3086.4 5125.2,3079.8 \\\\\\n5138.1,3076 5221.7,3051.3 5248,3075.7 5333.4,3058 5337.3,3057.2 5341.2,3056.2 5345.2,3055.1\\\"];\\n\\tn85\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4357.4,3040\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn49 -> n85\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"4422,3083\\\",\\n\\t\\tpos=\\\"e,4368.2,3057.6 4696.2,3113.4 4688.8,3111.3 4680.9,3109.4 4673.4,3108 4614.1,3097.3 4457.3,3116.1 4403.1,3090 4391.8,3084.6 4382,\\\\\\n3075 4374.3,3065.6\\\"];\\n\\tn88\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3061.4,2414\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn51 -> n88\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"3414,2468\\\",\\n\\t\\tpos=\\\"e,3101.2,2422.4 3536,2513.5 3442.8,2494 3213,2445.8 3111.3,2424.5\\\"];\\n\\tn52\\t [dtype=int64,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=1,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"3385.4,3126\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn52 -> n51\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"3470,2846\\\",\\n\\t\\tpos=\\\"e,3540.6,2533.2 3391.7,3107.8 3408.4,3057.9 3452.4,2914.7 3452.4,2792 3452.4,2792 3452.4,2792 3452.4,2630 3452.4,2597.4 3444.8,2582.4 \\\\\\n3466.4,2558 3467.6,2556.7 3501,2545.8 3530.8,2536.4\\\"];\\n\\tn52 -> n62\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"3708,3083\\\",\\n\\t\\tpos=\\\"e,4433.3,3052.5 3412.4,3120.3 3465.3,3109.3 3586.2,3085.7 3689.1,3076 3848.9,3060.9 4253.2,3085.3 4411.4,3058 4415.3,3057.3 4419.4,\\\\\\n3056.4 4423.4,3055.4\\\"];\\n\\tn292\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2708.4,1766\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn52 -> n292\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"2829,2468\\\",\\n\\t\\tpos=\\\"e,2728.4,1782.4 3366.7,3107.7 3352.1,3091.4 3334.4,3066.2 3334.4,3040 3334.4,3040 3334.4,3040 3334.4,2846 3334.4,2755 3255.5,2564.9 \\\\\\n3246.4,2558 3209.1,2530.2 2860.5,2573.6 2828.4,2540 2733.7,2441.2 2944.8,2343.2 2862.4,2234 2844.8,2210.8 2819.8,2236.8 2799.4,2216 \\\\\\n2776.2,2192.4 2780.4,2177.1 2780.4,2144 2780.4,2144 2780.4,2144 2780.4,1874 2780.4,1840.5 2756.1,1809.5 2735.7,1789.3\\\"];\\n\\tn326\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1450.4,1982\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn52 -> n326\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"780.02,2576\\\",\\n\\t\\tpos=\\\"e,1450.5,2000.3 3358,3110.9 3294.3,3075.8 3141.4,2991.8 3135.4,2990 2637.6,2842.7 1191.8,3157.7 806.38,2810 738.07,2748.4 743.64,\\\\\\n2459.3 810.38,2396 838.39,2369.4 859.49,2392.3 895.38,2378 923.93,2366.7 925.02,2351 954.38,2342 1032.6,2317.9 1245.4,2351.8 1322.4,\\\\\\n2324 1347.5,2315 1346.2,2299.2 1370.4,2288 1403.5,2272.7 1427.6,2298.5 1450.4,2270 1452.4,2267.5 1451.2,2082.7 1450.6,2010.5\\\"];\\n\\tn54 -> n88\\t [label=\\\"0 int64\\\",\\n\\t\\tlp=\\\"3513,2468\\\",\\n\\t\\tpos=\\\"e,3106.3,2415.7 3651.6,2509.9 3644.7,2507.7 3637.3,2505.6 3630.4,2504 3570.8,2490.4 3551.5,2506.9 3494.1,2486 3466,2475.8 3465.6,\\\\\\n2459.7 3437.4,2450 3379.5,2430.1 3206.2,2420.1 3116.5,2416.1\\\"];\\n\\tn55\\t [dtype=int64,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=-1,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"3703.4,2630\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn55 -> n54\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"3716,2576\\\",\\n\\t\\tpos=\\\"e,3688.4,2540.1 3700.3,2611.7 3697.5,2594.8 3693.3,2569.6 3690.1,2550.1\\\"];\\n\\tn205\\t [apply_op=IncSubtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=IncSubtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1523.4,2090\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.577];\\n\\tn55 -> n205\\t [label=\\\"2 int64\\\",\\n\\t\\tlp=\\\"1484,2360\\\",\\n\\t\\tpos=\\\"e,1517.6,2108.1 3676.1,2617.3 3671.3,2615.3 3666.2,2613.5 3661.4,2612 3618.1,2599 3602.6,2612.5 3561.4,2594 3537.7,2583.4 3539.8,\\\\\\n2566.9 3515.4,2558 3414.5,2521.1 3131.4,2581.6 3032.4,2540 3010.9,2531 3014.4,2515.9 2994.4,2504 2927.3,2464.2 2904.3,2462.8 2827.4,\\\\\\n2450 2770.3,2440.5 1839.9,2453.9 1786.4,2432 1764.8,2423.2 1769.7,2405.3 1748.4,2396 1719.4,2383.4 1485.8,2401.1 1464.1,2378 1453.1,\\\\\\n2366.3 1462.3,2357.9 1464.1,2342 1473.7,2259 1500.6,2163.6 1514.7,2117.6\\\"];\\n\\tn346\\t [apply_op=IncSubtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=IncSubtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3031.4,1226\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.577];\\n\\tn55 -> n346\\t [label=\\\"2 int64\\\",\\n\\t\\tlp=\\\"3459,1928\\\",\\n\\t\\tpos=\\\"e,3058.7,1241.9 3730.6,2616.5 3743.9,2609.2 3757.8,2600.5 3761.4,2594 3792.7,2537.8 3771.2,2509.4 3746.4,2450 3674.1,2277.3 3592,\\\\\\n2271.3 3500.4,2108 3462.8,2041 3456.4,2021.1 3440.1,1946 3400.5,1762.9 3471.5,1682.9 3360.4,1532 3259.2,1394.6 3220.5,1368.7 3087.4,\\\\\\n1262 3081.1,1257 3074.1,1252 3067.2,1247.5\\\"];\\n\\tn91\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1688.4,2414\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn57 -> n91\\t [color=dodgerblue,\\n\\t\\tlabel=int8,\\n\\t\\tlp=\\\"2552.3,2468\\\",\\n\\t\\tpos=\\\"e,1726.5,2426.2 2932,2517.2 2908.3,2513.1 2872.6,2507.3 2841.4,2504 2775,2496.9 2602.5,2513.3 2541.6,2486 2520.9,2476.7 2526.3,2458.9 \\\\\\n2505.4,2450 2428.5,2417.2 1836.1,2444.2 1753.4,2432 1747.9,2431.2 1742.2,2430.1 1736.5,2428.7\\\"];\\n\\tn364\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2871.4,1010\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn57 -> n364\\t [label=\\\"1 lvector\\\",\\n\\t\\tlp=\\\"3126.1,1766\\\",\\n\\t\\tpos=\\\"e,2907.1,1021 2961.8,2504 2968.7,2464.5 2982.8,2367.8 2970.4,2288 2965.2,2254.8 2952.6,2249.2 2947.4,2216 2916,2015 3130.4,1756.7 \\\\\\n3130.4,1658 3130.4,1658 3130.4,1658 3130.4,1118 3130.4,1095.1 2991,1047.7 2916.7,1024\\\"];\\n\\tn93\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3731.4,2954\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn59 -> n93\\t [label=\\\"0 int8\\\",\\n\\t\\tlp=\\\"3747.5,2997\\\",\\n\\t\\tpos=\\\"e,3727.5,2972.3 3759,3027.8 3748.5,3022.2 3738.1,3014.5 3732.1,3004 3728.4,2997.6 3727.1,2989.8 3727,2982.4\\\"];\\n\\tn96\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4622.4,1064\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn59 -> n96\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"4713,2090\\\",\\n\\t\\tpos=\\\"e,4617.5,1082.2 3813,3023.8 3829.4,3012 3853.5,2996.9 3877.4,2990 4011.3,2951.5 4372.6,3017.3 4504.4,2972 4529.9,2963.2 4527.9,2945 \\\\\\n4553.4,2936 4594.6,2921.4 4913.1,2946.3 4946.4,2918 4971.3,2896.8 4961.4,2878.7 4961.4,2846 4961.4,2846 4961.4,2846 4961.4,2684 \\\\\\n4961.4,2592 4624.4,2020 4624.4,1928 4624.4,1928 4624.4,1928 4624.4,1658 4624.4,1537.7 4604.4,1508.3 4604.4,1388 4604.4,1388 4604.4,\\\\\\n1388 4604.4,1172 4604.4,1144.6 4610.1,1113.7 4615.1,1092\\\"];\\n\\tn60\\t [dtype=int64,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=0,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"3685.4,3126\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn60 -> n59\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"3764,3083\\\",\\n\\t\\tpos=\\\"e,3772.1,3056.3 3707.8,3108 3724.1,3094.9 3746.4,3077 3763.9,3062.9\\\"];\\n\\tn294\\t [apply_op=Subtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Subtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2883.4,1766\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2634];\\n\\tn60 -> n294\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"3761,2468\\\",\\n\\t\\tpos=\\\"e,2904.4,1782 3673,3107.8 3640.7,3059.2 3556.9,2926.5 3575.4,2882 3588.4,2850.6 3599.1,2843.4 3629.4,2828 3675.9,2804.4 3698.9,2833.6 \\\\\\n3745.4,2810 3775.6,2794.6 3786.4,2787.4 3799.4,2756 3827.1,2689 3877,2678.4 3761.4,2504 3734.9,2464.1 3436.7,2300 3399.4,2270 3169.6,\\\\\\n2084.9 3148.6,1998.5 2928.4,1802 2923.3,1797.4 2917.7,1792.7 2912.2,1788.3\\\"];\\n\\tn98\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4033.4,2954\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn62 -> n98\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4231.2,2997\\\",\\n\\t\\tpos=\\\"e,4058.2,2965.9 4433,3027.7 4425.9,3025.5 4418.5,3023.4 4411.4,3022 4321.5,3003.6 4295.5,3022.9 4205.7,3004 4186.7,3000 4183.1,2995 \\\\\\n4164.4,2990 4125,2979.4 4113.3,2984.3 4074.4,2972 4072.1,2971.3 4069.8,2970.5 4067.5,2969.6\\\"];\\n\\tn100\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5180.4,2576\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn62 -> n100\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"5184,2846\\\",\\n\\t\\tpos=\\\"e,5181.9,2594.4 4499.4,3027.5 4506.6,3025.3 4514.2,3023.3 4521.4,3022 4634.8,3001.9 4928,3033.5 5039.4,3004 5041.2,3003.5 5099.2,\\\\\\n2973.5 5100.4,2972 5186.1,2857.8 5186.1,2674.7 5182.5,2604.6\\\"];\\n\\tn102\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4115.4,2954\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn64 -> n102\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4359.2,2997\\\",\\n\\t\\tpos=\\\"e,4146.2,2959.4 4542,3027.8 4534.9,3025.6 4527.5,3023.5 4520.4,3022 4438.8,3004.9 4411.6,3033.5 4333.7,3004 4323.8,3000.2 4324.1,\\\\\\n2994.2 4314.4,2990 4310.7,2988.4 4213.5,2971.2 4156.4,2961.2\\\"];\\n\\tn104\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5329.4,2900\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn64 -> n104\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"5381,2997\\\",\\n\\t\\tpos=\\\"e,5341.6,2917.7 4610.3,3028.3 4619.4,3025.8 4629.2,3023.4 4638.4,3022 4677.6,3016 5324.7,3032.4 5352.4,3004 5372.3,2983.5 5359.8,\\\\\\n2949.9 5346.8,2926.4\\\"];\\n\\tn65\\t [dtype=int64,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=2,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"4451.4,3126\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn65 -> n64\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"4471,3083\\\",\\n\\t\\tpos=\\\"e,4540.6,3051.7 4446.6,3107.6 4445.1,3097.3 4445.3,3084.8 4452.1,3076 4471.4,3051.3 4490.3,3066.9 4520.4,3058 4523.8,3057 4527.2,\\\\\\n3055.9 4530.7,3054.9\\\"];\\n\\tn106\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4594.4,2954\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn67 -> n106\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4813.2,2997\\\",\\n\\t\\tpos=\\\"e,4625.5,2959.3 4914.4,3031 4901.4,3028.1 4886.8,3024.9 4873.4,3022 4835.3,3013.8 4823.9,3018.2 4787.7,3004 4776.4,2999.6 4775.6,\\\\\\n2994.4 4764.4,2990 4741.4,2980.9 4678.1,2968.7 4635.6,2961.1\\\"];\\n\\tn108\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5493.4,2036\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn67 -> n108\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"5513,2576\\\",\\n\\t\\tpos=\\\"e,5493.1,2054.3 4993.6,3030.8 5009.3,3027.5 5027.6,3024 5044.4,3022 5091.3,3016.3 5430.1,3030.3 5469.4,3004 5489.7,2990.4 5492.4,\\\\\\n2978.5 5492.4,2954 5492.4,2954 5492.4,2954 5492.4,2144 5492.4,2117.1 5492.7,2086.3 5493,2064.6\\\"];\\n\\tn68\\t [dtype=int64,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=3,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"5009.4,3126\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn68 -> n67\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"5014,3083\\\",\\n\\t\\tpos=\\\"e,4972.1,3057 5003,3107.7 4999.2,3097.9 4993.8,3085.8 4987.4,3076 4984.9,3072.1 4981.9,3068.3 4978.9,3064.6\\\"];\\n\\tn110\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4744.4,2954\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn70 -> n110\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"5171.2,2997\\\",\\n\\t\\tpos=\\\"e,4775.3,2959.9 5160.4,3022.4 5152.9,3011 5141.5,2997.1 5127.4,2990 5072.8,2962.7 4914,2979 4853.4,2972 4830.7,2969.4 4805.6,2965.3 \\\\\\n4785.2,2961.7\\\"];\\n\\tn112\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6581.4,2792\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn70 -> n112\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"6593,2954\\\",\\n\\t\\tpos=\\\"e,6583.4,2810.3 5203.1,3027.5 5210.4,3025.2 5218,3023.2 5225.4,3022 5261.1,3016 6501,3026.6 6529.4,3004 6584.8,2959.9 6587,2867.2 \\\\\\n6584.2,2820.3\\\"];\\n\\tn71\\t [dtype=int64,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=4,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"5195.4,3126\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn71 -> n70\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"5203,3083\\\",\\n\\t\\tpos=\\\"e,5175.6,3057.9 5190.1,3107.8 5186.7,3096.2 5182.3,3080.9 5178.5,3067.8\\\"];\\n\\tn114\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4260.4,2954\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn73 -> n114\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4509.2,2997\\\",\\n\\t\\tpos=\\\"e,4284.7,2966 4656.6,3028.7 4647.8,3026.3 4638.3,3023.8 4629.4,3022 4565.4,3009 4546.9,3020.2 4483.7,3004 4467.3,2999.8 4464.7,2994.2 \\\\\\n4448.4,2990 4384.6,2973.7 4364.9,2989.4 4301.4,2972 4299,2971.3 4296.5,2970.5 4294,2969.7\\\"];\\n\\tn116\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4438.4,416\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn73 -> n116\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"5270,1766\\\",\\n\\t\\tpos=\\\"e,4439.2,434.18 4729.2,3029.3 4740.7,3026.4 4753.5,3023.6 4765.4,3022 4800.6,3017.2 5380.6,3029.5 5405.4,3004 5486.9,2920.2 5330.1,\\\\\\n2601.7 5313.4,2486 5259.2,2111.7 5304,2009.3 5222.4,1640 5134.8,1243.9 5093.7,1146.4 4928.4,776 4920,757.15 4854.6,625.4 4837.4,\\\\\\n614 4807.4,594.12 4711.4,604.51 4676.4,596 4632.9,585.43 4625.5,572.02 4582.4,560 4538.9,547.87 4516.7,571.31 4482.4,542 4453.8,\\\\\\n517.59 4443.8,473.5 4440.3,444.49\\\"];\\n\\tn74\\t [dtype=int64,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=5,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"4637.4,3126\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn74 -> n73\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"4671,3083\\\",\\n\\t\\tpos=\\\"e,4670.1,3056.1 4640.2,3107.9 4642.3,3097.9 4646,3085.6 4652.1,3076 4655,3071.3 4658.8,3066.9 4662.7,3062.9\\\"];\\n\\tn118\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4342.4,2954\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn76 -> n118\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4659.2,2997\\\",\\n\\t\\tpos=\\\"e,4366.8,2966 4781.2,3030 4770.1,3027.2 4757.8,3024.3 4746.4,3022 4696.7,3011.9 4680.5,3023.4 4633.7,3004 4623.9,2999.9 4624.3,2993.7 \\\\\\n4614.4,2990 4518.2,2954.6 4483.9,2996.5 4384.4,2972 4381.7,2971.3 4379,2970.5 4376.3,2969.6\\\"];\\n\\tn120\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5399.4,1820\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn76 -> n120\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"5454,2468\\\",\\n\\t\\tpos=\\\"e,5407,1838 4857.4,3030 4870.9,3026.9 4886.2,3023.8 4900.4,3022 4930.2,3018.2 5420.5,3025.6 5441.4,3004 5499.2,2944.2 5433.4,2713.1 \\\\\\n5433.4,2630 5433.4,2630 5433.4,2630 5433.4,2468 5433.4,2324 5427.4,2288 5427.4,2144 5427.4,2144 5427.4,2144 5427.4,1928 5427.4,1899.9 \\\\\\n5418.4,1869 5410.6,1847.5\\\"];\\n\\tn77\\t [dtype=int64,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=6,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"4885.4,3126\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn77 -> n76\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"4891,3083\\\",\\n\\t\\tpos=\\\"e,4842.7,3055.8 4879.7,3107.8 4876.1,3097.8 4870.6,3085.5 4863.4,3076 4859.7,3071.2 4855.3,3066.6 4850.6,3062.4\\\"];\\n\\tn122\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4894.4,2954\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn79 -> n122\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"5248.2,2997\\\",\\n\\t\\tpos=\\\"e,4920.7,2964.4 5255.9,3024.3 5234.4,3010.1 5205.4,2991 5202.4,2990 5094.6,2953.9 5058.8,2994.5 4947.4,2972 4941.8,2970.9 4936.1,\\\\\\n2969.3 4930.5,2967.6\\\"];\\n\\tn124\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6646.4,524\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn79 -> n124\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"6677,1820\\\",\\n\\t\\tpos=\\\"e,6647.8,542.19 5312.1,3027.5 5319.4,3025.2 5327,3023.2 5334.4,3022 5467.5,2999.8 6417.8,3034.3 6549.4,3004 6600.5,2992.2 6656.4,\\\\\\n3006.5 6656.4,2954 6656.4,2954 6656.4,2954 6656.4,740 6656.4,672.63 6651.5,593.57 6648.5,552.31\\\"];\\n\\tn80\\t [dtype=int64,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=7,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"5279.4,3126\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn80 -> n79\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"5299,3083\\\",\\n\\t\\tpos=\\\"e,5279.4,3058.2 5279.4,3107.8 5279.4,3096.4 5279.4,3081.4 5279.4,3068.5\\\"];\\n\\tn126\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4988.4,2954\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn82 -> n126\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"5326.2,2997\\\",\\n\\t\\tpos=\\\"e,5020.3,2956.3 5354.9,3027.7 5338.4,3021.2 5318.2,3012.8 5300.7,3004 5289.9,2998.6 5288.8,2993.9 5277.4,2990 5232.7,2974.6 5099.2,\\\\\\n2962.5 5030.4,2957.1\\\"];\\n\\tn128\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6722.4,740\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn82 -> n128\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"6738,1928\\\",\\n\\t\\tpos=\\\"e,6721,758.33 5434,3039.7 5655.7,3038.1 6612.9,3029.8 6670.4,3004 6698.2,2991.5 6717.4,2984.5 6717.4,2954 6717.4,2954 6717.4,2954 \\\\\\n6717.4,848 6717.4,821.02 6719,790.3 6720.3,768.53\\\"];\\n\\tn83\\t [dtype=int64,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=8,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"5388.4,3126\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn83 -> n82\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"5408,3083\\\",\\n\\t\\tpos=\\\"e,5388.4,3058.2 5388.4,3107.8 5388.4,3096.4 5388.4,3081.4 5388.4,3068.5\\\"];\\n\\tn130\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3886.4,2954\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn85 -> n130\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4011.2,2997\\\",\\n\\t\\tpos=\\\"e,3907.4,2967.8 4324.3,3027.5 4317.5,3025.3 4310.3,3023.3 4303.4,3022 4164.5,2995.4 4122.3,3040.6 3985.7,3004 3961,2997.4 3935.3,\\\\\\n2984.3 3916.2,2973.1\\\"];\\n\\tn132\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5020.4,1388\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn85 -> n132\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"5107,2252\\\",\\n\\t\\tpos=\\\"e,5039.1,1405.1 4390.4,3027.5 4397.6,3025.3 4405.2,3023.3 4412.4,3022 4544.2,2998.9 4886.9,3044.7 5014.4,3004 5026.6,3000.1 5054.6,\\\\\\n2982.2 5062.4,2972 5082.9,2945.2 5086.4,2933.7 5086.4,2900 5086.4,2900 5086.4,2900 5086.4,1496 5086.4,1463.7 5064.6,1432.8 5046,\\\\\\n1412.4\\\"];\\n\\tn86\\t [dtype=int64,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=9,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"4327.4,3126\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn86 -> n85\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"4347,3083\\\",\\n\\t\\tpos=\\\"e,4339.8,3056.8 4324.8,3107.9 4324.1,3098.2 4324.4,3086.1 4328.1,3076 4329.5,3072.2 4331.5,3068.5 4333.7,3065\\\"];\\n\\tn134\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3039.4,2306\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn88 -> n134\\t [label=fmatrix,\\n\\t\\tlp=\\\"3059,2360\\\",\\n\\t\\tpos=\\\"e,3036.6,2324.1 3048,2396.6 3044.4,2391 3041,2384.5 3039.2,2378 3035.2,2364 3034.9,2347.7 3035.7,2334.3\\\"];\\n\\tn88 -> n228\\t [label=\\\"1 bscalar\\\",\\n\\t\\tlp=\\\"3105.5,2198\\\",\\n\\t\\tpos=\\\"e,2909.3,1993.7 3072.9,2396.4 3075.9,2390.7 3078.8,2384.3 3080.4,2378 3101.6,2292.4 3099.7,2262.1 3067.4,2180 3034.1,2095.4 3008.9,\\\\\\n2080 2942.4,2018 2935,2011.1 2926.1,2004.6 2917.8,1999.1\\\"];\\n\\tn89\\t [dtype=int8,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"[[1]]\\\",\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"3068.4,2522\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn89 -> n88\\t [label=\\\"2 int8\\\",\\n\\t\\tlp=\\\"3081.5,2468\\\",\\n\\t\\tpos=\\\"e,3062.5,2432.1 3067.2,2503.7 3066.1,2486.8 3064.5,2461.6 3063.2,2442.1\\\"];\\n\\tn202\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2889.4,2090\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn89 -> n202\\t [label=\\\"0 int8\\\",\\n\\t\\tlp=\\\"2953.5,2306\\\",\\n\\t\\tpos=\\\"e,2892.8,2108 3052.6,2503.8 3024.7,2470.5 2966.9,2396.7 2938.1,2324 2920,2278.3 2924.4,2264.1 2914.4,2216 2907.4,2182.4 2899.7,2143.6 \\\\\\n2894.8,2118.1\\\"];\\n\\tn136\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1163.4,2306\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn91 -> n136\\t [label=fmatrix,\\n\\t\\tlp=\\\"1422,2360\\\",\\n\\t\\tpos=\\\"e,1197.5,2317.8 1649.8,2402 1641.2,2399.7 1632,2397.5 1623.4,2396 1525.8,2378.7 1498.4,2397.2 1401.2,2378 1349.5,2367.8 1339,2356.5 \\\\\\n1288.4,2342 1257.1,2333 1248.6,2333.2 1217.4,2324 1214.1,2323 1210.6,2322 1207.2,2320.9\\\"];\\n\\tn93 -> n138\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"3522.2,2900\\\",\\n\\t\\tpos=\\\"e,2546.8,2858.5 3700.4,2948.8 3617.3,2935.1 3382.4,2897.8 3185.4,2882 3048.6,2871 2703.4,2887.9 2568.4,2864 2564.5,2863.3 2560.5,\\\\\\n2862.4 2556.5,2861.4\\\"];\\n\\tn94\\t [dtype=fmatrix,\\n\\t\\tfillcolor=YellowGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=W,\\n\\t\\tnode_type=shared_input,\\n\\t\\tpos=\\\"4267.4,3040\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn94 -> n93\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"3851.2,2997\\\",\\n\\t\\tpos=\\\"e,3752,2968.1 4240.2,3039.2 4156.7,3036.6 3904.1,3026.9 3825.7,3004 3802.7,2997.3 3778.8,2984.6 3760.9,2973.6\\\"];\\n\\tn94 -> n98\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4077.2,2997\\\",\\n\\t\\tpos=\\\"e,4035.5,2972.3 4240.1,3038.8 4188.7,3036 4079.9,3027.5 4051.7,3004 4045,2998.5 4040.8,2990.3 4038.1,2982.1\\\"];\\n\\tn94 -> n102\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4138.2,2997\\\",\\n\\t\\tpos=\\\"e,4109,2972 4240.3,3037.7 4200.3,3033.6 4128.3,3023.7 4112.7,3004 4107.8,2997.8 4106.7,2989.8 4107.3,2982\\\"];\\n\\tn94 -> n106\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4587.2,2997\\\",\\n\\t\\tpos=\\\"e,4581.4,2970.6 4294.5,3025.1 4297.4,3023.9 4300.4,3022.8 4303.4,3022 4404.8,2994 4442.8,3045.6 4539.4,3004 4552.7,2998.3 4564.8,\\\\\\n2988 4574.4,2978.2\\\"];\\n\\tn94 -> n110\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4733.2,2997\\\",\\n\\t\\tpos=\\\"e,4729.3,2969.9 4294.4,3025 4297.4,3023.8 4300.4,3022.8 4303.4,3022 4386.5,3000.3 4610,3036.8 4689.4,3004 4696.9,3000.9 4710.2,2988.8 \\\\\\n4721.9,2977.3\\\"];\\n\\tn94 -> n114\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4288.2,2997\\\",\\n\\t\\tpos=\\\"e,4260.8,2972.1 4264.7,3021.7 4263.9,3016.1 4263.2,3009.8 4262.7,3004 4262.1,2997 4261.6,2989.4 4261.3,2982.3\\\"];\\n\\tn94 -> n118\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4418.2,2997\\\",\\n\\t\\tpos=\\\"e,4366.7,2966.1 4294.6,3025.5 4297.5,3024.2 4300.5,3023 4303.4,3022 4340.3,3009.2 4364.8,3034.3 4389.4,3004 4398.5,2992.7 4388.3,\\\\\\n2980.9 4375.1,2971.5\\\"];\\n\\tn94 -> n122\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4887.2,2997\\\",\\n\\t\\tpos=\\\"e,4881.5,2970.8 4294.4,3025 4297.4,3023.8 4300.4,3022.8 4303.4,3022 4361.1,3007.3 4784.2,3026.4 4839.4,3004 4852.8,2998.6 4865,2988.3 \\\\\\n4874.5,2978.5\\\"];\\n\\tn94 -> n126\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"4962.2,2997\\\",\\n\\t\\tpos=\\\"e,4968.6,2968.2 4294.4,3025 4297.4,3023.8 4300.4,3022.8 4303.4,3022 4435.1,2988.8 4785.1,3045.7 4914.4,3004 4919.6,3002.3 4941.6,\\\\\\n2987.3 4960.3,2974.1\\\"];\\n\\tn94 -> n130\\t [label=\\\"1 fmatrix\\\",\\n\\t\\tlp=\\\"3913.2,2997\\\",\\n\\t\\tpos=\\\"e,3881.5,2971.9 4240.3,3039.5 4157.5,3037.5 3911.7,3029.7 3887.7,3004 3882.2,2998.2 3880.5,2990.1 3880.6,2982.1\\\"];\\n\\tn610\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3951.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn94 -> n610\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4896.2,1658\\\",\\n\\t\\tpos=\\\"e,3976.2,288.61 4294.4,3024.9 4297.4,3023.8 4300.4,3022.7 4303.4,3022 4377.4,3003.5 4917.8,3030.2 4989.4,3004 5010.8,2996.2 5019.1,\\\\\\n2992.3 5029.4,2972 5065.3,2900.7 5042.7,3092.4 4918.4,2108 4893.2,1908.5 4870.4,1859.1 4870.4,1658 4870.4,1658 4870.4,1658 4870.4,\\\\\\n1496 4870.4,1346.8 4782.4,1321.2 4782.4,1172 4782.4,1172 4782.4,1172 4782.4,848 4782.4,765.32 4782.4,736.04 4735.4,668 4711.8,633.9 \\\\\\n4698.1,628.66 4659.4,614 4588.3,587.12 4562.1,617.96 4489.4,596 4456.3,586 4452.2,573.6 4420.4,560 4397.5,550.22 4384.4,560.14 4367.4,\\\\\\n542 4322,493.66 4370.3,449.39 4328.4,398 4294.7,356.71 4271.3,362.62 4221.4,344 4166.8,323.65 4151.3,324.08 4094.4,312 4048.5,302.26 \\\\\\n4035.2,307.95 3990.4,294 3988.8,293.5 3987.1,292.94 3985.5,292.35\\\"];\\n\\tn96 -> n610\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"4707.3,686\\\",\\n\\t\\tpos=\\\"e,3980.5,285.58 4630.7,1045.9 4660.8,977.24 4755.9,731.34 4631.4,614 4603.7,587.95 4498.1,605.59 4461.4,596 4402.4,580.62 4373.8,\\\\\\n589.29 4335.4,542 4294.2,491.33 4349.4,447.11 4306.4,398 4300.9,391.78 4081.1,318.79 3990.2,288.77\\\"];\\n\\tn98 -> n140\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"3808.2,2900\\\",\\n\\t\\tpos=\\\"e,3782.3,2863.9 4002.4,2948.4 3981.3,2944.6 3952.7,2939.7 3927.4,2936 3895.3,2931.3 3804.1,2942.3 3782.7,2918 3772.2,2906.1 3774.1,\\\\\\n2888.5 3778.8,2873.7\\\"];\\n\\tn570\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4596.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn100 -> n570\\t [label=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"5227.3,1442\\\",\\n\\t\\tpos=\\\"e,4581.2,292.27 5188,2558 5196.3,2536.9 5208.4,2500.5 5208.4,2468 5208.4,2468 5208.4,2468 5208.4,1496 5208.4,1398.8 4979.3,748.9 \\\\\\n4925.4,668 4905.8,638.69 4898.1,631.27 4867.4,614 4862.6,611.3 4681.8,561.04 4676.4,560 4639.1,552.81 4531.8,570.24 4506.4,542 4441.8,\\\\\\n470.27 4530.9,350.47 4574.6,299.79\\\"];\\n\\tn102 -> n142\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"3871.2,2900\\\",\\n\\t\\tpos=\\\"e,3868.9,2859.3 4091.1,2941.8 4085.7,2939.5 4080,2937.4 4074.4,2936 4049.7,2929.8 3863,2936.7 3845.7,2918 3834.8,2906.3 3838.1,2896.1 \\\\\\n3845.7,2882 3849.2,2875.4 3854.5,2869.8 3860.5,2865.1\\\"];\\n\\tn598\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4596.4,190\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn104 -> n598\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"5351.3,1550\\\",\\n\\t\\tpos=\\\"e,4628.5,196.49 5328.8,2881.7 5328.2,2860.2 5327.4,2823.5 5327.4,2792 5327.4,2792 5327.4,2792 5327.4,1172 5327.4,1018.4 5340.3,970.53 \\\\\\n5278.4,830 5240.8,744.75 5095.2,548.63 5012.4,506 4959.5,478.78 4791.2,525.86 4745.4,488 4719.9,466.93 4726.4,449.1 4726.4,416 4726.4,\\\\\\n416 4726.4,416 4726.4,276 4726.4,233.02 4676.4,210.27 4638.4,199.19\\\"];\\n\\tn106 -> n144\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4615.2,2900\\\",\\n\\t\\tpos=\\\"e,4512.2,2857.5 4593.2,2935.8 4591.3,2919.8 4586.1,2896.7 4572.4,2882 4568.5,2877.9 4544.7,2868.9 4521.9,2860.9\\\"];\\n\\tn574\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5718.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn108 -> n574\\t [label=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"5487.3,1172\\\",\\n\\t\\tpos=\\\"e,5693,287.56 5491.6,2017.8 5485.2,1949.5 5463.4,1701.2 5463.4,1496 5463.4,1496 5463.4,1496 5463.4,1064 5463.4,939.9 5512.2,607.94 \\\\\\n5441.4,506 5429.6,488.98 5409.9,505.25 5398.4,488 5389.5,474.68 5391.7,466.54 5398.4,452 5413.8,418.5 5430.4,418.08 5461.4,398 5481.4,\\\\\\n384.98 5618.1,321.9 5683.6,291.91\\\"];\\n\\tn110 -> n146\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4766.2,2900\\\",\\n\\t\\tpos=\\\"e,4619.2,2857.9 4743.8,2935.9 4742.3,2919.5 4737.4,2895.8 4722.4,2882 4694.6,2856.4 4675.8,2874 4639.4,2864 4636,2863.1 4632.5,2862.1 \\\\\\n4629,2861\\\"];\\n\\tn600\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5043.4,190\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn112 -> n600\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"6604.3,1496\\\",\\n\\t\\tpos=\\\"e,5077.5,191 6581.1,2773.7 6580.8,2752.2 6580.4,2715.5 6580.4,2684 6580.4,2684 6580.4,2684 6580.4,524 6580.4,442.42 6599.5,404.11 \\\\\\n6544.4,344 6510,306.49 6484.6,320.54 6434.4,312 6361.3,299.57 6169.6,322.84 6101.4,294 6079.6,284.82 6084.2,266.99 6062.4,258 6011.2,\\\\\\n236.91 5619.3,247.13 5564.4,240 5536.4,236.36 5530.3,230.23 5502.4,226 5351.3,203.14 5170,194.35 5087.8,191.36\\\"];\\n\\tn114 -> n148\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4096.2,2900\\\",\\n\\t\\tpos=\\\"e,4216.6,2848.1 4229.6,2948.7 4176.5,2939.4 4073.2,2921.1 4070.7,2918 4060.5,2905.7 4060.5,2894.3 4070.7,2882 4087.7,2861.5 4156.4,\\\\\\n2852.6 4206.5,2848.8\\\"];\\n\\tn578\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4323.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn116 -> n578\\t [label=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"4430.3,362\\\",\\n\\t\\tpos=\\\"e,4336.8,292.36 4424,398.55 4403.7,373.73 4366.2,328.15 4343.2,300.11\\\"];\\n\\tn118 -> n150\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4246.2,2900\\\",\\n\\t\\tpos=\\\"e,4335.6,2858 4317.5,2942.2 4312.3,2939.9 4306.7,2937.7 4301.4,2936 4266.5,2924.6 4243.7,2946.7 4220.7,2918 4210.7,2905.5 4210.5,\\\\\\n2894.3 4220.7,2882 4248,2849 4273.9,2874.8 4315.4,2864 4318.8,2863.1 4322.3,2862.1 4325.8,2861.1\\\"];\\n\\tn602\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4242.4,190\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn120 -> n602\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"5249.3,1010\\\",\\n\\t\\tpos=\\\"e,4271,200.11 5399.1,1801.7 5398.3,1756 5394.6,1633.1 5379.4,1532 5368.3,1458.9 5367.3,1439.3 5341.4,1370 5208.2,1014.2 5224.8,868.16 \\\\\\n4942.4,614 4894.3,570.77 4870.2,575.01 4807.4,560 4763.3,549.48 4644.3,563.34 4604.4,542 4586.3,532.32 4590.4,519.99 4575.4,506 \\\\\\n4565.1,496.43 4558.9,498.38 4549.4,488 4498.3,432.11 4520.4,387.38 4458.4,344 4435.2,327.8 4418.9,344.27 4397.4,326 4371.7,304.28 \\\\\\n4387.4,282.45 4364.4,258 4341.1,233.24 4306.7,215.2 4280.3,203.95\\\"];\\n\\tn122 -> n152\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4916.2,2900\\\",\\n\\t\\tpos=\\\"e,4731,2856 4893.9,2935.8 4892.5,2919.2 4887.7,2895.5 4872.4,2882 4836.1,2850.2 4812.6,2873.9 4765.4,2864 4757.4,2862.3 4749,2860.4 \\\\\\n4740.8,2858.4\\\"];\\n\\tn582\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6333.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn124 -> n582\\t [label=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"6626.3,416\\\",\\n\\t\\tpos=\\\"e,6358.2,287.9 6636.5,506.15 6626.9,488.29 6612.4,459.83 6602.6,434 6587.8,395.17 6606.8,373.35 6577.4,344 6511.6,278.35 6462.9,\\\\\\n322.14 6374.4,294 6372.1,293.28 6369.8,292.49 6367.5,291.63\\\"];\\n\\tn126 -> n154\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"5001.2,2900\\\",\\n\\t\\tpos=\\\"e,4860.4,2853.6 4983.4,2935.9 4977.9,2919.5 4967.6,2895.8 4950.4,2882 4937.9,2871.9 4901.5,2862.4 4870.3,2855.7\\\"];\\n\\tn604\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5559.4,190\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn128 -> n604\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"6717.3,470\\\",\\n\\t\\tpos=\\\"e,5593.7,191.64 6722.6,721.73 6722.6,681.85 6720.4,584.27 6699.4,506 6674.3,412.31 6666.1,382.38 6599.4,312 6589.5,301.54 6584.1,\\\\\\n302.39 6572.4,294 6551,278.69 6549.9,267.52 6525.4,258 6482.5,241.37 6365.1,244.11 6319.4,240 6251.8,233.94 6235,231.12 6167.4,226 \\\\\\n5956.6,210.06 5704.2,197.06 5603.8,192.13\\\"];\\n\\tn130 -> n156\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"3721.2,2900\\\",\\n\\t\\tpos=\\\"e,3681.2,2864.2 3855.2,2949.1 3802.5,2940.6 3701.3,2923.7 3695.7,2918 3684.6,2906.7 3681.4,2889.3 3681,2874.5\\\"];\\n\\tn616\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2208.4,190\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn132 -> n616\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"4901.3,794\\\",\\n\\t\\tpos=\\\"e,2242.8,191.15 5023.2,1369.8 5024.9,1355.2 5026.4,1334.1 5023.4,1316 5001.3,1182.6 4964.7,1157.4 4925.4,1028 4911.5,982.43 4850.5,\\\\\\n644.99 4814.4,614 4786.2,589.86 4685,602.11 4648.4,596 4576.9,584.08 4560.4,574.18 4489.4,560 4466.4,555.41 4401.6,558.9 4385.4,\\\\\\n542 4357.4,512.92 4381.5,491.54 4373.4,452 4360,386.66 4374.3,349.89 4319.4,312 4267.3,276.08 4093.8,318.15 4035.4,294 4013,284.74 \\\\\\n4016.9,266.98 3994.4,258 3973.5,249.68 2527.9,200.74 2253.2,191.5\\\"];\\n\\tn158\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3007.4,2198\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn134 -> n158\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"3048,2252\\\",\\n\\t\\tpos=\\\"e,3012.8,2216.2 3034.1,2288.2 3029.1,2271.2 3021.5,2245.5 3015.6,2225.9\\\"];\\n\\tn136 -> n160\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"1177.2,2252\\\",\\n\\t\\tpos=\\\"e,1131.9,2215.9 1157.2,2287.9 1152.2,2273.4 1144.9,2252.3 1138.4,2234 1137.4,2231.2 1136.4,2228.4 1135.3,2225.5\\\"];\\n\\tn138 -> n162\\t [label=\\\"0 lscalar\\\",\\n\\t\\tlp=\\\"2107.9,2792\\\",\\n\\t\\tpos=\\\"e,2078.6,2755.8 2469.4,2845.6 2364.6,2844.1 2111.1,2837.7 2085.3,2810 2074.5,2798.4 2074.2,2780.6 2076.6,2765.7\\\"];\\n\\tn164\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2009.4,1172\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn138 -> n164\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"1784,2036\\\",\\n\\t\\tpos=\\\"e,2007.7,1190.1 2469.2,2845.9 2206.3,2845.1 885.39,2839.6 856.38,2810 743.61,2694.8 821.8,2590.2 901.38,2450 916.12,2424 955.03,\\\\\\n2356.1 981.38,2342 1055.8,2302.3 1278.9,2345.8 1360.4,2324 1411.1,2310.4 1421.8,2299.3 1465.4,2270 1496,2249.4 1501,2240.7 1528.4,\\\\\\n2216 1545.7,2200.4 1548.5,2194.9 1566.4,2180 1639.1,2119.3 1680.7,2129.2 1738.4,2054 1832.5,1931.4 1818.4,1877.5 1864.4,1730 1891.3,\\\\\\n1643.6 1878.7,1616.3 1911.4,1532 1924.6,1497.9 1938.7,1494.4 1951.4,1460 1985.1,1368.4 2000.8,1252.8 2006.6,1200.3\\\"];\\n\\tn586\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4650.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn138 -> n586\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"4357.1,1604\\\",\\n\\t\\tpos=\\\"e,4660,379.87 2546.8,2833.5 2553.8,2831.3 2561.3,2829.3 2568.4,2828 2687,2806.7 2996.3,2848.9 3110.4,2810 3136.3,2801.2 3134.5,2782.8 \\\\\\n3160.4,2774 3218.6,2754.2 3657.3,2781.1 3713.4,2756 3716.5,2754.6 3796.7,2668.2 3799.4,2666 3933.1,2554.3 3973.1,2532.6 4126.4,2450 \\\\\\n4144.3,2440.4 4156.1,2448.2 4168.4,2432 4251.4,2322.7 4182.2,2260.5 4209.4,2126 4240.6,1971.6 4269.6,1938.1 4302.4,1784 4320.9,1696.9 \\\\\\n4300,1668.7 4333,1586 4434,1332.9 4583.1,1335.8 4682.4,1082 4729.3,962.1 4809.4,617.13 4744.4,506 4736.1,491.91 4723.5,499.92 4712.4,\\\\\\n488 4682.1,455.63 4689.3,437.61 4669.4,398 4667.9,395.03 4666.3,391.94 4664.7,388.87\\\"];\\n\\tn140 -> n166\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"3619.2,2792\\\",\\n\\t\\tpos=\\\"e,2940,2747.4 3758.3,2833.8 3751.4,2831.6 3744.2,2829.6 3737.4,2828 3674.6,2813.8 3657.5,2818.2 3593.7,2810 3473.5,2794.5 3444.1,\\\\\\n2785.1 3323.4,2774 3169.2,2759.8 3128.1,2781.4 2975.4,2756 2967,2754.6 2958.2,2752.5 2949.8,2750.2\\\"];\\n\\tn168\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2633.4,2144\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn140 -> n168\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"2875,2522\\\",\\n\\t\\tpos=\\\"e,2646.7,2161.6 3756.9,2834.2 3750.4,2832.1 3743.7,2829.9 3737.4,2828 3709.1,2819.3 3697.9,2826.5 3673.4,2810 3656.6,2798.7 3662.8,\\\\\\n2784.4 3645.4,2774 3604.8,2749.7 3584.3,2773.6 3540.4,2756 3420.6,2708 3393.7,2682 3299.4,2594 3284.6,2580.2 3289.4,2567.3 3271.4,\\\\\\n2558 3230.2,2536.8 2892.2,2567.7 2855.2,2540 2821.3,2514.7 2839.5,2489.5 2824.4,2450 2805.7,2401.3 2803.8,2387.6 2778.4,2342 2764.1,\\\\\\n2316.4 2757.6,2311.8 2740.4,2288 2710.3,2246.4 2674.5,2198.6 2652.9,2169.9\\\"];\\n\\tn538\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5894.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn140 -> n538\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"4592.1,1604\\\",\\n\\t\\tpos=\\\"e,5927.5,374.45 3824.1,2833.5 3831.1,2831.3 3838.4,2829.3 3845.4,2828 3914.9,2814.7 4100.7,2842.9 4163.4,2810 4181.3,2800.6 4174.5,\\\\\\n2785.3 4191.4,2774 4216.3,2757.3 4234.4,2776.4 4256.4,2756 4481,2547.9 4415.5,2404.9 4490.4,2108 4547.7,1880.6 4462.7,1795.6 4568,\\\\\\n1586 4618.7,1485.1 4674.3,1492.1 4747.4,1406 4752.2,1400.4 5054.2,980.11 5058.4,974 5133.6,863.84 5119.1,807.58 5221.4,722 5237.3,\\\\\\n708.71 5245.9,713.42 5264.4,704 5291.7,690.03 5294.3,677.9 5323.4,668 5463,620.43 5838.7,625.1 5983.4,596 6066.1,579.36 6114.9,609.62 \\\\\\n6165.4,542 6174.9,529.18 6173.7,519.68 6165.4,506 6129.5,446.84 6086.3,470.3 6027.4,434 6004.1,419.63 6001.2,411.53 5977.4,398 5964.6,\\\\\\n390.76 5950.1,384.01 5936.9,378.36\\\"];\\n\\tn142 -> n170\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"2328.2,2792\\\",\\n\\t\\tpos=\\\"e,2252.8,2750.7 3867,2833.4 3859.9,2831.2 3852.5,2829.2 3845.4,2828 3803.1,2820.9 2339.5,2831.8 2302.7,2810 2286.9,2800.6 2294.8,\\\\\\n2787.5 2282.4,2774 2276.3,2767.4 2268.8,2761.4 2261.4,2756.3\\\"];\\n\\tn172\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2808.4,2252\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn142 -> n172\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"3410,2576\\\",\\n\\t\\tpos=\\\"e,2814.3,2270.1 3864.9,2834.3 3838.2,2825 3804.6,2813.2 3798.4,2810 3774.1,2797.3 3773.9,2783.9 3748.4,2774 3682.9,2748.7 3655.3,\\\\\\n2785.2 3591.4,2756 3537.6,2731.4 3541.4,2700.5 3493.4,2666 3412.6,2607.9 3393.1,2585.1 3297.4,2558 3257.2,2546.6 2956.3,2564.3 2922.4,\\\\\\n2540 2900,2524 2840.4,2349 2817.5,2279.8\\\"];\\n\\tn558\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6016.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn142 -> n558\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"4768.1,1604\\\",\\n\\t\\tpos=\\\"e,6021.6,380.1 3944.2,2843.9 4040.1,2839 4258.8,2826.2 4288.4,2810 4306.2,2800.3 4299.8,2785.7 4316.4,2774 4399,2715.6 4460.5,2773.3 \\\\\\n4532.4,2702 4622,2613.1 4695.8,1702.6 4744,1586 4781.3,1495.7 4815.3,1486.8 4870.4,1406 4892,1374.3 5226.5,859.17 5251.4,830 5274.5,\\\\\\n802.97 5281.5,796.79 5310.4,776 5390.4,718.29 5410.6,698.68 5504.4,668 5535,657.97 6048.7,602.1 6080.4,596 6173.3,578.09 6228.6,\\\\\\n616.93 6286.4,542 6296.2,529.33 6295.7,518.97 6286.4,506 6241.7,444.13 6196.5,473.77 6123.4,452 6093.4,443.08 6080,453.33 6055.4,\\\\\\n434 6041.1,422.75 6031.3,404.76 6025.2,389.57\\\"];\\n\\tn144 -> n174\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"3718.2,2792\\\",\\n\\t\\tpos=\\\"e,2442.1,2750.3 4444.9,2833.5 4437.9,2831.2 4430.5,2829.2 4423.4,2828 4343.4,2814 3768.7,2838.5 3692.7,2810 3669.2,2801.2 3672.8,\\\\\\n2782.7 3649.4,2774 3587.4,2751.1 2524,2770.1 2459.4,2756 2456.9,2755.5 2454.3,2754.7 2451.7,2753.9\\\"];\\n\\tn176\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3963.4,1928\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn144 -> n176\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"4209,2414\\\",\\n\\t\\tpos=\\\"e,3970.1,1946.1 4469.7,2828 4463,2813 4452.6,2791.5 4441.4,2774 4369.1,2661.6 4323.4,2653.2 4252.4,2540 4119.2,2327.7 4007.3,2044.3 \\\\\\n3973.7,1955.7\\\"];\\n\\tn542\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6274.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn144 -> n542\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"4831.1,1604\\\",\\n\\t\\tpos=\\\"e,6307,374.42 4493.5,2828.8 4516.7,2803.2 4559.4,2752.5 4583.4,2702 4594,2679.6 4591.9,2672.2 4597.4,2648 4610.8,2589.4 4784.4,1641.7 \\\\\\n4807,1586 4860.8,1453.4 4901.3,1433.9 4982.4,1316 5038.5,1234.5 5060.7,1219.7 5113.4,1136 5123.7,1119.7 5263,841.74 5278.4,830 5385.9,\\\\\\n747.68 6380.9,650.15 6462.4,542 6513.9,473.66 6386.3,407.94 6316.4,378.35\\\"];\\n\\tn146 -> n178\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4287.2,2792\\\",\\n\\t\\tpos=\\\"e,3040.1,2750.3 4552.6,2833.6 4545.7,2831.4 4538.4,2829.4 4531.4,2828 4413.5,2804.8 4379.1,2835.5 4261.7,2810 4217.4,2800.4 4210.8,\\\\\\n2782.5 4166.4,2774 4045.3,2750.9 3177.8,2782.3 3057.4,2756 3054.9,2755.4 3052.3,2754.7 3049.7,2753.9\\\"];\\n\\tn180\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4472.4,2684\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn146 -> n180\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"4579,2792\\\",\\n\\t\\tpos=\\\"e,4484.7,2701.6 4573.1,2828.4 4553.1,2799.7 4513.6,2743.1 4490.5,2709.9\\\"];\\n\\tn560\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6128.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn146 -> n560\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"4958.1,1604\\\",\\n\\t\\tpos=\\\"e,6169,369.76 4605,2829.3 4633.3,2804.3 4685.5,2754.4 4716.4,2702 4751.8,2642 4904.9,2176.4 4918.4,2108 4950.2,1946.7 4903.2,1520.9 \\\\\\n4968.4,1370 4973.5,1358.2 5270.4,1038.7 5277.4,1028 5344.5,925.2 5294.5,852.58 5390.4,776 5707.8,522.57 5949,822.16 6286.4,596 6359.5,\\\\\\n546.96 6345.2,455.39 6278.4,398 6270.7,391.38 6219.5,379.97 6179,371.77\\\"];\\n\\tn148 -> n182\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"3080.2,2792\\\",\\n\\t\\tpos=\\\"e,2360.1,2750.3 4217,2842.9 4157.2,2838.8 4047.3,2831.7 3953.4,2828 3903.5,2826 3098.1,2834.7 3054.7,2810 3038.3,2800.7 3048.7,2783.4 \\\\\\n3032.4,2774 2969.3,2737.7 2448.4,2771.9 2377.4,2756 2374.9,2755.4 2372.3,2754.7 2369.8,2753.9\\\"];\\n\\tn184\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4103.4,2576\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn148 -> n184\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"4275,2738\\\",\\n\\t\\tpos=\\\"e,4123.9,2592.7 4265.4,2828 4267.9,2813.1 4269.6,2791.6 4263.4,2774 4237.2,2699.9 4170.2,2633.2 4131.7,2599.4\\\"];\\n\\tn546\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5098.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn148 -> n546\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"4513.1,1604\\\",\\n\\t\\tpos=\\\"e,5135.6,372.33 4295.5,2834.2 4302.1,2832 4308.9,2829.9 4315.4,2828 4347.5,2818.7 4365.9,2834.8 4388.4,2810 4399.9,2797.3 4476.4,\\\\\\n2215.2 4476.4,2198 4476.4,2198 4476.4,2198 4476.4,2036 4476.4,1936 4451.6,1678.8 4489,1586 4493,1576 4498.6,1576.4 4505.4,1568 4536.2,\\\\\\n1529.8 4528.3,1504.8 4569.4,1478 4602.4,1456.4 4625,1484 4656.4,1460 4693.8,1431.4 5030,749.73 5041.4,704 5058.8,634.12 5039.9,613.98 \\\\\\n5037.4,542 5036.8,526.01 5026.9,518.07 5037.4,506 5075.4,462.33 5127.6,530.96 5166.4,488 5193.2,458.31 5189.2,432.15 5168.4,398 \\\\\\n5162.8,388.89 5154.1,381.99 5144.8,376.8\\\"];\\n\\tn150 -> n186\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"3293.2,2792\\\",\\n\\t\\tpos=\\\"e,2728.9,2750 4336.9,2833.4 4329.9,2831.2 4322.5,2829.2 4315.4,2828 4258,2818.2 3318.3,2838.8 3267.7,2810 3251.3,2800.7 3261.7,2783.5 \\\\\\n3245.4,2774 3197.5,2746.2 2801.5,2767.9 2747.4,2756 2744.4,2755.3 2741.4,2754.5 2738.3,2753.5\\\"];\\n\\tn188\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3714.4,1604\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn150 -> n188\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"4030,2252\\\",\\n\\t\\tpos=\\\"e,3718.9,1622.1 4395.2,2831.1 4402.4,2825.5 4409.4,2818.4 4413.4,2810 4420.2,2795.5 4419,2789 4413.4,2774 4412.6,2771.8 4303.9,2649.8 \\\\\\n4302.4,2648 4045.1,2340.9 3980.8,2255 3811.4,1892 3768.6,1800.3 3735.5,1684.4 3721.5,1632\\\"];\\n\\tn562\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4959.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn150 -> n562\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"4687.1,1604\\\",\\n\\t\\tpos=\\\"e,4984.5,376.98 4396.6,2831.6 4434.9,2809.5 4503.2,2763.4 4531.4,2702 4580,2596 4562.2,2294.3 4585.4,2180 4608.6,2065.2 4662.4,2045.1 \\\\\\n4662.4,1928 4662.4,1928 4662.4,1928 4662.4,1658 4662.4,1626 4651.5,1615.9 4663,1586 4680.8,1539.4 4779,1454.6 4818.4,1424 4829.8,\\\\\\n1415.2 4836.4,1417.3 4845.4,1406 4904,1332.4 4867.7,1285.9 4920.4,1208 4966.7,1139.5 5009.1,1149.2 5057.4,1082 5098.2,1025.1 5092.8,\\\\\\n1001.9 5121.4,938 5164.3,841.92 5166.2,813.42 5218.4,722 5266.9,636.95 5315.8,635.32 5345.4,542 5350.2,526.75 5356.3,517.67 5345.4,\\\\\\n506 5302.1,459.89 5115.1,521.33 5061.4,488 5022.1,463.65 5040.4,432.26 5009.4,398 5004.4,392.55 4998.6,387.43 4992.6,382.85\\\"];\\n\\tn152 -> n190\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4512.2,2792\\\",\\n\\t\\tpos=\\\"e,3129.2,2744.1 4660.3,2833.8 4653.4,2831.6 4646.2,2829.5 4639.4,2828 4572.7,2813.1 4554.1,2821 4486.7,2810 4409,2797.4 4391.6,2782.7 \\\\\\n4313.4,2774 4070.2,2747 3456.2,2777.1 3212.4,2756 3187.9,2753.9 3160.7,2749.7 3139.1,2745.8\\\"];\\n\\tn192\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4664.4,2684\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn152 -> n192\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"4707,2792\\\",\\n\\t\\tpos=\\\"e,4667.6,2702 4690.2,2828 4685.1,2799.9 4675.4,2745.4 4669.4,2712\\\"];\\n\\tn550\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6382.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn152 -> n550\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"5047.1,1604\\\",\\n\\t\\tpos=\\\"e,6417.2,373.6 4713.4,2829.7 4719.6,2823.9 4726.3,2817.1 4731.4,2810 4762.5,2767 4764.3,2751.9 4782.4,2702 4875.2,2445.8 4882,2375.4 \\\\\\n4934.4,2108 4979.6,1877.1 4948.8,1809.3 5023,1586 5146.9,1213.1 5219.5,1079.4 5560.4,884 5860.4,712.07 5973,755.36 6302.4,650 6370.7,\\\\\\n628.16 6392.5,632.18 6454.4,596 6485.9,577.56 6501.2,575.26 6516.4,542 6537.4,495.87 6486.9,407.69 6477.4,398 6473.4,393.97 6449.6,\\\\\\n384.95 6426.8,376.95\\\"];\\n\\tn154 -> n194\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"4136.2,2792\\\",\\n\\t\\tpos=\\\"e,2817.7,2745.8 4783.1,2835.3 4771.7,2832.4 4759.1,2829.6 4747.4,2828 4466.9,2789.4 4393.2,2828 4110.7,2810 3949.2,2799.7 3909.9,\\\\\\n2783.7 3748.4,2774 3553.8,2762.4 3065,2778.8 2871.4,2756 2857,2754.3 2841.5,2751.3 2827.8,2748.2\\\"];\\n\\tn196\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2775.4,632\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn154 -> n196\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"4309,1766\\\",\\n\\t\\tpos=\\\"e,2785.1,650.14 4805.4,2828.8 4790.3,2808.5 4768.4,2772.8 4768.4,2738 4768.4,2738 4768.4,2738 4768.4,2576 4768.4,2347.2 4580.1,2358.2 \\\\\\n4462.4,2162 4326.3,1935.3 4124,1274.6 3925.4,1100 3634.2,844.02 3492.9,864.2 3115.4,776 3065.7,764.39 2932,780.82 2886.4,758 2842.7,\\\\\\n736.15 2808.6,688.88 2790.3,658.85\\\"];\\n\\tn564\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6490.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn154 -> n564\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"5169.1,1604\\\",\\n\\t\\tpos=\\\"e,6499.1,380.1 4856.7,2835.8 4871.5,2830.2 4887.8,2821.9 4899.4,2810 4922.2,2786.7 5118.9,2301.2 5128.4,2270 5137.9,2238.8 5142.4,\\\\\\n2230.6 5142.4,2198 5142.4,2198 5142.4,2198 5142.4,1766 5142.4,1686 5133.3,1665.1 5145,1586 5155.9,1511.9 5162.5,1493.1 5191.4,1424 \\\\\\n5235,1319.8 5370.7,1062 5459.4,992 5850.8,682.86 6127.3,916.63 6509.4,596 6541.9,568.71 6548.6,547.84 6541.4,506 6534.1,463.91 6515.8,\\\\\\n417.8 6503.2,389.38\\\"];\\n\\tn156 -> n198\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"2852.2,2792\\\",\\n\\t\\tpos=\\\"e,2524.8,2750.1 3640.1,2841 3602.1,2836.8 3545.1,2831 3495.4,2828 3458.3,2825.7 2858.3,2829.5 2826.7,2810 2811.2,2800.5 2822.6,2783.8 \\\\\\n2807.4,2774 2757.8,2742 2599.8,2769.8 2542.4,2756 2539.7,2755.4 2537,2754.6 2534.3,2753.7\\\"];\\n\\tn200\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2279.4,1280\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn156 -> n200\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"2556,2090\\\",\\n\\t\\tpos=\\\"e,2291.1,1297.9 3638.7,2843.1 3598.8,2839.2 3539.3,2830.3 3491.4,2810 3312.5,2734.4 3318,2621.4 3134.4,2558 3096.5,2544.9 2806.4,\\\\\\n2564.1 2774.4,2540 2658.7,2452.8 2752.3,2347.5 2662.4,2234 2630.8,2194.1 2603.8,2202.8 2573.4,2162 2537.2,2113.4 2521.4,2096.6 2521.4,\\\\\\n2036 2521.4,2036 2521.4,2036 2521.4,1766 2521.4,1665.1 2352,1392.8 2296.6,1306.6\\\"];\\n\\tn606\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4846.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn156 -> n606\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"4419.1,1604\\\",\\n\\t\\tpos=\\\"e,4856.2,379.79 3716.8,2833.9 3723.6,2831.7 3730.7,2829.6 3737.4,2828 3776.1,2818.7 4052,2779.5 4091.4,2774 4123.5,2769.6 4212.9,\\\\\\n2778.4 4236.4,2756 4283.8,2710.7 4366.9,1645.3 4395,1586 4456.5,1456 4535.5,1469.5 4618.4,1352 4773.3,1132.4 4785.5,1059.4 4890.4,\\\\\\n812 4945.9,681 5073.4,616.98 4984.4,506 4961.3,477.23 4931.7,511.62 4903.4,488 4870,460.2 4884,437.24 4865.4,398 4864,395 4862.4,\\\\\\n391.89 4860.8,388.8\\\"];\\n\\tn158 -> n202\\t [label=\\\"1 int8\\\",\\n\\t\\tlp=\\\"2981.5,2144\\\",\\n\\t\\tpos=\\\"e,2907.7,2106.8 2988.9,2181.1 2969.1,2163 2937.4,2134 2915.1,2113.6\\\"];\\n\\tn160 -> n205\\t [color=red,\\n\\t\\tlabel=\\\"0 int8\\\",\\n\\t\\tlp=\\\"1399.5,2144\\\",\\n\\t\\tpos=\\\"e,1480,2101.8 1152.7,2190.6 1218.1,2172.8 1384.4,2127.7 1470.2,2104.4\\\"];\\n\\tn162 -> n208\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"1573,2684\\\",\\n\\t\\tpos=\\\"e,1529.4,2648 2052.1,2737.8 1943.2,2737 1593.8,2732 1554.1,2702 1540.5,2691.7 1534.1,2673.6 1531.1,2658.2\\\"];\\n\\tn164 -> n566\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"2068.3,848\\\",\\n\\t\\tpos=\\\"e,1331.9,481.55 2014.2,1154 2035.3,1070.1 2110.8,717.3 1915.4,614 1862.3,585.92 1838,616.01 1781.4,596 1737.8,580.59 1726.9,572.77 \\\\\\n1692.4,542 1677.2,528.52 1682.3,515.43 1664.4,506 1603.1,473.8 1421.1,502.32 1353.4,488 1349.5,487.17 1345.5,486.09 1341.5,484.85\\\"];\\n\\tn166 -> n210\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"2922,2684\\\",\\n\\t\\tpos=\\\"e,2880.7,2647.5 2908.2,2720.1 2904.4,2705.3 2898.2,2683.8 2890.4,2666 2889,2662.8 2887.3,2659.5 2885.6,2656.3\\\"];\\n\\tn494\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1763.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn168 -> n494\\t [label=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"2448.3,1334\\\",\\n\\t\\tpos=\\\"e,1781.9,484.77 2632.3,2125.6 2627.8,2054.4 2607,1789.9 2536.4,1586 2515.5,1525.9 2494,1518.2 2468.4,1460 2328,1141.2 2383.3,1020.9 \\\\\\n2204.4,722 2188.5,695.43 2185.1,686.6 2160.4,668 2111.4,631.15 2091.7,632.97 2033.4,614 1999.5,603 1988.5,608.93 1955.4,596 1910.1,\\\\\\n578.35 1901.1,568.52 1860.4,542 1835.7,525.94 1809,505.87 1789.8,491\\\"];\\n\\tn170 -> n212\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"1831,2684\\\",\\n\\t\\tpos=\\\"e,1452.5,2641.9 2199,2731.8 2178.4,2727.8 2150.3,2722.9 2125.4,2720 1986.8,2704.1 1950.7,2717.3 1812.1,2702 1714.2,2691.2 1690.7,\\\\\\n2681.4 1593.4,2666 1540.5,2657.7 1526.5,2660.2 1474.4,2648 1470.5,2647.1 1466.4,2646 1462.4,2644.9\\\"];\\n\\tn540\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1846.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn172 -> n540\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"2589.3,1334\\\",\\n\\t\\tpos=\\\"e,1845,380.26 2790.4,2234.9 2785.2,2229.3 2780.1,2222.7 2776.4,2216 2680.6,2041 2702.6,1977.6 2654.4,1784 2524.4,1262.8 2586.4,1030.9 \\\\\\n2190.4,668 2155.1,635.71 2142,631.17 2097.4,614 2061.3,600.13 2049,608.17 2012.4,596 1976.1,583.97 1969.3,575.37 1934.4,560 1915.4,\\\\\\n551.66 1906.6,556.04 1891.4,542 1849,502.91 1843.9,430.43 1844.6,390.4\\\"];\\n\\tn174 -> n214\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"2250,2684\\\",\\n\\t\\tpos=\\\"e,2224.6,2648 2394.1,2726 2388.7,2723.7 2382.9,2721.5 2377.4,2720 2345.8,2711.3 2252.9,2726.4 2231.1,2702 2220.7,2690.4 2220.3,2673 \\\\\\n2222.6,2658.2\\\"];\\n\\tn500\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3017.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn176 -> n500\\t [label=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"3560.3,1226\\\",\\n\\t\\tpos=\\\"e,2992,481.37 3958.4,1909.9 3943.8,1858 3898.3,1704.1 3838.4,1586 3782.9,1476.5 3752.9,1457 3666.4,1370 3587.9,1291.1 3386.5,1090.3 \\\\\\n3284.4,1046 3220.3,1018.2 3186,1067.3 3128.4,1028 3076,992.27 3047.6,810.56 2994.4,776 2946.7,745.05 2788.3,786.87 2739.4,758 2690.9,\\\\\\n729.41 2687.9,704.35 2673.4,650 2669.3,634.54 2665.5,627.92 2673.4,614 2681,600.47 2691,605.35 2703.4,596 2731.5,574.82 2737.6,567.98 \\\\\\n2761.4,542 2775.1,527.05 2771.6,515.79 2789.4,506 2860.5,466.73 2892.3,506.99 2971.4,488 2975,487.13 2978.7,486.03 2982.4,484.81\\\"];\\n\\tn178 -> n216\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"3040,2684\\\",\\n\\t\\tpos=\\\"e,2999.4,2646.1 3019.5,2720 3021.3,2704.9 3021.9,2683.2 3014.4,2666 3012.4,2661.5 3009.6,2657.3 3006.4,2653.5\\\"];\\n\\tn544\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2872.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn180 -> n544\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"4007.3,1550\\\",\\n\\t\\tpos=\\\"e,2905.7,366.25 4456.5,2666.8 4421.6,2627.9 4337.4,2529.1 4291.4,2432 4231.1,2304.8 4252.3,2260.1 4209.4,2126 4189.8,2065 4045.7,\\\\\\n1637.4 4007.4,1586 3999.5,1575.4 3992.8,1577.5 3983.6,1568 3908.2,1490.5 3920.3,1444.9 3842.4,1370 3579.2,1117.1 3434,1155.8 3155.4,\\\\\\n920 3088.9,863.71 3100.8,813.88 3022.4,776 2925.7,729.3 2877.9,805.13 2781.4,758 2752.3,743.78 2749.2,731.7 2732.4,704 2711.1,668.98 \\\\\\n2690.8,648.83 2712.4,614 2721.9,598.71 2841.6,550.58 2857.4,542 2885.1,526.99 2888.6,516.22 2918.4,506 2948,495.82 3037.7,511.55 \\\\\\n3058.4,488 3086,456.55 3063.5,423.63 3030.4,398 3012.7,384.35 2956.2,373.79 2915.9,367.73\\\"];\\n\\tn182 -> n218\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"2102,2684\\\",\\n\\t\\tpos=\\\"e,1669.2,2642.3 2308,2729.1 2296.5,2725.8 2282.9,2722.3 2270.4,2720 2188.1,2704.9 2165.7,2714.8 2083.1,2702 2008.2,2690.4 1991.4,\\\\\\n2677 1916.4,2666 1816.7,2651.3 1789.1,2668.1 1690.4,2648 1686.6,2647.2 1682.6,2646.3 1678.7,2645.2\\\"];\\n\\tn506\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2859.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn184 -> n506\\t [label=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"3440.3,1550\\\",\\n\\t\\tpos=\\\"e,2836.4,482.67 4092,2558.2 4039.7,2476.9 3817,2131.7 3623.4,1856 3549,1750.2 3519.6,1731.3 3450.4,1622 3362.9,1483.9 3351.2,1443.3 \\\\\\n3276.4,1298 3243.7,1234.6 3248.7,1210.7 3205.4,1154 3152.9,1085.2 3124.2,1076.9 3043.4,1046 3011.8,1033.9 2995.2,1049.9 2969.4,1028 \\\\\\n2916.4,982.99 2957.6,933.04 2908.4,884 2805.6,781.67 2697.4,871.7 2607.4,758 2536.2,668.13 2563.4,563.82 2662.4,506 2724.2,469.91 \\\\\\n2753.7,507.94 2822.4,488 2823.8,487.58 2825.3,487.1 2826.8,486.58\\\"];\\n\\tn186 -> n220\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"2684,2684\\\",\\n\\t\\tpos=\\\"e,2653.1,2648.2 2684.1,2723.9 2677,2718 2669.7,2710.5 2665.1,2702 2657.9,2688.7 2654.9,2672.1 2653.7,2658.2\\\"];\\n\\tn548\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2541.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn188 -> n548\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"3028.3,1010\\\",\\n\\t\\tpos=\\\"e,2574.9,365.61 3701.6,1586.3 3637.4,1498.3 3349.1,1109.7 3216.4,1046 3173.8,1025.6 3042.5,1056.2 3004.6,1028 2949.3,986.94 2976.4,\\\\\\n946.44 2947.4,884 2924.4,834.6 2935.1,805.64 2889.4,776 2843,745.94 2683.5,793.74 2641.4,758 2592.1,716.16 2595.9,673.87 2620.4,\\\\\\n614 2645.8,551.74 2665.8,535.19 2726.4,506 2761.4,489.13 2874.3,516.87 2900.4,488 2911.1,476.12 2908.1,466 2900.4,452 2878.5,412.5 \\\\\\n2856.8,413.3 2814.4,398 2793.3,390.4 2656.6,374.62 2585,366.72\\\"];\\n\\tn190 -> n222\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"3113,2684\\\",\\n\\t\\tpos=\\\"e,3087.6,2648.1 3096.2,2719.7 3094.1,2702.8 3091.1,2677.6 3088.8,2658.1\\\"];\\n\\tn512\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3465.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn192 -> n512\\t [label=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"4096.3,1604\\\",\\n\\t\\tpos=\\\"e,3442.4,482.95 4662.7,2665.7 4659.8,2640.4 4652.5,2593.8 4635.4,2558 4565.2,2411.2 4497.5,2406.8 4409.4,2270 4233.6,1997.1 4211.7,\\\\\\n1915.3 4072.6,1622 4031.5,1535.4 4033.1,1508.2 3987.4,1424 3932.4,1322.6 3929.4,1284.9 3843.4,1208 3635.7,1022.2 3526.1,1062.2 3286.4,\\\\\\n920 3212.6,876.22 3196.5,861.41 3126.4,812 3104.3,796.44 3102.7,785.37 3077.4,776 2977.1,738.9 2935.2,801.29 2837.4,758 2805.5,743.88 \\\\\\n2737.2,682.06 2723.4,650 2717.1,635.3 2713.1,626.28 2723.4,614 2752,579.67 2779.8,609.69 2822.4,596 2858,584.56 2863.7,573.84 2898.4,\\\\\\n560 2922.3,550.48 2932.3,556.8 2953.4,542 2970,530.34 2963.4,515.27 2981.4,506 3025.6,483.27 3380.2,500.13 3428.4,488 3429.9,487.63 \\\\\\n3431.3,487.2 3432.8,486.71\\\"];\\n\\tn194 -> n224\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"2798,2684\\\",\\n\\t\\tpos=\\\"e,2765.9,2648.2 2783.9,2720.2 2779.7,2703.3 2773.3,2677.7 2768.4,2658.1\\\"];\\n\\tn552\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3332.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn196 -> n552\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"3021.3,524\\\",\\n\\t\\tpos=\\\"e,3365.4,367.23 2812.6,619.51 2818.5,617.61 2824.6,615.71 2830.4,614 2860.4,605.13 2869.9,608.93 2898.4,596 2917.9,587.13 2964,557.93 \\\\\\n2978.4,542 2990.5,528.53 2982.2,515.6 2997.6,506 3045.6,476.04 3467.1,528.7 3506.4,488 3535.8,457.56 3509.1,423.54 3475.4,398 3459.8,\\\\\\n386.18 3411.8,375.64 3375.7,369.06\\\"];\\n\\tn198 -> n226\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"2374,2684\\\",\\n\\t\\tpos=\\\"e,2348.8,2647.9 2476,2726.2 2470.6,2723.9 2464.9,2721.7 2459.4,2720 2414.3,2706.4 2385.6,2737.8 2355.1,2702 2345,2690.1 2344.6,2672.7 \\\\\\n2346.8,2658\\\"];\\n\\tn596\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1457.4,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn200 -> n596\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"2221.3,848\\\",\\n\\t\\tpos=\\\"e,1444.6,378.8 2256.1,1263.8 2231.9,1244.9 2197.4,1211.1 2197.4,1172 2197.4,1172 2197.4,1172 2197.4,794 2197.4,761.4 2203.4,747.7 \\\\\\n2183.4,722 2113.6,632.66 2059.7,650.37 1952.4,614 1917,602.03 1904.8,610.5 1870.4,596 1830.2,579.04 1820.4,571.62 1788.4,542 1773.5,\\\\\\n528.24 1778.4,515.37 1760.4,506 1725.6,487.85 1434.4,516.47 1407.4,488 1396.4,476.4 1403.4,467.49 1407.4,452 1413.5,428.42 1427.3,\\\\\\n404.45 1438.8,387.18\\\"];\\n\\tn202 -> n228\\t [label=\\\"2 bscalar\\\",\\n\\t\\tlp=\\\"2913.5,2036\\\",\\n\\t\\tpos=\\\"e,2888.5,2000.1 2889.2,2071.7 2889.1,2054.8 2888.8,2029.6 2888.6,2010.1\\\"];\\n\\tn203\\t [dtype=int8,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"[[0]]\\\",\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"2835.4,2198\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn203 -> n202\\t [label=\\\"2 int8\\\",\\n\\t\\tlp=\\\"2859.5,2144\\\",\\n\\t\\tpos=\\\"e,2863.5,2105.1 2833.9,2180 2833.5,2164.7 2834.8,2142.6 2844.1,2126 2847.1,2120.7 2851.1,2115.9 2855.6,2111.7\\\"];\\n\\tn205 -> n339\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"1496.1,1712\\\",\\n\\t\\tpos=\\\"e,1508.2,1351.1 1520.6,2071.7 1510,2000.7 1472.3,1747.3 1471,1730 1468.6,1698.1 1470.4,1690 1470.4,1658 1470.4,1658 1470.4,1658 \\\\\\n1470.4,1442 1470.4,1411.4 1487.5,1380.3 1502.1,1359.4\\\"];\\n\\tn206\\t [dtype=bscalar,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=0,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"1553.4,2306\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn206 -> n205\\t [label=\\\"1 bscalar\\\",\\n\\t\\tlp=\\\"1569.5,2198\\\",\\n\\t\\tpos=\\\"e,1528.4,2108.2 1552,2287.7 1549.4,2255.1 1543.1,2184.7 1532.4,2126 1531.9,2123.4 1531.4,2120.8 1530.8,2118.2\\\"];\\n\\tn318\\t [apply_op=Join,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Join,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2101.4,2198\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn206 -> n318\\t [label=\\\"0 bscalar\\\",\\n\\t\\tlp=\\\"1794.5,2252\\\",\\n\\t\\tpos=\\\"e,2074.4,2200.2 1580.5,2291.2 1583.4,2290 1586.4,2288.9 1589.4,2288 1624.1,2277.7 1721.5,2290.4 1751.4,2270 1766.3,2259.8 1755.3,\\\\\\n2244.2 1770.2,2234 1782.3,2225.8 1980.3,2208.2 2064.2,2201.1\\\"];\\n\\tn206 -> n346\\t [label=\\\"1 bscalar\\\",\\n\\t\\tlp=\\\"3002.5,1766\\\",\\n\\t\\tpos=\\\"e,3018.3,1243.7 1580.5,2291.3 1583.4,2290 1586.4,2288.9 1589.4,2288 1648.1,2270 1673.1,2300.5 1726.4,2270 1744,2259.9 1737,2244.4 \\\\\\n1754.4,2234 1910.9,2140 2397.2,2176.6 2566.4,2108 2629.5,2082.4 2633,2054.6 2690.4,2018 2773.6,1964.9 2794.1,1949.8 2884.4,1910 \\\\\\n2907.5,1899.8 2922,1911.3 2938.4,1892 2980.3,1842.6 2984.4,1668.8 2984.4,1604 2984.4,1604 2984.4,1604 2984.4,1334 2984.4,1304.1 \\\\\\n2999.7,1273.2 3012.8,1252.1\\\"];\\n\\tn352\\t [apply_op=Split,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Split,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1522.4,1010\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn206 -> n352\\t [label=\\\"1 bscalar\\\",\\n\\t\\tlp=\\\"1692.5,1658\\\",\\n\\t\\tpos=\\\"e,1546.9,1017.6 1580.6,2291.6 1583.5,2290.3 1586.5,2289.1 1589.4,2288 1621.6,2276.3 1636,2289.2 1664.4,2270 1696.9,2248 1715.4,2237.2 \\\\\\n1715.4,2198 1715.4,2198 1715.4,2198 1715.4,1820 1715.4,1720.2 1654.4,1703.8 1654.4,1604 1654.4,1604 1654.4,1604 1654.4,1118 1654.4,\\\\\\n1067.4 1595.5,1036.2 1556.4,1021.1\\\"];\\n\\tn208 -> n230\\t [label=\\\"0 bscalar\\\",\\n\\t\\tlp=\\\"1079.5,2576\\\",\\n\\t\\tpos=\\\"e,1311.3,2529.1 1495.3,2617.8 1487.8,2615.5 1479.9,2613.3 1472.4,2612 1449.5,2607.9 1070.3,2610.8 1054.2,2594 995.4,2532.6 1067.4,\\\\\\n2567.7 1254.4,2540 1269.9,2537.7 1286.8,2534.4 1301.5,2531.2\\\"];\\n\\tn232\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"51.379,956\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn208 -> n232\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"138.98,1820\\\",\\n\\t\\tpos=\\\"e,52.472,974.34 1495.3,2617.7 1487.9,2615.4 1479.9,2613.3 1472.4,2612 1338.1,2588.9 989.56,2634.3 859.38,2594 831.12,2585.2 831.32,\\\\\\n2567.7 803.38,2558 727.46,2531.5 699.25,2566.6 623.38,2540 553.93,2515.7 550.24,2482.8 484.38,2450 463.52,2439.6 303.47,2394.9 287.38,\\\\\\n2378 281.95,2372.3 119.97,1845.7 118.17,1838 77.467,1664.5 55.379,1620.2 55.379,1442 55.379,1442 55.379,1442 55.379,1064 55.379,\\\\\\n1037 54.119,1006.3 53.013,984.54\\\"];\\n\\tn478\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3014.4,578\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn208 -> n478\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"3012.1,1604\\\",\\n\\t\\tpos=\\\"e,2976.2,587.69 1562.1,2618 1576.1,2612.1 1591.9,2604 1604.4,2594 1620.2,2581.3 1614.2,2567 1632.4,2558 1669.8,2539.4 3106.5,2568.2 \\\\\\n3137.4,2540 3181.9,2499.3 3141.7,2228.4 3134.4,2180 3097.5,1935.2 3106.3,1862.4 2997.4,1640 2941.8,1526.4 2878.7,1524.9 2835.4,1406 \\\\\\n2774.9,1239.9 2798.4,1186.8 2798.4,1010 2798.4,1010 2798.4,1010 2798.4,794 2798.4,752.04 2824.3,642.14 2855.4,614 2884.3,587.81 \\\\\\n2903.3,604.68 2941.4,596 2949.4,594.17 2958,592.14 2966.2,590.12\\\"];\\n\\tn210 -> n234\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"2861.2,2576\\\",\\n\\t\\tpos=\\\"e,2417.2,2534.2 2855,2612.7 2839.4,2595.3 2812.7,2569.5 2783.4,2558 2711.1,2529.6 2509.9,2557.9 2434.4,2540 2431.9,2539.4 2429.3,\\\\\\n2538.7 2426.8,2537.8\\\"];\\n\\tn236\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1648.4,2468\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn210 -> n236\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"2072,2576\\\",\\n\\t\\tpos=\\\"e,1684.2,2481 2836.9,2617.5 2829.9,2615.2 2822.5,2613.2 2815.4,2612 2731.8,2597.4 2132.3,2621.9 2052.2,2594 2027.1,2585.3 2027,2572 \\\\\\n2004.4,2558 1958.4,2529.6 1947.4,2518.8 1895.4,2504 1812.9,2480.6 1787.3,2503.4 1703.4,2486 1700.2,2485.3 1697,2484.6 1693.8,2483.7\\\"];\\n\\tn458\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3659.4,578\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn210 -> n458\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"3800.1,1604\\\",\\n\\t\\tpos=\\\"e,3694.8,589.34 2902.5,2617.7 2909.3,2615.5 2916.5,2613.5 2923.4,2612 3003.7,2594.9 3026.2,2606.4 3107.4,2594 3121.9,2591.8 3353,\\\\\\n2547.8 3365.4,2540 3390.8,2523.9 3514.1,2350.5 3528.4,2324 3588.8,2211.9 3583.2,2174.5 3624.4,2054 3689.8,1862.8 3711.3,1816.5 3766.4,\\\\\\n1622 3873.9,1242.2 3926.3,1150.1 3972.4,758 3977.1,718.03 3982.5,702.87 3962.4,668 3956.2,657.35 3949.9,658.9 3941.4,650 3927.4,\\\\\\n635.33 3931.1,623.75 3913.4,614 3876,593.49 3764.3,603.89 3722.4,596 3716.6,594.91 3710.5,593.52 3704.6,592\\\"];\\n\\tn212 -> n238\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"1005.2,2576\\\",\\n\\t\\tpos=\\\"e,996.27,2536.1 1373.4,2627.9 1263.9,2622.7 991.92,2608.4 978.67,2594 967.83,2582.2 972.28,2572.7 978.67,2558 981.07,2552.5 984.76,\\\\\\n2547.5 988.94,2543\\\"];\\n\\tn240\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"179.38,2252\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn212 -> n240\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"459.98,2468\\\",\\n\\t\\tpos=\\\"e,186.48,2269.9 1373.1,2629 1242.4,2625.7 865.79,2614.9 744.38,2594 660.8,2579.6 639.91,2572 561.38,2540 490.13,2511 311.28,2430.9 \\\\\\n255.38,2378 225.46,2349.7 203.08,2307.1 190.62,2279.4\\\"];\\n\\tn480\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3122.4,578\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn212 -> n480\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"3231.1,1604\\\",\\n\\t\\tpos=\\\"e,3087.9,589.61 1426.6,2612.3 1435.7,2594.9 1452.3,2569.3 1475.4,2558 1516,2538.1 3070.4,2569.9 3104.4,2540 3165.1,2486.7 3206.4,\\\\\\n1900.8 3206.4,1820 3206.4,1820 3206.4,1820 3206.4,1388 3206.4,1275.4 3195.4,989.23 3155.4,884 3134.3,828.65 3127.9,806.9 3077.4,\\\\\\n776 3032.5,748.55 2994.6,797.93 2960.4,758 2948.1,743.71 2970.5,669.41 2971.4,668 2978.8,656.5 2986.5,659.5 2996.4,650 3011,635.93 \\\\\\n3008,625.96 3024.4,614 3029.2,610.51 3054.5,601.22 3078.3,592.95\\\"];\\n\\tn214 -> n242\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"1686.2,2576\\\",\\n\\t\\tpos=\\\"e,1486.8,2533.1 2185.4,2629.1 2059.1,2626.5 1707.2,2617 1660.7,2594 1641.7,2584.6 1648,2568.2 1629.4,2558 1581.3,2531.7 1560.3,2554.1 \\\\\\n1507.4,2540 1503.8,2539 1500.1,2537.9 1496.4,2536.6\\\"];\\n\\tn244\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"433.38,2144\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn214 -> n244\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"712.98,2414\\\",\\n\\t\\tpos=\\\"e,434.03,2162.1 2185.4,2628.2 2040.5,2622.2 1594,2603.1 1564.4,2594 1534.6,2584.9 1533.3,2569.4 1504.4,2558 1468.9,2544 1454.2,2557.8 \\\\\\n1420.4,2540 1399.8,2529.2 1403.9,2513 1382.4,2504 1324.5,2479.9 879,2502 818.38,2486 743.61,2466.3 571.99,2370.7 510.38,2324 484.08,\\\\\\n2304 474.63,2299.3 459.38,2270 443.24,2239 437.12,2198.8 434.79,2172.3\\\"];\\n\\tn463\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3527.4,578\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn214 -> n463\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"3560.1,1604\\\",\\n\\t\\tpos=\\\"e,3565.7,587.63 2266.4,2619.2 2277.2,2616.3 2289.2,2613.6 2300.4,2612 2406.7,2596.5 2680,2623.1 2783.4,2594 2814.8,2585.1 2816,2567 \\\\\\n2847.4,2558 2933.4,2533.4 3169.7,2580.6 3249.4,2540 3276.7,2526.1 3277.4,2512.8 3292.4,2486 3429.4,2241 3446,2166 3507.4,1892 3537.2,\\\\\\n1758.7 3498.9,1717.5 3536,1586 3647.5,1191.3 3850.4,1157.5 3943.4,758 3952.6,718.57 3959.9,694.56 3929.4,668 3876.4,621.92 3833.6,\\\\\\n684.41 3772.4,650 3754.7,640.07 3762,624.06 3744.4,614 3690.3,583.09 3666.7,607.02 3605.4,596 3595.7,594.27 3585.5,592.12 3575.7,\\\\\\n589.93\\\"];\\n\\tn216 -> n246\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"2969.2,2576\\\",\\n\\t\\tpos=\\\"e,2502.1,2532.1 2963,2612.7 2947.4,2595.3 2920.7,2569.5 2891.4,2558 2816.8,2528.8 2610.2,2554.4 2531.4,2540 2525,2538.8 2518.3,2537.1 \\\\\\n2511.9,2535.2\\\"];\\n\\tn248\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1034.4,2360\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn216 -> n248\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"2048,2522\\\",\\n\\t\\tpos=\\\"e,1070.2,2373 2944.9,2617.5 2937.9,2615.2 2930.5,2613.2 2923.4,2612 2879.5,2604.4 2161.2,2614 2121.4,2594 2103.3,2584.9 2110.2,2569.3 \\\\\\n2093.4,2558 2068.4,2541.3 2056.4,2550.2 2028.2,2540 1991.6,2526.8 1986,2513.7 1948.4,2504 1900.9,2491.7 1771.5,2509.3 1728.4,2486 \\\\\\n1710.5,2476.4 1718.4,2459.3 1700.4,2450 1623.5,2410.2 1391,2465.9 1311.4,2432 1290,2422.9 1294.5,2405.7 1273.4,2396 1198.6,2361.9 \\\\\\n1169.8,2394.9 1089.4,2378 1086.2,2377.3 1083,2376.6 1079.8,2375.7\\\"];\\n\\tn482\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4022.4,578\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn216 -> n482\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"4149.1,1604\\\",\\n\\t\\tpos=\\\"e,4043.4,594.26 3010.1,2617.5 3017.1,2615.3 3024.4,2613.3 3031.4,2612 3104,2598.2 3297.9,2628.2 3363.4,2594 3381.3,2584.6 3376,2571.2 \\\\\\n3391.4,2558 3429.2,2525.7 3442.1,2519.5 3489.4,2504 3548.2,2484.7 3573.2,2515.8 3627.4,2486 3645.6,2476 3642.4,2464.5 3657.4,2450 \\\\\\n3666.7,2441 3670.4,2440.3 3680.4,2432 3731.2,2389.6 4125.4,2102.2 4125.4,2036 4125.4,2036 4125.4,2036 4125.4,1658 4125.4,1345.8 \\\\\\n4102.4,1268.2 4102.4,956 4102.4,956 4102.4,956 4102.4,794 4102.4,711.85 4103.3,684.02 4060.4,614 4057.7,609.56 4054.3,605.31 4050.6,\\\\\\n601.38\\\"];\\n\\tn218 -> n250\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"1229.2,2576\\\",\\n\\t\\tpos=\\\"e,1203.8,2539.2 1603.6,2617.5 1596.7,2615.3 1589.4,2613.3 1582.4,2612 1540.9,2604.2 1231.8,2624.6 1202.7,2594 1191.4,2582.1 1194.3,\\\\\\n2563.8 1199.9,2548.7\\\"];\\n\\tn252\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"369.38,2360\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn218 -> n252\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"693.98,2522\\\",\\n\\t\\tpos=\\\"e,405.84,2372.8 1603.9,2617.5 1596.9,2615.3 1589.5,2613.3 1582.4,2612 1313.6,2564.3 1237.3,2641.3 968.38,2594 918.13,2585.2 909.3,\\\\\\n2568.5 859.38,2558 778.02,2540.9 748.1,2576 673.17,2540 592.79,2501.3 612.42,2437.3 533.38,2396 489.87,2373.2 472.07,2389.7 424.38,\\\\\\n2378 421.45,2377.3 418.45,2376.5 415.44,2375.6\\\"];\\n\\tn467\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3392.4,578\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn218 -> n467\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"3311.1,1604\\\",\\n\\t\\tpos=\\\"e,3415.7,593.83 1669.1,2617.5 1676.1,2615.3 1683.4,2613.3 1690.4,2612 1731.7,2604.3 2031.1,2613.4 2068.4,2594 2086.4,2584.7 2078.2,\\\\\\n2567.1 2096.4,2558 2149.2,2531.6 3112.7,2577.3 3158.4,2540 3315.9,2411.4 3264.9,895.26 3371.4,722 3379.1,709.4 3389.1,714.65 3399.4,\\\\\\n704 3418.7,683.92 3424,676.91 3431.4,650 3435.6,634.57 3437.8,628.66 3431.4,614 3429.3,609.27 3426.3,604.88 3422.8,600.92\\\"];\\n\\tn220 -> n254\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"2645.2,2576\\\",\\n\\t\\tpos=\\\"e,2253.6,2534.3 2639.2,2612.7 2623.8,2595.4 2597.5,2569.7 2568.4,2558 2506.8,2533.3 2334.9,2555.6 2270.4,2540 2267.9,2539.4 2265.4,\\\\\\n2538.7 2263,2537.9\\\"];\\n\\tn256\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"599.38,1712\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn220 -> n256\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"579.98,2198\\\",\\n\\t\\tpos=\\\"e,596.15,1730.2 2609.1,2626.3 2560.1,2622.4 2478.6,2616.1 2408.4,2612 2361.1,2609.3 2024.5,2615.7 1982.4,2594 1964.4,2584.7 1971.8,\\\\\\n2568.3 1954.4,2558 1938.3,2548.5 1641,2505.8 1622.4,2504 1555,2497.6 1077.9,2506.4 1013.4,2486 943.9,2464.1 943.07,2425.3 876.38,\\\\\\n2396 756.79,2343.4 674.33,2424.9 591.38,2324 517.35,2233.9 576.13,1848.5 594.41,1740.3\\\"];\\n\\tn484\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3776.4,578\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn220 -> n484\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"3910.1,1604\\\",\\n\\t\\tpos=\\\"e,3814.2,587.76 2686.5,2617.7 2693.3,2615.6 2700.5,2613.5 2707.4,2612 2778.1,2596.5 2806.2,2629.4 2869.4,2594 2887.1,2584.1 2879.4,\\\\\\n2567.3 2897.4,2558 2981.4,2514.7 3236.3,2579 3322.4,2540 3397.4,2506 3531.5,2339.1 3576.4,2270 3587.7,2252.5 3871.3,1600.8 3886,\\\\\\n1586 3899.2,1572.6 3913.5,1583.4 3924.4,1568 4042.2,1400.4 4000.8,854.67 4010.4,650 4011.1,634.02 4021,625.94 4010.4,614 3987,587.79 \\\\\\n3888,602.01 3853.4,596 3843.8,594.34 3833.7,592.24 3824.1,590.05\\\"];\\n\\tn222 -> n258\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"3077.2,2576\\\",\\n\\t\\tpos=\\\"e,2598.2,2532.9 3071,2612.6 3055.4,2595.3 3028.8,2569.5 2999.4,2558 2921.3,2527.5 2704.6,2556.4 2622.4,2540 2617.6,2539 2612.7,2537.7 \\\\\\n2607.8,2536.2\\\"];\\n\\tn260\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1780.4,2468\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn222 -> n260\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"2235,2576\\\",\\n\\t\\tpos=\\\"e,1816.1,2481.1 3052.9,2617.4 3045.9,2615.2 3038.5,2613.2 3031.4,2612 2986.7,2604.2 2254.4,2616.7 2215.2,2594 2199,2584.6 2208.5,\\\\\\n2569 2193.4,2558 2164.9,2537.4 2147.8,2555.7 2116.4,2540 2094.1,2528.9 2096.5,2513.4 2073.4,2504 1975.1,2464 1939.4,2506.6 1835.4,\\\\\\n2486 1832.2,2485.4 1829,2484.6 1825.8,2483.8\\\"];\\n\\tn471\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4144.4,578\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn222 -> n471\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"4271.1,1604\\\",\\n\\t\\tpos=\\\"e,4176.8,590.55 3130,2627.3 3202.4,2622.4 3342.1,2611.2 3388.4,2594 3422,2581.5 3488.8,2516.7 3522.4,2504 3578.6,2482.7 3603.6,2514.6 \\\\\\n3656.4,2486 3674.9,2475.9 3671.3,2463.7 3687.4,2450 3698.9,2440.1 3703.6,2440.1 3716.4,2432 3828.6,2361 3867.6,2357.6 3967.4,2270 \\\\\\n4058.9,2189.5 4090.8,2167 4136.4,2054 4216.4,1855.8 4192.7,1792.7 4247,1586 4303.9,1369.1 4671.4,776.93 4517.4,614 4492.9,588.12 \\\\\\n4232.3,602.79 4197.4,596 4193.8,595.3 4190.1,594.42 4186.4,593.42\\\"];\\n\\tn224 -> n262\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"2753.2,2576\\\",\\n\\t\\tpos=\\\"e,2335.2,2534.1 2747,2612.7 2731.4,2595.3 2704.7,2569.6 2675.4,2558 2608.5,2531.6 2422.3,2556.7 2352.4,2540 2349.9,2539.4 2347.3,\\\\\\n2538.7 2344.8,2537.8\\\"];\\n\\tn264\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"319.38,848\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn224 -> n264\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"438.98,1766\\\",\\n\\t\\tpos=\\\"e,323.59,866.22 2728.9,2617.5 2721.9,2615.2 2714.5,2613.2 2707.4,2612 2630.7,2598.6 2076.8,2629.1 2007.4,2594 1989.3,2584.9 1996.5,\\\\\\n2568.8 1979.4,2558 1947,2537.7 1932.5,2548.8 1895.4,2540 1833.3,2525.3 1819.3,2514.6 1756.4,2504 1708,2495.8 1580.4,2507.6 1536.4,\\\\\\n2486 1516.9,2476.5 1523,2459.2 1503.4,2450 1424.2,2413 1189.6,2469 1110.4,2432 1090.7,2422.8 1096.9,2405.5 1077.4,2396 1033.5,2374.5 \\\\\\n906.66,2385.3 858.38,2378 748.99,2361.4 704.73,2389.2 615.38,2324 570.81,2291.5 464.14,2052.1 448.38,2000 420.3,1907.2 428.48,1880.4 \\\\\\n418.17,1784 385.76,1480.9 407.25,1402.2 367.38,1100 356.57,1018.1 336.21,922.52 325.83,876.14\\\"];\\n\\tn486\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3907.4,578\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn224 -> n486\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"3995.1,1604\\\",\\n\\t\\tpos=\\\"e,3943.7,588.78 2794.5,2617.7 2801.3,2615.5 2808.5,2613.5 2815.4,2612 2895.7,2594.9 2920.4,2616.5 2999.4,2594 3034.2,2584.1 3037.4,\\\\\\n2567.3 3072.4,2558 3197.2,2524.8 3241.4,2585.2 3362.4,2540 3387,2530.8 3385.1,2514.2 3409.4,2504 3461.9,2481.9 3490.3,2519.5 3536.4,\\\\\\n2486 3654.7,2400.1 4062.4,1426.2 4062.4,1280 4062.4,1280 4062.4,1280 4062.4,740 4062.4,681.76 4067.2,655.5 4026.4,614 4025.7,613.29 \\\\\\n3986.6,601.53 3953.4,591.64\\\"];\\n\\tn226 -> n266\\t [label=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"1928.2,2576\\\",\\n\\t\\tpos=\\\"e,1612.4,2527 2318.3,2619.2 2307.5,2616.4 2295.5,2613.7 2284.4,2612 2242.4,2605.7 1939.5,2615.2 1902.7,2594 1886.2,2584.5 1895.6,\\\\\\n2567.9 1879.4,2558 1845.8,2537.5 1742.4,2544.9 1703.4,2540 1676.4,2536.6 1646.1,2532.2 1622.4,2528.5\\\"];\\n\\tn268\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"121.38,1496\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn226 -> n268\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"375.98,2090\\\",\\n\\t\\tpos=\\\"e,127.71,1514 2318.3,2619.2 2307.5,2616.4 2295.5,2613.7 2284.4,2612 2240.2,2605.4 1922.1,2614.5 1882.4,2594 1864.4,2584.7 1872.3,\\\\\\n2567.4 1854.4,2558 1792.5,2525.5 1604.5,2567.7 1540.4,2540 1519,2530.8 1523.8,2513 1502.4,2504 1445.4,2480.2 1007.4,2500.2 947.38,\\\\\\n2486 910.22,2477.2 904.39,2465.2 869.38,2450 811.26,2424.7 798.6,2412.4 737.38,2396 680.19,2380.7 660.23,2400.3 605.38,2378 530.61,\\\\\\n2347.6 516.13,2327.4 459.38,2270 417.75,2227.9 409.71,2214 381.38,2162 315.87,2041.8 170.16,1634.1 131.14,1523.7\\\"];\\n\\tn514\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3272.4,578\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn226 -> n514\\t [color=red,\\n\\t\\tlabel=\\\"1 float32\\\",\\n\\t\\tlp=\\\"3488.1,1604\\\",\\n\\t\\tpos=\\\"e,3278.4,596.1 2398.7,2626.7 2519.3,2617.9 2844.4,2594 2844.4,2594 2862.2,2584.4 2854.4,2567.3 2872.4,2558 2954.8,2515.5 3207,2582.5 \\\\\\n3289.4,2540 3346.7,2510.4 3455.1,2320.4 3500.4,2108 3503.7,2092.4 3500.8,2088 3500.4,2072 3498.8,2007.9 3493.4,1992.1 3493.4,1928 \\\\\\n3493.4,1928 3493.4,1928 3493.4,1766 3493.4,1684.9 3432.6,1660.7 3464,1586 3468.4,1575.5 3476.3,1577.7 3482.4,1568 3500.3,1539.4 \\\\\\n3506.4,1529.7 3506.4,1496 3506.4,1496 3506.4,1496 3506.4,1064 3506.4,909.49 3409.5,896.7 3341.4,758 3329.8,734.42 3327.1,728.38 \\\\\\n3317.4,704 3304,670.64 3290.4,631.59 3281.7,605.91\\\"];\\n\\tn270\\t [apply_op=Nonzero,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Nonzero,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2888.4,1874\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.1265];\\n\\tn228 -> n270\\t [label=fmatrix,\\n\\t\\tlp=\\\"2909,1928\\\",\\n\\t\\tpos=\\\"e,2888.4,1892.1 2888.4,1963.7 2888.4,1946.8 2888.4,1921.6 2888.4,1902.1\\\"];\\n\\tn272\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1371.4,2414\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn230 -> n272\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"1382,2468\\\",\\n\\t\\tpos=\\\"e,1366.3,2432.2 1346.3,2504.2 1351,2487.2 1358.2,2461.5 1363.6,2441.9\\\"];\\n\\tn232 -> n454\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"139.28,740\\\",\\n\\t\\tpos=\\\"e,215.56,479.76 56.277,937.92 78.757,855.02 171.27,514.91 178.38,506 185.74,496.77 196.15,489.56 206.52,484.11\\\"];\\n\\tn274\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2367.4,2414\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn234 -> n274\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"2404,2468\\\",\\n\\t\\tpos=\\\"e,2371.7,2432.1 2389,2503.7 2384.9,2486.7 2378.8,2461.3 2374.1,2441.9\\\"];\\n\\tn410\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"460.38,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn236 -> n410\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"463.45,1604\\\",\\n\\t\\tpos=\\\"e,458.24,703.98 1612.2,2455 1605.4,2453 1598.2,2451.2 1591.4,2450 1495.4,2433.2 1244.2,2467.1 1153.4,2432 1130.1,2423 1133.2,2406 \\\\\\n1110.4,2396 1054.6,2371.5 1033.9,2391.1 974.38,2378 921.66,2366.4 911.39,2352.2 858.38,2342 833.31,2337.2 648.35,2341.1 629.38,2324 \\\\\\n611.24,2307.7 623.61,2294 619.38,2270 612.35,2230.1 613.52,2219.5 604.38,2180 546.08,1927.9 475.55,1878.1 438.24,1622 433.62,1590.3 \\\\\\n441.38,1582 441.38,1550 441.38,1550 441.38,1550 441.38,956 441.38,867.53 451.65,763.16 457.09,714.13\\\"];\\n\\tn276\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1017.4,2414\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn238 -> n276\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"1038,2468\\\",\\n\\t\\tpos=\\\"e,1017.4,2432.1 1017.4,2503.7 1017.4,2486.8 1017.4,2461.6 1017.4,2442.1\\\"];\\n\\tn461\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"488.38,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn240 -> n461\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"208.28,1388\\\",\\n\\t\\tpos=\\\"e,454.48,473.06 177.74,2233.7 175.96,2212.2 173.38,2175.5 173.38,2144 173.38,2144 173.38,2144 173.38,1712 173.38,1391.4 190.58,1311.4 \\\\\\n218.38,992 228.13,880 240.38,852.43 240.38,740 240.38,740 240.38,740 240.38,578 240.38,545.4 230.88,528.59 254.38,506 267.85,493.05 \\\\\\n380.29,480.33 444.27,474.05\\\"];\\n\\tn278\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1492.4,2414\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn242 -> n278\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"1503,2468\\\",\\n\\t\\tpos=\\\"e,1487.1,2432.2 1466.5,2504.2 1471.4,2487.2 1478.7,2461.5 1484.4,2441.9\\\"];\\n\\tn424\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"891.38,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn244 -> n424\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"529.45,1442\\\",\\n\\t\\tpos=\\\"e,859.67,689.56 435.49,2126 443.3,2059.2 471.17,1819.7 492.38,1622 503.11,1522 520.78,792.69 592.38,722 594.65,719.75 768.06,699.92 \\\\\\n849.72,690.69\\\"];\\n\\tn280\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2488.4,2414\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn246 -> n280\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"2484,2468\\\",\\n\\t\\tpos=\\\"e,2473.5,2431.6 2468.3,2504.2 2463.4,2489.5 2458.7,2468 2464.2,2450 2465.2,2446.7 2466.6,2443.3 2468.3,2440.2\\\"];\\n\\tn465\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"901.38,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn248 -> n465\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"688.28,1442\\\",\\n\\t\\tpos=\\\"e,927.41,482.04 989.48,2351.2 971.21,2347.9 949.84,2344.4 930.38,2342 901.74,2338.5 692.73,2343.4 671.38,2324 612.12,2270.2 664.38,\\\\\\n2224.1 664.38,2144 664.38,2144 664.38,2144 664.38,1820 664.38,1652 664.38,1610 664.38,1442 664.38,1442 664.38,1442 664.38,956 664.38,\\\\\\n875.04 644.75,841.47 692.38,776 723.71,732.92 748.5,737.79 799.38,722 856.35,704.32 884.17,739.13 932.38,704 968.21,677.89 948.95,\\\\\\n649.59 975.38,614 1003.7,575.86 1035.2,585.46 1054.4,542 1060.8,527.36 1064.7,518.19 1054.4,506 1038.3,487.12 968.19,494.83 944.38,\\\\\\n488 941.93,487.3 939.43,486.49 936.93,485.63\\\"];\\n\\tn282\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1213.4,2414\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn250 -> n282\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"1234,2468\\\",\\n\\t\\tpos=\\\"e,1213.4,2432.1 1213.4,2503.7 1213.4,2486.8 1213.4,2461.6 1213.4,2442.1\\\"];\\n\\tn434\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"662.38,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn252 -> n434\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"350.45,1550\\\",\\n\\t\\tpos=\\\"e,637.51,697.78 366.21,2342 356.13,2282.8 325.38,2089.3 325.38,1928 325.38,1928 325.38,1928 325.38,1604 325.38,1253.9 305.46,1138.2 \\\\\\n471.38,830 498.96,778.76 497.4,754.92 545.38,722 574,702.36 588.46,715.02 621.38,704 623.62,703.25 625.9,702.42 628.19,701.55\\\"];\\n\\tn284\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2125.4,2414\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn254 -> n284\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"2213,2468\\\",\\n\\t\\tpos=\\\"e,2141.8,2431.1 2214,2506.1 2196.8,2488.2 2168.7,2459 2148.8,2438.3\\\"];\\n\\tn469\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"774.38,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn256 -> n469\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"592.28,1118\\\",\\n\\t\\tpos=\\\"e,752.75,484.21 598.93,1693.6 598.31,1669.1 597.05,1624.3 595.38,1586 594.86,1574 541.39,730.98 549.38,722 595.19,670.52 653.83,\\\\\\n751.89 703.38,704 767.38,642.14 690.68,584.1 733.38,506 736.35,500.57 740.47,495.56 744.97,491.12\\\"];\\n\\tn286\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2609.4,2414\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn258 -> n286\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"2593,2468\\\",\\n\\t\\tpos=\\\"e,2587.4,2430.5 2568.9,2504.1 2566.9,2489 2565.9,2467.3 2573.2,2450 2575,2445.8 2577.5,2441.7 2580.5,2438.1\\\"];\\n\\tn444\\t [apply_op=Dot22,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Dot22,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"580.38,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.89487];\\n\\tn260 -> n444\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"544.45,1604\\\",\\n\\t\\tpos=\\\"e,557.38,698.77 1744.2,2455.2 1738,2453.2 1731.5,2451.4 1725.4,2450 1668.5,2436.9 1648.7,2455.6 1595.4,2432 1572.6,2421.9 1575.6,\\\\\\n2405 1552.4,2396 1465.3,2362.2 1220,2410.3 1132.4,2378 1108,2369 1110.7,2351 1086.4,2342 1006.9,2312.5 779.15,2365.7 705.38,2324 \\\\\\n680.28,2309.8 677.74,2297.6 669.38,2270 664.74,2254.7 665.7,2249.6 669.38,2234 671.43,2225.3 676.32,2224.7 678.38,2216 682.06,2200.4 \\\\\\n680.64,2195.8 678.38,2180 648.97,1973.8 595.13,1932.8 547.38,1730 511.96,1579.6 485.38,1542.5 485.38,1388 485.38,1388 485.38,1388 \\\\\\n485.38,794 485.38,754.79 521.11,723.05 548.75,704.37\\\"];\\n\\tn288\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2246.4,2414\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn262 -> n288\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"2309,2468\\\",\\n\\t\\tpos=\\\"e,2257,2431.7 2300.9,2504.6 2290.5,2487.3 2274.3,2460.3 2262.2,2440.3\\\"];\\n\\tn473\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"605.38,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn264 -> n473\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"306.28,686\\\",\\n\\t\\tpos=\\\"e,577.92,480.99 311.19,830.13 293.43,788.51 256.42,683.37 300.38,614 315.93,589.45 490.76,516.39 568.5,484.81\\\"];\\n\\tn290\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1846.4,2414\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn266 -> n290\\t [color=dodgerblue,\\n\\t\\tlabel=fmatrix,\\n\\t\\tlp=\\\"1567,2468\\\",\\n\\t\\tpos=\\\"e,1801.6,2423.1 1562.3,2507.1 1556.3,2501.3 1550.4,2494 1547.2,2486 1541.2,2471.1 1536.4,2461.8 1547.2,2450 1562.3,2433.4 1726.1,\\\\\\n2435 1748.4,2432 1762.4,2430.1 1777.6,2427.5 1791.6,2425\\\"];\\n\\tn488\\t [apply_op=Gemm,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Gemm,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"440.38,362\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.94933];\\n\\tn268 -> n488\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"149.28,956\\\",\\n\\t\\tpos=\\\"e,406.54,365.28 122.47,1477.7 123.66,1456.2 125.38,1419.5 125.38,1388 125.38,1388 125.38,1388 125.38,794 125.38,641.98 15.222,562.74 \\\\\\n119.38,452 149.28,420.21 160.63,413.61 201.38,398 236.13,384.69 337.43,372.54 396.4,366.34\\\"];\\n\\tn270 -> n292\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"2854.2,1820\\\",\\n\\t\\tpos=\\\"e,2742.9,1777.8 2862.3,1860 2851.5,1853.8 2839.1,1846 2828.7,1838 2810.4,1824 2810.5,1814.8 2791.4,1802 2779.4,1794 2765.3,1787.1 \\\\\\n2752.2,1781.6\\\"];\\n\\tn270 -> n294\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"2906,1820\\\",\\n\\t\\tpos=\\\"e,2884.2,1784.1 2887.5,1855.7 2886.8,1838.8 2885.6,1813.6 2884.7,1794.1\\\"];\\n\\tn272 -> n296\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"1606,2360\\\",\\n\\t\\tpos=\\\"e,1826.3,2318.4 1410.3,2402.2 1417.6,2400.1 1425.2,2397.9 1432.4,2396 1465.5,2387.1 1474.9,2389.1 1507.4,2378 1544.2,2365.4 1549.5,\\\\\\n2351.7 1587.1,2342 1681.3,2317.6 1710,2343.5 1805.4,2324 1809,2323.3 1812.8,2322.3 1816.5,2321.3\\\"];\\n\\tn274 -> n298\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"2436,2360\\\",\\n\\t\\tpos=\\\"e,2408.3,2323.7 2394.7,2398.5 2401.8,2393 2408.5,2386.1 2412.4,2378 2419.1,2364.1 2416.5,2347.2 2411.9,2333.2\\\"];\\n\\tn276 -> n300\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"1198,2360\\\",\\n\\t\\tpos=\\\"e,1610.6,2318.5 1062.4,2405.1 1085.4,2399.4 1113.4,2390.6 1136.4,2378 1157.8,2366.2 1155.3,2351 1178.1,2342 1263.1,2308.3 1499.4,\\\\\\n2340.6 1589.4,2324 1593.1,2323.3 1596.9,2322.4 1600.7,2321.4\\\"];\\n\\tn278 -> n302\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"1793,2360\\\",\\n\\t\\tpos=\\\"e,1934,2318.3 1540.3,2407.4 1607.3,2398.1 1721.8,2381.8 1730.4,2378 1753.4,2367.7 1751,2352 1774.1,2342 1831.4,2317.2 1852.5,2337.9 \\\\\\n1913.4,2324 1917,2323.2 1920.6,2322.2 1924.3,2321.2\\\"];\\n\\tn280 -> n304\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"2560,2360\\\",\\n\\t\\tpos=\\\"e,2524.8,2322.8 2517.2,2399 2524.8,2393.5 2532.1,2386.5 2536.4,2378 2543.5,2363.7 2541.7,2357.1 2536.4,2342 2535,2338.2 2533.1,2334.5 \\\\\\n2530.9,2331\\\"];\\n\\tn282 -> n306\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"1265,2360\\\",\\n\\t\\tpos=\\\"e,1718.6,2318.5 1215.9,2395.8 1219.4,2378.7 1227.3,2354.1 1245.1,2342 1286.7,2313.7 1647.9,2333 1697.4,2324 1701.1,2323.3 1704.9,\\\\\\n2322.4 1708.7,2321.4\\\"];\\n\\tn284 -> n308\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"2197,2360\\\",\\n\\t\\tpos=\\\"e,2181.4,2324.3 2147.5,2397.5 2153.7,2392 2160,2385.3 2164.4,2378 2172.3,2364.8 2177,2348.2 2179.7,2334.3\\\"];\\n\\tn286 -> n310\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"2632,2360\\\",\\n\\t\\tpos=\\\"e,2614.4,2324.1 2610.4,2395.7 2611.3,2378.8 2612.7,2353.6 2613.8,2334.1\\\"];\\n\\tn288 -> n312\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"2315,2360\\\",\\n\\t\\tpos=\\\"e,2294.5,2324.1 2271.7,2398 2278.3,2392.5 2284.6,2385.8 2288.4,2378 2294.9,2364.5 2296,2348 2295.3,2334.1\\\"];\\n\\tn290 -> n314\\t [color=red,\\n\\t\\tlabel=\\\"0 int64\\\",\\n\\t\\tlp=\\\"1843,2360\\\",\\n\\t\\tpos=\\\"e,2042.3,2318.4 1832.5,2396.5 1821.6,2380.5 1810.3,2357.1 1824.1,2342 1853.8,2309.5 1978.3,2333 2021.4,2324 2025,2323.2 2028.8,2322.3 \\\\\\n2032.5,2321.3\\\"];\\n\\tn292 -> n316\\t [label=\\\"2 int64\\\",\\n\\t\\tlp=\\\"2836,1712\\\",\\n\\t\\tpos=\\\"e,2849,1675 2732.3,1750.5 2760.6,1732.2 2807.9,1701.7 2840.3,1680.7\\\"];\\n\\tn335\\t [apply_op=AdvancedIncSubtensor,\\n\\t\\tfillcolor=\\\"#FFAAFF\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=AdvancedIncSubtensor,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2716.4,1550\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=2.5728];\\n\\tn292 -> n335\\t [label=\\\"3 float32\\\",\\n\\t\\tlp=\\\"2679.1,1658\\\",\\n\\t\\tpos=\\\"e,2699.3,1567.9 2692.7,1748.9 2672.9,1725 2642.6,1680.2 2655,1640 2662.4,1615.9 2678.7,1592.5 2692.7,1575.6\\\"];\\n\\tn294 -> n316\\t [label=\\\"1 int64\\\",\\n\\t\\tlp=\\\"2900,1712\\\",\\n\\t\\tpos=\\\"e,2876.7,1676.1 2882,1747.7 2880.8,1730.8 2878.9,1705.6 2877.5,1686.1\\\"];\\n\\tn294 -> n335\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"2760.1,1658\\\",\\n\\t\\tpos=\\\"e,2714.7,1568.4 2848.3,1754.5 2813.9,1741.2 2762.7,1716 2736,1676 2716.6,1646.9 2713.7,1605.7 2714.3,1578.5\\\"];\\n\\tn296 -> n318\\t [label=\\\"1 bscalar\\\",\\n\\t\\tlp=\\\"2013.5,2252\\\",\\n\\t\\tpos=\\\"e,2074.6,2200.8 1893.9,2294.4 1900.4,2292.3 1907.1,2290 1913.4,2288 1938.6,2279.8 1950,2287.1 1970.4,2270 1984.2,2258.4 1975.4,2245.6 \\\\\\n1989.2,2234 2010.5,2216.1 2040.8,2207.1 2064.5,2202.5\\\"];\\n\\tn298 -> n318\\t [label=\\\"2 bscalar\\\",\\n\\t\\tlp=\\\"2394.5,2252\\\",\\n\\t\\tpos=\\\"e,2128.6,2200.3 2387,2288.6 2374,2271.8 2351.8,2246.9 2326.4,2234 2294.2,2217.7 2193.8,2206.4 2138.6,2201.2\\\"];\\n\\tn300 -> n318\\t [label=\\\"3 bscalar\\\",\\n\\t\\tlp=\\\"1867.5,2252\\\",\\n\\t\\tpos=\\\"e,2074.3,2200.4 1676.8,2293.8 1683.6,2291.6 1690.6,2289.6 1697.4,2288 1752.9,2274.9 1777.8,2302.9 1824.4,2270 1839.1,2259.6 1828.5,\\\\\\n2244.4 1843.2,2234 1861,2221.5 1997,2207.5 2064.1,2201.3\\\"];\\n\\tn302 -> n318\\t [label=\\\"4 bscalar\\\",\\n\\t\\tlp=\\\"2086.5,2252\\\",\\n\\t\\tpos=\\\"e,2083.7,2211.9 2002.8,2294.8 2016.7,2289 2032,2280.9 2043.4,2270 2056.4,2257.5 2051.2,2248.3 2062.2,2234 2066.3,2228.7 2071.2,2223.5 \\\\\\n2076.1,2218.9\\\"];\\n\\tn304 -> n318\\t [label=\\\"5 bscalar\\\",\\n\\t\\tlp=\\\"2499.5,2252\\\",\\n\\t\\tpos=\\\"e,2128.8,2199 2493,2288.7 2477.7,2271.6 2451.7,2246.3 2423.4,2234 2373.1,2212.1 2212.7,2202.7 2139,2199.4\\\"];\\n\\tn306 -> n318\\t [label=\\\"6 bscalar\\\",\\n\\t\\tlp=\\\"1940.5,2252\\\",\\n\\t\\tpos=\\\"e,2074.4,2200.4 1785.2,2294 1791.8,2291.8 1798.8,2289.7 1805.4,2288 1845.7,2277.4 1864,2294.9 1897.4,2270 1911.9,2259.2 1901.8,2244.8 \\\\\\n1916.2,2234 1939.2,2216.9 2017.1,2206.4 2064.2,2201.4\\\"];\\n\\tn308 -> n318\\t [label=\\\"7 bscalar\\\",\\n\\t\\tlp=\\\"2213.5,2252\\\",\\n\\t\\tpos=\\\"e,2127.7,2202.6 2187.6,2287.8 2190.1,2272.2 2191,2249.8 2180.4,2234 2170.6,2219.4 2153.3,2210.6 2137.3,2205.4\\\"];\\n\\tn310 -> n318\\t [label=\\\"8 bscalar\\\",\\n\\t\\tlp=\\\"2605.5,2252\\\",\\n\\t\\tpos=\\\"e,2128.5,2199.3 2600.7,2288.9 2584.8,2271.7 2557.8,2246 2528.4,2234 2492.8,2219.5 2236.2,2204.9 2138.8,2199.9\\\"];\\n\\tn312 -> n318\\t [label=\\\"9 bscalar\\\",\\n\\t\\tlp=\\\"2297.5,2252\\\",\\n\\t\\tpos=\\\"e,2127.8,2202.4 2283.8,2288.1 2275.8,2271.6 2261.8,2247.6 2242.4,2234 2225.7,2222.3 2173.9,2211 2138,2204.3\\\"];\\n\\tn314 -> n318\\t [label=\\\"10 bscalar\\\",\\n\\t\\tlp=\\\"2148,2252\\\",\\n\\t\\tpos=\\\"e,2110.6,2214.9 2099.4,2290.7 2106.2,2285.1 2112.7,2278.1 2116.4,2270 2122.9,2255.7 2119.6,2238.5 2114.5,2224.5\\\"];\\n\\tn316 -> n335\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"2844.1,1604\\\",\\n\\t\\tpos=\\\"e,2741.9,1567.3 2849.8,1640.6 2822.8,1622.3 2780.1,1593.3 2750.3,1573\\\"];\\n\\tn320\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2001.4,2090\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn318 -> n320\\t [color=dodgerblue,\\n\\t\\tlabel=bscalar,\\n\\t\\tlp=\\\"2085.2,2144\\\",\\n\\t\\tpos=\\\"e,2017.3,2107.2 2087.1,2182.5 2070.7,2164.8 2043.6,2135.6 2024.3,2114.8\\\"];\\n\\tn320 -> n322\\t [label=\\\"0 bscalar\\\",\\n\\t\\tlp=\\\"2026.5,1820\\\",\\n\\t\\tpos=\\\"e,2001.4,1568.3 2001.4,2071.7 2001.4,2050.2 2001.4,2013.5 2001.4,1982 2001.4,1982 2001.4,1982 2001.4,1658 2001.4,1631.1 2001.4,1600.3 \\\\\\n2001.4,1578.6\\\"];\\n\\tn320 -> n326\\t [color=dodgerblue,\\n\\t\\tlabel=\\\"0 lrow\\\",\\n\\t\\tlp=\\\"1719.5,2036\\\",\\n\\t\\tpos=\\\"e,1485,1993.8 1951,2086.4 1891.2,2081.5 1788.8,2071.5 1702.2,2054 1628.3,2039.1 1544.4,2013.2 1494.5,1996.9\\\"];\\n\\tn337\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2522.4,1442\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn322 -> n337\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"2363.1,1496\\\",\\n\\t\\tpos=\\\"e,2482.2,1450.3 2060.9,1537.7 2164.4,1516.2 2375.8,1472.4 2472.3,1452.4\\\"];\\n\\tn323\\t [dtype=lcol,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"[[ 0]\\\",\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"1837.4,1658\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn323 -> n322\\t [label=\\\"1 lcol\\\",\\n\\t\\tlp=\\\"1959.1,1604\\\",\\n\\t\\tpos=\\\"e,1975.3,1567.1 1864.5,1640.2 1892.4,1621.7 1936.2,1592.9 1966.7,1572.8\\\"];\\n\\tn323 -> n344\\t [label=\\\"2 lcol\\\",\\n\\t\\tlp=\\\"1717.1,1442\\\",\\n\\t\\tpos=\\\"e,1589.8,1238.4 1810.2,1643.2 1770.5,1620.7 1701.4,1577.5 1701.4,1550 1701.4,1550 1701.4,1550 1701.4,1334 1701.4,1283.3 1648.1,1255.8 \\\\\\n1599.7,1241.2\\\"];\\n\\tn324\\t [dtype=lrow,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"[[0 1 2 3 4 5 6 7 8 9]]\\\",\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"2104.4,1658\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=1.891];\\n\\tn324 -> n322\\t [label=\\\"2 lrow\\\",\\n\\t\\tlp=\\\"2077.5,1604\\\",\\n\\t\\tpos=\\\"e,2014.5,1568 2080.2,1639.8 2073.5,1634.3 2066.4,1628.2 2060.2,1622 2046,1607.8 2031.8,1590.5 2020.8,1576.3\\\"];\\n\\tn324 -> n344\\t [label=\\\"3 lrow\\\",\\n\\t\\tlp=\\\"2087.5,1442\\\",\\n\\t\\tpos=\\\"e,1600.9,1235.6 2107.6,1639.7 2112.7,1604.9 2118.8,1528 2084.4,1478 1974.9,1318.8 1739.9,1258.8 1611.2,1237.2\\\"];\\n\\tn326 -> n328\\t [label=\\\"1 bscalar\\\",\\n\\t\\tlp=\\\"1462.5,1928\\\",\\n\\t\\tpos=\\\"e,1418.7,1891.9 1444.1,1964.2 1438.1,1947.1 1429,1921.2 1422.1,1901.5\\\"];\\n\\tn330\\t [apply_op=CAReduce,\\n\\t\\theight=0.5,\\n\\t\\tlabel=CAReduce,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1600.4,1766\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.3586];\\n\\tn328 -> n330\\t [label=bscalar,\\n\\t\\tlp=\\\"1553.2,1820\\\",\\n\\t\\tpos=\\\"e,1573.9,1781.2 1432.9,1862.2 1464.6,1844 1526,1808.7 1565,1786.3\\\"];\\n\\tn331\\t [height=0.5,\\n\\t\\tpos=\\\"1590.4,1658\\\",\\n\\t\\twidth=0.77205];\\n\\tn330 -> n331\\t [label=bscalar,\\n\\t\\tlp=\\\"1616.2,1712\\\",\\n\\t\\tpos=\\\"e,1592.1,1676.1 1598.7,1747.7 1597.1,1730.8 1594.8,1705.6 1593,1686.1\\\"];\\n\\tn330 -> n332\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"2151.1,1712\\\",\\n\\t\\tpos=\\\"e,2369.4,1663.7 1646.7,1759.8 1787.4,1741.1 2209.6,1685 2359.1,1665.1\\\"];\\n\\tn332 -> n335\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"2602.1,1604\\\",\\n\\t\\tpos=\\\"e,2655.5,1563.7 2440.9,1644 2473.4,1628.4 2528.6,1603 2578,1586 2599.7,1578.5 2623.7,1571.8 2645.6,1566.2\\\"];\\n\\tn333\\t [dtype=float32,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"[[ 0.99]]\\\",\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"2462.4,1766\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.87012];\\n\\tn333 -> n332\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"2469.1,1712\\\",\\n\\t\\tpos=\\\"e,2420.7,1676.1 2453.9,1747.7 2446,1730.6 2434.1,1704.9 2425,1685.3\\\"];\\n\\tn335 -> n337\\t [color=red,\\n\\t\\tlabel=\\\"0 float32\\\",\\n\\t\\tlp=\\\"2672.1,1496\\\",\\n\\t\\tpos=\\\"e,2548.9,1456.8 2685.6,1532.9 2650.9,1513.5 2594.3,1482.1 2557.8,1461.7\\\"];\\n\\tn337 -> n339\\t [label=\\\"3 float32\\\",\\n\\t\\tlp=\\\"2195.1,1388\\\",\\n\\t\\tpos=\\\"e,1565.9,1338.7 2478.8,1437.3 2317.2,1419.8 1753.2,1358.9 1576.1,1339.8\\\"];\\n\\tn337 -> n342\\t [color=red,\\n\\t\\tlabel=\\\"0 float32\\\",\\n\\t\\tlp=\\\"2893.1,1388\\\",\\n\\t\\tpos=\\\"e,3017.1,1342.1 2562.6,1433.9 2658.7,1414.5 2901.4,1365.5 3007,1344.2\\\"];\\n\\tn339 -> n344\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"1547.1,1280\\\",\\n\\t\\tpos=\\\"e,1522.4,1244.1 1522.4,1315.7 1522.4,1298.8 1522.4,1273.6 1522.4,1254.1\\\"];\\n\\tn340\\t [dtype=float32,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"[[-2.]]\\\",\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"1525.4,1442\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn340 -> n339\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"1541.1,1388\\\",\\n\\t\\tpos=\\\"e,1519.1,1352.3 1520.3,1423.8 1518.9,1418.2 1517.7,1411.9 1517,1406 1515.2,1390.1 1515.8,1386 1517,1370 1517.2,1367.5 1517.4,1364.8 \\\\\\n1517.7,1362.2\\\"];\\n\\tn342 -> n346\\t [color=red,\\n\\t\\tlabel=\\\"0 lrow\\\",\\n\\t\\tlp=\\\"3065.5,1280\\\",\\n\\t\\tpos=\\\"e,3035.7,1244.1 3053,1315.7 3048.9,1298.7 3042.8,1273.3 3038.1,1253.9\\\"];\\n\\tn348\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1522.4,1118\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn344 -> n348\\t [color=dodgerblue,\\n\\t\\tlabel=int64,\\n\\t\\tlp=\\\"1536.8,1172\\\",\\n\\t\\tpos=\\\"e,1522.4,1136.1 1522.4,1207.7 1522.4,1190.8 1522.4,1165.6 1522.4,1146.1\\\"];\\n\\tn350\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2931.4,1118\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn346 -> n350\\t [label=int64,\\n\\t\\tlp=\\\"3009.8,1172\\\",\\n\\t\\tpos=\\\"e,2945.8,1133.6 3015.3,1208.6 2998.4,1190.3 2971.5,1161.4 2952.8,1141.1\\\"];\\n\\tn348 -> n352\\t [label=\\\"0 int64\\\",\\n\\t\\tlp=\\\"1542,1064\\\",\\n\\t\\tpos=\\\"e,1522.4,1028.1 1522.4,1099.7 1522.4,1082.8 1522.4,1057.6 1522.4,1038.1\\\"];\\n\\tn350 -> n364\\t [label=\\\"0 lvector\\\",\\n\\t\\tlp=\\\"2934.1,1064\\\",\\n\\t\\tpos=\\\"e,2881.2,1027.7 2921.7,1100.6 2912.1,1083.4 2897.2,1056.6 2886.1,1036.6\\\"];\\n\\tn366\\t [apply_op=Rebroadcast,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Rebroadcast,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1162.4,902\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4949];\\n\\tn352 -> n366\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1321.2,956\\\",\\n\\t\\tpos=\\\"e,1187.3,918.1 1495.5,1008.4 1453.1,1005.3 1368.6,996.53 1300.7,974 1263.1,961.51 1223.2,939.75 1196,923.41\\\"];\\n\\tn368\\t [apply_op=Rebroadcast,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Rebroadcast,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"910.38,902\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4949];\\n\\tn352 -> n368\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1074.2,956\\\",\\n\\t\\tpos=\\\"e,935.06,918.16 1495.2,1009.3 1408.2,1006.8 1137.8,997.35 1053.7,974 1013.8,962.9 971.81,940.36 943.69,923.44\\\"];\\n\\tn370\\t [apply_op=Rebroadcast,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Rebroadcast,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1036.4,902\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4949];\\n\\tn352 -> n370\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1201.2,956\\\",\\n\\t\\tpos=\\\"e,1061.6,918.07 1495.4,1008.4 1425.4,1004.1 1239.8,991.22 1180.7,974 1140.8,962.36 1098.7,940.01 1070.3,923.29\\\"];\\n\\tn372\\t [apply_op=Rebroadcast,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Rebroadcast,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1918.4,902\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4949];\\n\\tn352 -> n372\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1876.2,956\\\",\\n\\t\\tpos=\\\"e,1893.4,918.28 1549.7,1009.2 1597.4,1007.1 1698.5,999.79 1779.4,974 1817.3,961.91 1857.3,940.09 1884.6,923.63\\\"];\\n\\tn374\\t [apply_op=Rebroadcast,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Rebroadcast,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1414.4,902\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4949];\\n\\tn352 -> n374\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1505.2,956\\\",\\n\\t\\tpos=\\\"e,1431,919.33 1506.5,995.05 1499.8,988.63 1491.8,981 1484.7,974 1469,958.44 1451.6,940.67 1438.1,926.68\\\"];\\n\\tn376\\t [apply_op=Rebroadcast,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Rebroadcast,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1666.4,902\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4949];\\n\\tn352 -> n376\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1641.2,956\\\",\\n\\t\\tpos=\\\"e,1646.7,918.89 1542.3,997.64 1552.9,990.9 1566,982.27 1577.4,974 1598.5,958.61 1621.4,940.03 1638.7,925.61\\\"];\\n\\tn378\\t [apply_op=Rebroadcast,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Rebroadcast,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1792.4,902\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4949];\\n\\tn352 -> n378\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1755.2,956\\\",\\n\\t\\tpos=\\\"e,1768.1,918.42 1548.6,1005.6 1577.8,1000.2 1626.1,989.76 1665.4,974 1698.9,960.56 1734.5,939.78 1759.4,923.99\\\"];\\n\\tn380\\t [apply_op=Rebroadcast,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Rebroadcast,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1540.4,902\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4949];\\n\\tn352 -> n380\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1553.2,956\\\",\\n\\t\\tpos=\\\"e,1537.4,920.05 1525.4,991.68 1528.2,974.82 1532.5,949.57 1535.7,930.15\\\"];\\n\\tn382\\t [apply_op=Rebroadcast,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Rebroadcast,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1288.4,902\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4949];\\n\\tn352 -> n382\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1427.2,956\\\",\\n\\t\\tpos=\\\"e,1311.5,918.4 1496.9,1004 1473,997.91 1436.6,987.5 1406.7,974 1375.8,960.04 1343.1,939.62 1319.9,924.09\\\"];\\n\\tn384\\t [apply_op=Rebroadcast,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Rebroadcast,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"784.38,902\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4949];\\n\\tn352 -> n384\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"947.2,956\\\",\\n\\t\\tpos=\\\"e,808.83,918.3 1495.2,1009.8 1393.5,1008.9 1036.1,1003.6 926.74,974 886.93,963.23 845.28,940.63 817.39,923.61\\\"];\\n\\tn353\\t [dtype=lvector,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"[1 1 1 1 1 1 1 1 1 1]\\\",\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"1745.4,1118\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=1.7614];\\n\\tn353 -> n352\\t [label=\\\"2 lvector\\\",\\n\\t\\tlp=\\\"1737.1,1064\\\",\\n\\t\\tpos=\\\"e,1549.2,1012.5 1730.8,1099.9 1716.6,1083.4 1693.5,1059.6 1668.4,1046 1634.1,1027.4 1590.1,1018.3 1559.4,1013.9\\\"];\\n\\tn365\\t [dtype=dscalar,\\n\\t\\tfillcolor=dodgerblue,\\n\\t\\theight=0.5,\\n\\t\\tlabel=dscalar,\\n\\t\\tnode_type=output,\\n\\t\\tpos=\\\"2871.4,902\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.7728];\\n\\tn364 -> n365\\t [label=dscalar,\\n\\t\\tlp=\\\"2891.2,956\\\",\\n\\t\\tpos=\\\"e,2871.4,920.05 2871.4,991.68 2871.4,974.82 2871.4,949.57 2871.4,930.15\\\"];\\n\\tn386\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1161.4,794\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn366 -> n386\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1182.2,848\\\",\\n\\t\\tpos=\\\"e,1161.5,812.05 1162.2,883.68 1162.1,866.82 1161.8,841.57 1161.6,822.15\\\"];\\n\\tn388\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"912.38,794\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn368 -> n388\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"932.2,848\\\",\\n\\t\\tpos=\\\"e,912.04,812.05 910.72,883.68 911.03,866.82 911.5,841.57 911.86,822.15\\\"];\\n\\tn390\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1038.4,794\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn370 -> n390\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1058.2,848\\\",\\n\\t\\tpos=\\\"e,1038,812.05 1036.7,883.68 1037,866.82 1037.5,841.57 1037.9,822.15\\\"];\\n\\tn392\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1914.4,794\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn372 -> n392\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1936.2,848\\\",\\n\\t\\tpos=\\\"e,1915,812.05 1917.7,883.68 1917.1,866.82 1916.1,841.57 1915.4,822.15\\\"];\\n\\tn394\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1409.4,794\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn374 -> n394\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1433.2,848\\\",\\n\\t\\tpos=\\\"e,1410.2,812.05 1413.5,883.68 1412.8,866.82 1411.6,841.57 1410.7,822.15\\\"];\\n\\tn396\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1663.4,794\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn376 -> n396\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1684.2,848\\\",\\n\\t\\tpos=\\\"e,1663.9,812.05 1665.9,883.68 1665.4,866.82 1664.7,841.57 1664.2,822.15\\\"];\\n\\tn398\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1792.4,794\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn378 -> n398\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1812.2,848\\\",\\n\\t\\tpos=\\\"e,1792.4,812.05 1792.4,883.68 1792.4,866.82 1792.4,841.57 1792.4,822.15\\\"];\\n\\tn400\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1540.4,794\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn380 -> n400\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1560.2,848\\\",\\n\\t\\tpos=\\\"e,1540.4,812.05 1540.4,883.68 1540.4,866.82 1540.4,841.57 1540.4,822.15\\\"];\\n\\tn402\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1284.4,794\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn382 -> n402\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"1307.2,848\\\",\\n\\t\\tpos=\\\"e,1285,812.05 1287.7,883.68 1287.1,866.82 1286.1,841.57 1285.4,822.15\\\"];\\n\\tn404\\t [apply_op=DimShuffle,\\n\\t\\theight=0.5,\\n\\t\\tlabel=DimShuffle,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"789.38,794\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=1.4272];\\n\\tn384 -> n404\\t [color=dodgerblue,\\n\\t\\tlabel=dscalar,\\n\\t\\tlp=\\\"808.2,848\\\",\\n\\t\\tpos=\\\"e,788.54,812.05 785.23,883.68 786.01,866.82 787.18,841.57 788.08,822.15\\\"];\\n\\tn406\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1260.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn386 -> n406\\t [label=dscalar,\\n\\t\\tlp=\\\"1139.2,740\\\",\\n\\t\\tpos=\\\"e,1239.5,697.73 1135.5,778.2 1128.8,772.71 1122.4,765.91 1118.7,758 1112,743.49 1108.4,734.23 1118.7,722 1149.5,685.6 1179.1,718.81 \\\\\\n1224.4,704 1226.3,703.38 1228.2,702.68 1230.1,701.91\\\"];\\n\\tn386 -> n408\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"2011.5,740\\\",\\n\\t\\tpos=\\\"e,3536.6,698.33 1199,781.58 1207.3,779.32 1216.1,777.28 1224.4,776 1376.9,752.62 1769,796.74 1918.4,758 1951.8,749.33 1953.7,730.43 \\\\\\n1987.2,722 2152.3,680.42 3353,739.94 3519.4,704 3521.9,703.45 3524.5,702.75 3527,701.93\\\"];\\n\\tn386 -> n410\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"644.45,740\\\",\\n\\t\\tpos=\\\"e,486.38,697.09 1123.7,781.65 1115.5,779.39 1106.7,777.32 1098.4,776 1045.8,767.62 665.44,784.53 619.24,758 602.8,748.56 612.01,\\\\\\n732.72 596.38,722 562.74,698.93 545.52,715.48 506.38,704 502.98,703 499.49,701.86 496.01,700.65\\\"];\\n\\tn412\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1116.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn388 -> n412\\t [label=dscalar,\\n\\t\\tlp=\\\"1024.2,740\\\",\\n\\t\\tpos=\\\"e,1095.4,697.5 933.43,777.22 959.79,756.25 1001.7,722.96 1003.7,722 1035.3,706.81 1047.5,715.9 1080.4,704 1082.3,703.32 1084.2,702.57 \\\\\\n1086.1,701.78\\\"];\\n\\tn388 -> n414\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"1487.5,740\\\",\\n\\t\\tpos=\\\"e,2859.9,686.59 950.8,781.94 959.77,779.57 969.34,777.39 978.38,776 1029.5,768.15 1399.7,785.62 1443.4,758 1458.6,748.35 1446.9,\\\\\\n731.54 1462.2,722 1477.4,712.59 2613.3,691.15 2849.6,686.78\\\"];\\n\\tn388 -> n454\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"357.28,632\\\",\\n\\t\\tpos=\\\"e,241.87,488.15 874.38,781.67 866.21,779.43 857.57,777.38 849.38,776 706.72,751.98 665.09,791.62 524.38,758 485.67,748.75 479.39,\\\\\\n736.63 442.38,722 420.03,713.16 411.38,717.33 391.38,704 365.21,686.57 260.86,575.56 247.38,542 241.9,528.35 240.82,512.05 241.25,\\\\\\n498.42\\\"];\\n\\tn416\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1188.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn390 -> n416\\t [label=dscalar,\\n\\t\\tlp=\\\"1089.2,740\\\",\\n\\t\\tpos=\\\"e,1167.4,697.57 1041.2,775.8 1044.7,759.28 1052.4,735.5 1068.7,722 1098,697.74 1116.5,716.6 1152.4,704 1154.3,703.34 1156.2,702.6 \\\\\\n1158.1,701.82\\\"];\\n\\tn390 -> n418\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"1685.5,740\\\",\\n\\t\\tpos=\\\"e,2983.4,694.14 1076,781.62 1084.3,779.36 1093.1,777.31 1101.4,776 1160.8,766.67 1591.4,789.99 1642.4,758 1657.7,748.39 1645.9,731.46 \\\\\\n1661.2,722 1691.3,703.49 2898.3,708.2 2933.4,704 2946.6,702.42 2960.9,699.54 2973.6,696.55\\\"];\\n\\tn390 -> n461\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"424.28,632\\\",\\n\\t\\tpos=\\\"e,471.96,486.07 999.95,782.01 990.98,779.63 981.41,777.43 972.38,776 808.46,750.01 760.28,798.72 599.38,758 563.53,748.93 559.61,\\\\\\n733.23 524.38,722 479.27,707.62 455.76,734.3 419.38,704 387.91,677.79 389.9,653.8 399.58,614 412.34,561.5 424.45,550.3 455.38,506 \\\\\\n458.26,501.87 461.58,497.72 464.98,493.78\\\"];\\n\\tn420\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1860.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn392 -> n420\\t [label=dscalar,\\n\\t\\tlp=\\\"1894.2,740\\\",\\n\\t\\tpos=\\\"e,1860.9,704.25 1891.6,777.77 1885.3,772.19 1879,765.44 1874.7,758 1867.2,744.74 1863.6,728.17 1861.9,714.26\\\"];\\n\\tn392 -> n422\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"2860.5,740\\\",\\n\\t\\tpos=\\\"e,3449.4,694.02 1964.3,789.29 2102.6,776.41 2502.8,740.34 2836.2,722 3086.3,708.25 3151,735.96 3399.4,704 3412.6,702.3 3426.8,699.39 \\\\\\n3439.5,696.41\\\"];\\n\\tn392 -> n424\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"1758.5,740\\\",\\n\\t\\tpos=\\\"e,922.04,691.81 1875.9,781.98 1868.1,779.8 1860,777.69 1852.4,776 1800.5,764.57 1777.5,788.85 1734.2,758 1719.5,747.51 1730.7,731.55 \\\\\\n1715.4,722 1682,701.23 1047.5,707.49 1008.4,704 982.82,701.72 954.35,697.38 931.9,693.53\\\"];\\n\\tn426\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1409.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn394 -> n426\\t [label=dscalar,\\n\\t\\tlp=\\\"1424.2,740\\\",\\n\\t\\tpos=\\\"e,1406,703.88 1406,775.75 1405,770.08 1404.2,763.8 1403.7,758 1402.5,742.05 1402.5,737.95 1403.7,722 1403.9,719.41 1404.2,716.72 \\\\\\n1404.6,714.03\\\"];\\n\\tn394 -> n428\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"3146.5,740\\\",\\n\\t\\tpos=\\\"e,3782.6,698.26 1448.5,782.32 1458.8,779.74 1469.9,777.36 1480.4,776 1525.1,770.17 3064.9,781.55 3103.4,758 3118.8,748.56 3106.9,\\\\\\n731.57 3122.2,722 3152.6,703.07 3730.5,711.83 3765.4,704 3767.9,703.43 3770.5,702.71 3773,701.88\\\"];\\n\\tn394 -> n465\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"773.28,632\\\",\\n\\t\\tpos=\\\"e,869.8,476.92 1371.2,781.8 1362.5,779.47 1353.2,777.34 1344.4,776 1313.1,771.24 797.75,779.39 774.38,758 753.62,738.99 730.9,528.07 \\\\\\n748.38,506 750.15,503.76 815.07,489.05 859.77,479.14\\\"];\\n\\tn430\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1588.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn396 -> n430\\t [label=dscalar,\\n\\t\\tlp=\\\"1622.2,740\\\",\\n\\t\\tpos=\\\"e,1588,704.16 1629.2,780.28 1619.3,774.74 1609.4,767.39 1602.7,758 1593.8,745.4 1590.1,728.6 1588.7,714.4\\\"];\\n\\tn396 -> n432\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"2304.5,740\\\",\\n\\t\\tpos=\\\"e,3329.4,694.12 1702.5,782.29 1712.2,779.81 1722.6,777.49 1732.4,776 1898.6,750.64 1943.6,779.51 2110.4,758 2186.9,748.13 2203.6,\\\\\\n730.73 2280.2,722 2500.9,696.86 3058.9,730.81 3279.4,704 3292.6,702.39 3306.9,699.51 3319.6,696.52\\\"];\\n\\tn396 -> n434\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"1257.5,740\\\",\\n\\t\\tpos=\\\"e,693.78,690.3 1625.7,781.72 1617.5,779.45 1608.7,777.37 1600.4,776 1560,769.33 1267.6,778.6 1232.2,758 1215.9,748.47 1225.8,731.51 \\\\\\n1209.4,722 1171.7,700.13 860.84,707.52 817.38,704 778.81,700.88 735.02,695.64 703.85,691.61\\\"];\\n\\tn436\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1721.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn398 -> n436\\t [label=dscalar,\\n\\t\\tlp=\\\"1816.2,740\\\",\\n\\t\\tpos=\\\"e,1746.7,692.81 1796,775.96 1798.1,760.43 1798.6,738.06 1788.4,722 1781,710.4 1768.5,702.27 1756.3,696.72\\\"];\\n\\tn398 -> n438\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"3000.5,740\\\",\\n\\t\\tpos=\\\"e,3618.6,698.26 1829.4,781.51 1837.5,779.26 1846.2,777.23 1854.4,776 1915,766.88 2905.2,790.15 2957.4,758 2972.8,748.52 2960.9,731.57 \\\\\\n2976.2,722 3035.2,685.18 3533.6,719.25 3601.4,704 3603.9,703.43 3606.5,702.71 3609,701.88\\\"];\\n\\tn398 -> n469\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"841.28,632\\\",\\n\\t\\tpos=\\\"e,755.63,485.36 1752.9,782.25 1743.3,779.81 1733,777.51 1723.4,776 1652.1,764.84 1466.6,784.12 1399.4,758 1375.8,748.85 1379,730.92 \\\\\\n1355.4,722 1302.8,702.19 898.13,733.53 850.38,704 811.65,680.04 826.97,651.68 801.38,614 777.97,579.54 755.56,581.17 741.38,542 \\\\\\n735.93,526.96 735.58,520.91 741.38,506 743.17,501.4 745.85,497.03 748.92,493.03\\\"];\\n\\tn440\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1504.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn400 -> n440\\t [label=dscalar,\\n\\t\\tlp=\\\"1547.2,740\\\",\\n\\t\\tpos=\\\"e,1510.3,703.69 1534.3,775.68 1528.6,758.56 1520,732.79 1513.5,713.26\\\"];\\n\\tn400 -> n442\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"3844.5,740\\\",\\n\\t\\tpos=\\\"e,3863.2,697.39 1577.7,781.56 1586,779.27 1594.9,777.22 1603.4,776 1663.8,767.28 3749.3,789.82 3801.4,758 3816.8,748.59 3807.5,734.79 \\\\\\n3820.2,722 3825.7,716.56 3839.9,708.75 3854,701.8\\\"];\\n\\tn400 -> n444\\t [label=\\\"1 dscalar\\\",\\n\\t\\tlp=\\\"865.45,740\\\",\\n\\t\\tpos=\\\"e,605.25,697.78 1500.9,782.35 1490.7,779.8 1479.7,777.44 1469.4,776 1192.3,737.4 1117.3,796.41 840.24,758 775.38,749.01 760.98,737.55 \\\\\\n697.38,722 663.66,713.76 654.3,715.02 621.38,704 619.14,703.25 616.86,702.42 614.57,701.55\\\"];\\n\\tn446\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1334.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn402 -> n446\\t [label=dscalar,\\n\\t\\tlp=\\\"1190.2,740\\\",\\n\\t\\tpos=\\\"e,1313.1,697.44 1244.2,782.59 1212.1,773.29 1172.1,761.2 1169.7,758 1160.3,745.1 1159.3,734.08 1169.7,722 1188.4,700.53 1269.2,712.18 \\\\\\n1296.4,704 1298.8,703.27 1301.3,702.39 1303.8,701.44\\\"];\\n\\tn402 -> n448\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"2080.5,740\\\",\\n\\t\\tpos=\\\"e,3700.6,698.34 1322.5,781.77 1331.3,779.43 1340.6,777.31 1349.4,776 1387.2,770.36 2004.9,778.22 2037.4,758 2052.7,748.45 2040.8,\\\\\\n731.44 2056.2,722 2094.8,698.39 3639.2,713.53 3683.4,704 3685.9,703.46 3688.5,702.75 3691,701.93\\\"];\\n\\tn402 -> n473\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"541.28,632\\\",\\n\\t\\tpos=\\\"e,585.47,485.06 1246.7,781.66 1238.5,779.39 1229.7,777.33 1221.4,776 1017.6,743.42 959.07,801.74 757.38,758 716.08,749.04 710.18,\\\\\\n732.98 669.38,722 613.06,706.84 585.66,739.5 539.38,704 506.64,678.88 507.88,654.34 516.58,614 527.67,562.51 534.3,548.52 565.38,\\\\\\n506 568.98,501.07 573.35,496.31 577.86,491.96\\\"];\\n\\tn450\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"1044.4,686\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn404 -> n450\\t [label=dscalar,\\n\\t\\tlp=\\\"937.2,740\\\",\\n\\t\\tpos=\\\"e,1022.1,696.77 828.12,782.11 855.73,773.4 888.9,762.37 894.38,758 909.11,746.26 901.3,732.79 916.74,722 948.98,699.47 965.92,715.97 \\\\\\n1003.4,704 1006.5,703.01 1009.7,701.85 1012.8,700.62\\\"];\\n\\tn404 -> n452\\t [label=\\\"0 dscalar\\\",\\n\\t\\tlp=\\\"1374.5,740\\\",\\n\\t\\tpos=\\\"e,3214.6,698.34 827.03,781.68 835.3,779.41 844.07,777.34 852.38,776 946.8,760.76 1190.2,783.31 1282.4,758 1314.9,749.07 1316.6,730.41 \\\\\\n1349.2,722 1448.7,696.41 3097,725.58 3197.4,704 3199.9,703.46 3202.5,702.75 3205,701.93\\\"];\\n\\tn404 -> n488\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"127.28,578\\\",\\n\\t\\tpos=\\\"e,408.4,368.42 738.29,792.07 670.15,788.74 546.07,779.99 442.38,758 278.71,723.3 183.87,742.23 102.58,596 31.201,467.62 293.15,394.38 \\\\\\n398.42,370.63\\\"];\\n\\tn406 -> n475\\t [label=\\\"11 float32\\\",\\n\\t\\tlp=\\\"1288.3,632\\\",\\n\\t\\tpos=\\\"e,1260.4,596.05 1260.4,667.68 1260.4,650.82 1260.4,625.57 1260.4,606.15\\\"];\\n\\tn408 -> n458\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"3575.1,632\\\",\\n\\t\\tpos=\\\"e,3619.2,586.2 3551.8,668.62 3545.4,652.9 3539.6,629.84 3551,614 3558.3,603.89 3584.6,595.02 3609.5,588.62\\\"];\\n\\tn410 -> n461\\t [color=red,\\n\\t\\tlabel=\\\"0 float32\\\",\\n\\t\\tlp=\\\"479.07,578\\\",\\n\\t\\tpos=\\\"e,479.39,487.71 456.85,667.88 452.64,643.25 446.99,597.91 453.99,560 458.02,538.14 467.14,514.72 474.97,497.25\\\"];\\n\\tn412 -> n475\\t [label=\\\"10 float32\\\",\\n\\t\\tlp=\\\"1161.6,632\\\",\\n\\t\\tpos=\\\"e,1218.7,585.05 1115.7,667.95 1116.1,651.76 1119.3,628.4 1133,614 1143.6,602.82 1178.2,593.47 1208.6,587.09\\\"];\\n\\tn414 -> n478\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"2971.1,632\\\",\\n\\t\\tpos=\\\"e,2982.3,590.89 2907.6,670 2913.1,663.92 2919.3,656.82 2924.4,650 2935.7,634.89 2933.2,626.88 2947,614 2954.6,606.88 2963.9,600.73 \\\\\\n2973.2,595.63\\\"];\\n\\tn416 -> n475\\t [label=\\\"9 float32\\\",\\n\\t\\tlp=\\\"1232.1,632\\\",\\n\\t\\tpos=\\\"e,1231.7,591.99 1189.5,667.94 1191.2,652.4 1195.7,630.03 1207,614 1211.3,607.85 1217.1,602.44 1223.2,597.81\\\"];\\n\\tn418 -> n480\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"3068.1,632\\\",\\n\\t\\tpos=\\\"e,3085.4,588.62 3016.4,667.96 3020.8,652 3029.2,628.99 3044,614 3052.9,604.9 3064.6,597.87 3076.2,592.54\\\"];\\n\\tn420 -> n475\\t [label=\\\"8 float32\\\",\\n\\t\\tlp=\\\"1833.1,632\\\",\\n\\t\\tpos=\\\"e,1293.1,590.53 1842.6,672.01 1819.4,654.72 1777,626.08 1735.4,614 1645.5,587.88 1406.5,612.97 1314.4,596 1310.7,595.31 1306.8,594.43 \\\\\\n1303.1,593.43\\\"];\\n\\tn422 -> n463\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"3503.1,632\\\",\\n\\t\\tpos=\\\"e,3499.4,592.28 3474.3,668.09 3471.8,652.86 3470.4,630.83 3479,614 3481.9,608.18 3486.3,603.06 3491.3,598.64\\\"];\\n\\tn424 -> n465\\t [color=red,\\n\\t\\tlabel=\\\"0 float32\\\",\\n\\t\\tlp=\\\"922.07,578\\\",\\n\\t\\tpos=\\\"e,900.54,488.15 892.21,667.96 893.95,630.39 897.97,543.55 900.06,498.41\\\"];\\n\\tn426 -> n475\\t [label=\\\"7 float32\\\",\\n\\t\\tlp=\\\"1429.1,632\\\",\\n\\t\\tpos=\\\"e,1294.5,589.79 1407.9,668.02 1405.5,651.66 1399.6,627.98 1384.4,614 1360.7,592.24 1345.2,605.08 1314.4,596 1311.1,595.02 1307.6,\\\\\\n593.97 1304.2,592.89\\\"];\\n\\tn428 -> n482\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"4009.1,632\\\",\\n\\t\\tpos=\\\"e,4006.3,595.03 3831.2,674.12 3836.5,671.88 3842,669.71 3847.4,668 3884.6,656.09 3898.1,666.75 3933.4,650 3958.3,638.17 3982.3,618.02 \\\\\\n3999.1,602.03\\\"];\\n\\tn430 -> n475\\t [label=\\\"6 float32\\\",\\n\\t\\tlp=\\\"1597.1,632\\\",\\n\\t\\tpos=\\\"e,1293.2,590.33 1582.2,668.36 1575.1,651.27 1561.9,626.19 1541.4,614 1497.9,588.17 1364,606.08 1314.4,596 1310.6,595.23 1306.6,594.26 \\\\\\n1302.7,593.19\\\"];\\n\\tn432 -> n467\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"3334.1,632\\\",\\n\\t\\tpos=\\\"e,3351.7,585.75 3333.9,674.11 3324.6,668.24 3315.1,660.2 3310,650 3302.8,635.7 3301.2,627.39 3310,614 3317.5,602.55 3329.5,594.72 \\\\\\n3342.1,589.37\\\"];\\n\\tn434 -> n469\\t [color=red,\\n\\t\\tlabel=\\\"0 float32\\\",\\n\\t\\tlp=\\\"663.07,578\\\",\\n\\t\\tpos=\\\"e,740.98,474.7 659.07,667.76 653.83,642.19 641.96,594.91 620.38,560 614.43,550.38 606.71,552.45 602.38,542 596.26,527.22 592.29,\\\\\\n518.42 602.38,506 610.51,496 682.85,483.51 731.09,476.18\\\"];\\n\\tn436 -> n475\\t [label=\\\"5 float32\\\",\\n\\t\\tlp=\\\"1707.1,632\\\",\\n\\t\\tpos=\\\"e,1293.1,590.45 1706.8,670.59 1689.3,653.27 1658.2,626.02 1625.4,614 1560.4,590.22 1382.4,609.06 1314.4,596 1310.6,595.27 1306.6,\\\\\\n594.33 1302.7,593.28\\\"];\\n\\tn438 -> n484\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"3744.1,632\\\",\\n\\t\\tpos=\\\"e,3750.7,593.01 3658,669.94 3673.1,654.73 3697.2,631.65 3720,614 3726.9,608.64 3734.7,603.31 3742.1,598.46\\\"];\\n\\tn440 -> n475\\t [label=\\\"4 float32\\\",\\n\\t\\tlp=\\\"1513.1,632\\\",\\n\\t\\tpos=\\\"e,1293.5,590.18 1497.9,668.24 1490.8,651.31 1477.5,626.58 1457.4,614 1403.1,580.04 1376.8,610.2 1314.4,596 1310.7,595.17 1307,594.2 \\\\\\n1303.3,593.14\\\"];\\n\\tn442 -> n471\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"4122.1,632\\\",\\n\\t\\tpos=\\\"e,4124.7,594.39 3920,681.71 3950.9,676.75 3998.8,666.99 4037.4,650 4066.4,637.23 4096,616.58 4116.7,600.66\\\"];\\n\\tn444 -> n473\\t [color=red,\\n\\t\\tlabel=\\\"0 float32\\\",\\n\\t\\tlp=\\\"592.07,578\\\",\\n\\t\\tpos=\\\"e,589.16,486.19 576.11,667.99 569.11,634.84 557.8,562.39 577.38,506 578.78,501.96 580.84,498.02 583.21,494.33\\\"];\\n\\tn446 -> n475\\t [label=\\\"3 float32\\\",\\n\\t\\tlp=\\\"1356.1,632\\\",\\n\\t\\tpos=\\\"e,1290.8,591.37 1333.9,667.88 1332.6,652.3 1328.7,629.89 1317.4,614 1312.6,607.37 1306.3,601.68 1299.5,596.91\\\"];\\n\\tn448 -> n486\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"3905.1,632\\\",\\n\\t\\tpos=\\\"e,3895.9,595.61 3749.2,674.22 3754.5,671.98 3760.1,669.78 3765.4,668 3798.3,656.98 3811.4,667.57 3841.4,650 3860.9,638.56 3878,619.51 \\\\\\n3889.9,603.88\\\"];\\n\\tn450 -> n475\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"1089.1,632\\\",\\n\\t\\tpos=\\\"e,1215.7,580.75 1044.2,667.88 1045.1,651.42 1049.1,627.67 1064,614 1084.2,595.41 1154.7,586.03 1205.5,581.59\\\"];\\n\\tn452 -> n514\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"3237.1,632\\\",\\n\\t\\tpos=\\\"e,3239.4,590.28 3223.6,669.59 3219.3,663.81 3215.2,657 3213,650 3208.2,634.75 3205.1,627.94 3213,614 3217.2,606.52 3223.7,600.42 \\\\\\n3230.8,595.51\\\"];\\n\\tn454 -> n488\\t [color=red,\\n\\t\\tlabel=\\\"0 float32\\\",\\n\\t\\tlp=\\\"397.07,416\\\",\\n\\t\\tpos=\\\"e,416.65,375.07 268.02,456.97 302.9,437.76 368.25,401.74 407.7,380.01\\\"];\\n\\tn455\\t [dtype=fscalar,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=-0.01,\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"2048.4,578\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn455 -> n454\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"550.28,524\\\",\\n\\t\\tpos=\\\"e,273.49,479.83 2021.3,577.2 1931.1,574.56 1632.9,565.93 1386.4,560 1195.1,555.4 715.15,567.9 525.58,542 437.39,529.95 337.04,500.26 \\\\\\n283.29,483\\\"];\\n\\tn455 -> n461\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"722.28,524\\\",\\n\\t\\tpos=\\\"e,514.43,481.88 2021.3,577.25 1931.1,574.77 1632.9,566.57 1386.4,560 1233.3,555.92 848.25,569.23 697.58,542 634.41,530.58 564.58,\\\\\\n503.39 523.69,485.89\\\"];\\n\\tn455 -> n461\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"789.28,524\\\",\\n\\t\\tpos=\\\"e,518.78,478.42 2021.3,577.26 1836.4,572.23 766.31,543.07 764.58,542 749.16,532.45 760.45,516.08 745.38,506 711.41,483.28 602.66,\\\\\\n494.85 562.38,488 551.3,486.12 539.42,483.5 528.5,480.85\\\"];\\n\\tn455 -> n465\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"1357.3,524\\\",\\n\\t\\tpos=\\\"e,926.84,482.28 2021.1,577.54 1907,575.47 1468.6,566.09 1332.6,542 1279.3,532.57 1269.5,515.85 1216.4,506 1097.3,483.92 1062.3,515.77 \\\\\\n944.38,488 941.74,487.38 939.05,486.61 936.37,485.75\\\"];\\n\\tn455 -> n465\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"1661.3,524\\\",\\n\\t\\tpos=\\\"e,926.81,482.41 2021.4,576.52 1955.5,572.73 1781.6,561.55 1637.6,542 1550.2,530.14 1530.1,515.62 1442.4,506 1332.3,493.93 1052.5,\\\\\\n511.76 944.38,488 941.73,487.42 939.03,486.68 936.35,485.84\\\"];\\n\\tn455 -> n469\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"1189.3,524\\\",\\n\\t\\tpos=\\\"e,805.3,477.77 2021.1,577.24 1874.3,573.1 1183.5,553.09 1164.6,542 1148.4,532.51 1158.5,515.68 1142.4,506 1115.3,489.72 889.7,492.32 \\\\\\n858.38,488 844.25,486.05 828.96,483.04 815.34,480.05\\\"];\\n\\tn455 -> n469\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"1052.3,524\\\",\\n\\t\\tpos=\\\"e,805.79,477.26 2021.2,577.28 1861.7,573.02 1051.5,550.99 1027.6,542 1003.9,533.09 1006.6,516.17 983.38,506 931.98,483.46 913.63,\\\\\\n497.89 858.38,488 844.46,485.51 829.32,482.39 815.79,479.46\\\"];\\n\\tn455 -> n473\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"956.28,524\\\",\\n\\t\\tpos=\\\"e,638.24,474.96 2021.1,577.25 1851.2,572.53 944.66,547.15 931.58,542 908.95,533.09 912.63,515.81 890.38,506 825.31,477.3 801.92,\\\\\\n497.03 731.38,488 703.67,484.45 672.59,480.02 648.24,476.44\\\"];\\n\\tn455 -> n473\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"863.28,524\\\",\\n\\t\\tpos=\\\"e,638.31,474.89 2021.3,577.28 1843,572.54 845.2,545.83 838.58,542 822.3,532.59 831.96,516.51 816.38,506 809.45,501.32 707.86,485.41 \\\\\\n648.21,476.39\\\"];\\n\\tn455 -> n488\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"1455.3,470\\\",\\n\\t\\tpos=\\\"e,472.84,368.01 2021.3,575.8 1971.7,571.38 1868.8,560.25 1838.4,542 1821,531.58 1828.4,515.33 1810.4,506 1735.4,467.09 1500.8,535 \\\\\\n1430.6,488 1393.9,463.43 1425.4,422.1 1388.4,398 1349.8,372.9 606.22,383.92 560.38,380 534.53,377.79 505.79,373.54 482.91,369.73\\\"];\\n\\tn455 -> n540\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"1907.3,470\\\",\\n\\t\\tpos=\\\"e,1848.8,380.29 2021.2,570.53 1993.7,562.7 1953.3,550.41 1939.4,542 1909.8,524.14 1901.5,517.52 1883.6,488 1865.1,457.48 1855.3,\\\\\\n417.2 1850.5,390.5\\\"];\\n\\tn455 -> n540\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"1987.3,470\\\",\\n\\t\\tpos=\\\"e,1861.8,378.22 2031.4,559.59 2008.7,535.01 1967.1,490.13 1931.4,452 1910.2,429.35 1885.8,403.62 1868.7,385.49\\\"];\\n\\tn455 -> n544\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"2607.3,470\\\",\\n\\t\\tpos=\\\"e,2838.3,363.7 2075.8,577.33 2140.1,575.32 2298.8,567.83 2344.4,542 2362,532.01 2354.7,515.97 2372.4,506 2431.2,472.76 2459.8,510.86 \\\\\\n2523.4,488 2593,462.98 2594.4,424.81 2663.4,398 2717.7,376.85 2784.9,368.09 2828.1,364.49\\\"];\\n\\tn455 -> n544\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"2495.3,470\\\",\\n\\t\\tpos=\\\"e,2838.9,366.22 2075.7,576.98 2136,574.31 2278.2,565.62 2319.4,542 2337,531.91 2330,516.46 2347.4,506 2386.8,482.25 2411.3,513.86 \\\\\\n2449.4,488 2464.9,477.44 2456.6,463.42 2471.6,452 2538.9,400.54 2571.8,416.94 2654.4,398 2714.3,384.27 2784.5,373.63 2828.8,367.58\\\"];\\n\\tn455 -> n548\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"2341.3,470\\\",\\n\\t\\tpos=\\\"e,2514.5,373.2 2075.6,576.55 2127.6,573.29 2238.7,563.92 2269.4,542 2306.3,515.62 2288.8,487.11 2317.6,452 2325.5,442.28 2330.2,\\\\\\n442.58 2339.4,434 2355.5,418.97 2353.9,408.19 2373.4,398 2421.2,373.03 2441.2,393.54 2493.4,380 2497.2,379.01 2501.1,377.82 2505,\\\\\\n376.54\\\"];\\n\\tn455 -> n548\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"2425.3,470\\\",\\n\\t\\tpos=\\\"e,2513.5,372.68 2075.7,576.56 2131.8,573.18 2257.6,563.4 2294.4,542 2311.9,531.8 2306.3,518.32 2322.4,506 2338.8,493.41 2348.2,499.52 \\\\\\n2365.4,488 2384.2,475.38 2385.4,467.89 2401.6,452 2426.2,427.83 2428.6,417.11 2457.4,398 2465.6,392.54 2485.6,383.89 2504.1,376.44\\\"];\\n\\tn455 -> n552\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"2794.3,470\\\",\\n\\t\\tpos=\\\"e,3300.9,369.22 2075.6,577.29 2172.9,574.6 2499.3,563.97 2540.4,542 2558.3,532.44 2550.7,515.9 2568.4,506 2631.2,470.82 2663.5,517.01 \\\\\\n2729.4,488 2751.6,478.2 2748.1,461.33 2770.6,452 2824,429.8 2973.6,445.16 3030.4,434 3080.4,424.16 3089.8,410.16 3139.4,398 3187.5,\\\\\\n386.2 3200.7,389.25 3249.4,380 3263,377.41 3277.8,374.29 3291.1,371.39\\\"];\\n\\tn455 -> n552\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"2701.3,470\\\",\\n\\t\\tpos=\\\"e,3301.4,369.92 2075.6,576.45 2152.5,571.92 2370.6,557.98 2440.4,542 2484.8,531.83 2492.5,518.12 2536.4,506 2579.5,494.1 2595,507.17 \\\\\\n2635.4,488 2657.7,477.43 2655.5,462.92 2677.6,452 2780.2,401.31 2815.9,413.26 2929.4,398 3070.6,379.01 3108.2,399.15 3249.4,380 \\\\\\n3263.2,378.12 3278.2,375.16 3291.6,372.18\\\"];\\n\\tn455 -> n566\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"1786.3,524\\\",\\n\\t\\tpos=\\\"e,1336.6,477.69 2021.1,575.73 1959.5,570.39 1810.7,556.43 1762.6,542 1727.8,531.59 1724.4,515.27 1689.4,506 1561.1,472.05 1522.9,\\\\\\n505.64 1391.4,488 1376.7,486.03 1360.7,482.95 1346.6,479.89\\\"];\\n\\tn455 -> n596\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"1536.3,470\\\",\\n\\t\\tpos=\\\"e,1459.3,380.34 2021.1,574.66 1989.1,570.09 1934.8,560.28 1891.4,542 1864.1,530.52 1863.5,515.12 1835.4,506 1801.1,494.89 1541.1,\\\\\\n508.64 1511.6,488 1479.6,465.64 1466.3,420.28 1461,390.52\\\"];\\n\\tn455 -> n598\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"2357.3,362\\\",\\n\\t\\tpos=\\\"e,4562.3,192.29 2075.6,574.47 2099.3,570.21 2133.6,561.07 2157.4,542 2215.5,495.38 2186.9,446.61 2243.4,398 2259.4,384.22 2269.1,\\\\\\n390.59 2287.4,380 2309.9,366.95 2309.8,354.68 2333.6,344 2373.5,326.04 2388.6,339.03 2430.4,326 2501,303.97 2510.2,274.51 2582.4,\\\\\\n258 2766.9,215.76 4096.3,216.25 4285.4,208 4380.4,203.85 4491.7,196.91 4552,192.96\\\"];\\n\\tn455 -> n598\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"2259.3,362\\\",\\n\\t\\tpos=\\\"e,4562.3,192.48 2075.4,563.28 2084.9,557.39 2095.2,550.08 2103.4,542 2165.4,480.98 2166.1,453.06 2213.4,380 2223.6,364.22 2219.7,\\\\\\n354.14 2235.6,344 2291.3,308.3 2320.8,347.66 2383.4,326 2438.4,306.94 2440.3,277.02 2495.4,258 2607.9,219.11 2642.6,233.83 2761.4,\\\\\\n226 3099.3,203.74 3946.9,219.79 4285.4,208 4380.5,204.69 4491.8,197.43 4552.1,193.21\\\"];\\n\\tn455 -> n600\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"2805.3,362\\\",\\n\\t\\tpos=\\\"e,5009.5,192.71 2075.5,576.43 2152.7,571.82 2372.9,557.63 2443.4,542 2489.5,531.77 2498.1,519.6 2543.4,506 2575.8,496.25 2589,506.38 \\\\\\n2617.4,488 2634.4,476.99 2631.1,466.4 2645.4,452 2699.7,397.12 2710.4,374.04 2781.6,344 3104.9,207.55 4006.8,256.24 4357.4,240 4483.4,\\\\\\n234.16 4868.7,203.9 4999.4,193.51\\\"];\\n\\tn455 -> n600\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"2474.3,362\\\",\\n\\t\\tpos=\\\"e,5009,191.6 2075.6,573.44 2110.6,567.15 2169,555.09 2186.4,542 2216,519.62 2240.7,418.98 2271.4,398 2312.3,370.03 2334.4,395.63 \\\\\\n2381.4,380 2414.3,369.06 2417.6,354.81 2450.6,344 2500.1,327.77 2515,334.41 2566.4,326 2742.6,297.17 2784.6,274.35 2962.4,258 3260.9,\\\\\\n230.55 4014.8,283.56 4311.4,240 4333.8,236.71 4338,229.73 4360.4,226 4391.9,220.74 4852.6,198.91 4999,192.06\\\"];\\n\\tn455 -> n602\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"2189.3,362\\\",\\n\\t\\tpos=\\\"e,4208,190.21 2067.1,559.94 2072.2,554.49 2077.3,548.27 2081.4,542 2133.1,461.6 2088.3,400.33 2165.6,344 2201.1,318.13 2325.4,349.63 \\\\\\n2362.4,326 2405.7,298.35 2376.1,252.08 2420.4,226 2459.9,202.72 3922.8,192.08 4198,190.28\\\"];\\n\\tn455 -> n602\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"2093.3,362\\\",\\n\\t\\tpos=\\\"e,4208,190.16 2048.8,559.8 2050.4,506.94 2057,354.46 2081.4,312 2101.1,277.63 2115.7,273.06 2152.4,258 2254.8,215.96 2289,234.2 \\\\\\n2399.4,226 2765,198.83 3952.2,191.46 4197.7,190.21\\\"];\\n\\tn455 -> n604\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"3757.3,362\\\",\\n\\t\\tpos=\\\"e,5547.1,206.91 2075.5,577.19 2192.3,573.6 2649.3,558.63 2711.4,542 2745.6,532.84 2748.2,515.11 2782.4,506 2857,486.11 3058.4,518.43 \\\\\\n3129.4,488 3150.8,478.83 3147,463.26 3167.4,452 3279.5,390.03 3606.7,361.45 3733.6,344 3798.3,335.11 3815.3,338.79 3879.4,326 3931.4,\\\\\\n315.61 3943.9,310.36 3994.4,294 4038.1,279.82 4046.2,266.42 4091.4,258 4168.7,243.61 5433.5,269.49 5506.4,240 5519.5,234.68 5531.3,\\\\\\n224.44 5540.4,214.61\\\"];\\n\\tn455 -> n604\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"3265.3,362\\\",\\n\\t\\tpos=\\\"e,5525.1,192.3 2075.6,577.6 2153.1,576.14 2381.3,569.62 2568.4,542 2639.6,531.48 2655.1,515.99 2726.4,506 2799.6,495.76 2989.2,514.04 \\\\\\n3058.4,488 3155.3,451.5 3146.6,385.25 3241.6,344 3529.1,219.13 4335.1,251.91 4648.4,240 4981.6,227.33 5382.9,201.68 5514.9,192.97\\\"];\\n\\tn455 -> n610\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"2311.3,416\\\",\\n\\t\\tpos=\\\"e,3920.9,284.36 2075.4,573.85 2112.4,567.76 2176.3,555.64 2195.4,542 2257.2,497.8 2223,437.99 2287.6,398 2351.4,358.53 2386.3,409.34 \\\\\\n2455.4,380 2478.3,370.25 2475.1,352.94 2498.4,344 2569.7,316.61 3796.6,303.92 3872.4,294 3885,292.34 3898.6,289.61 3910.9,286.76\\\"];\\n\\tn455 -> n616\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"2021.3,362\\\",\\n\\t\\tpos=\\\"e,2178.4,198.95 2043.5,559.67 2031.1,512.35 1998.7,389.09 1997.6,380 1995.6,364.13 1992.6,359.19 1997.6,344 2012.5,298.81 2024.5,\\\\\\n288.03 2061.4,258 2093.5,231.9 2137.2,213.35 2168.6,202.28\\\"];\\n\\tn456\\t [dtype=fscalar,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\" 1.\\\",\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"1350.4,578\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn456 -> n454\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"299.28,524\\\",\\n\\t\\tpos=\\\"e,246.41,487.97 1323.3,562.92 1320.4,561.74 1317.4,560.73 1314.4,560 1258.3,546.24 322.41,574.41 274.58,542 259.94,532.08 252.38,\\\\\\n513.58 248.48,497.82\\\"];\\n\\tn456 -> n488\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"1084.3,470\\\",\\n\\t\\tpos=\\\"e,473.55,367.04 1323.1,563.6 1320.2,562.29 1317.3,561.06 1314.4,560 1283,548.46 1269.4,560.19 1241.4,542 1224.4,530.96 1231,515.95 \\\\\\n1213.4,506 1153.4,472.21 1122.5,515.9 1059.6,488 1037.3,478.14 1040.4,462.28 1018.4,452 1012.3,449.15 617.16,388.88 483.79,368.6\\\"];\\n\\tn456 -> n566\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"1414.3,524\\\",\\n\\t\\tpos=\\\"e,1332.8,480.79 1372.5,559.79 1377.4,554.6 1381.8,548.55 1384.4,542 1390.3,527.13 1393,519.46 1384.4,506 1381.7,501.89 1361.5,492.69 \\\\\\n1342.1,484.63\\\"];\\n\\tn456 -> n596\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"1239.3,470\\\",\\n\\t\\tpos=\\\"e,1425.6,368.77 1359.6,559.74 1366.4,543.64 1372.2,520.54 1359.4,506 1316.4,457.4 1257.5,536.6 1214.6,488 1204,476.01 1206.1,465.57 \\\\\\n1214.6,452 1236.5,416.97 1352,385.86 1415.5,371.09\\\"];\\n\\tn456 -> n610\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"1209.3,416\\\",\\n\\t\\tpos=\\\"e,3920.9,284.51 1351.7,559.82 1351.8,543.32 1349.1,519.54 1334.4,506 1291.5,466.46 1249.8,524.61 1204.4,488 1172.5,462.3 1159.1,\\\\\\n430.1 1184.6,398 1249.7,315.76 1310.3,356.84 1414.4,344 1685.2,310.59 2370.4,348.8 2642.4,326 2683.2,322.58 2692.6,315.44 2733.4,\\\\\\n312 2985.6,290.7 3621.1,324.28 3872.4,294 3885,292.48 3898.6,289.77 3910.9,286.92\\\"];\\n\\tn456 -> n616\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"1145.3,362\\\",\\n\\t\\tpos=\\\"e,2174.1,190.88 1323,563.94 1320.1,562.57 1317.2,561.23 1314.4,560 1293.5,550.89 1284.7,555.5 1266.4,542 1250.1,529.99 1255.2,517.24 \\\\\\n1238.4,506 1213.1,489.13 1197.3,505.43 1172.4,488 1140.2,465.52 1121.4,455.21 1121.4,416 1121.4,416 1121.4,416 1121.4,276 1121.4,\\\\\\n222.8 1959.9,196.71 2164,191.15\\\"];\\n\\tn490\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3978.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn458 -> n490\\t [label=fscalar,\\n\\t\\tlp=\\\"3624,524\\\",\\n\\t\\tpos=\\\"e,3958,481.98 3629.1,564.66 3620,559.05 3611.2,551.57 3606.1,542 3598.6,527.87 3595.1,517.61 3606.1,506 3631.8,478.84 3906.2,497.57 \\\\\\n3942.4,488 3944.4,487.48 3946.3,486.84 3948.3,486.12\\\"];\\n\\tn458 -> n492\\t [label=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"4428.3,524\\\",\\n\\t\\tpos=\\\"e,5407.4,472.33 3694,566.44 3703.1,563.86 3713.1,561.45 3722.4,560 3851.6,539.89 4182.2,567.69 4310.4,542 4354.3,533.19 4360.6,514.67 \\\\\\n4404.6,506 4485.1,490.11 5061.3,491.49 5143.4,488 5233.9,484.14 5339.9,477.08 5397.3,473.04\\\"];\\n\\tn458 -> n494\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"2894.3,524\\\",\\n\\t\\tpos=\\\"e,1792.7,477.73 3622,567.76 3609.2,564.69 3594.8,561.69 3581.4,560 3424.6,540.13 3025,575.66 2870.6,542 2830.8,533.33 2826.2,514.55 \\\\\\n2786.4,506 2684.4,484.08 1951,499.99 1847.4,488 1832.6,486.29 1816.6,483.18 1802.5,480.02\\\"];\\n\\tn459\\t [dtype=float32,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"[[ 1.]]\\\",\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"4604.4,686\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn459 -> n458\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4272.1,632\\\",\\n\\t\\tpos=\\\"e,3694,589.53 4577.2,684.74 4498.6,680.88 4275.1,668.4 4248,650 4233.1,639.87 4244.6,623.64 4229.4,614 4181.8,583.84 3778.1,604.81 \\\\\\n3722.4,596 3716.4,595.05 3710.2,593.73 3704.1,592.21\\\"];\\n\\tn459 -> n463\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4200.1,632\\\",\\n\\t\\tpos=\\\"e,3564.8,588.18 4577.3,685.04 4488.7,681.73 4210.8,669.85 4176,650 4158.9,640.27 4167.7,623.29 4150.4,614 4097,585.34 3665.5,603.85 \\\\\\n3605.4,596 3595.4,594.69 3584.7,592.67 3574.7,590.45\\\"];\\n\\tn459 -> n467\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"3812.1,632\\\",\\n\\t\\tpos=\\\"e,3430.5,587.77 4577.1,685.56 4438.9,683.24 3821.9,671.71 3788,650 3772.8,640.3 3784.5,623.83 3769.4,614 3741.8,596.02 3506,600.59 \\\\\\n3473.4,596 3462.7,594.5 3451.3,592.33 3440.5,590.01\\\"];\\n\\tn459 -> n471\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4589.1,632\\\",\\n\\t\\tpos=\\\"e,4185.3,585.68 4582.5,667.92 4576.5,662.47 4570.2,656.26 4565,650 4552.9,635.5 4558.6,623.65 4542.4,614 4514.8,597.62 4286.2,599.59 \\\\\\n4254.4,596 4235,593.81 4213.8,590.56 4195.3,587.41\\\"];\\n\\tn459 -> n478\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"3178.1,632\\\",\\n\\t\\tpos=\\\"e,3045.5,591.26 4577.4,685.25 4486.2,682.71 4181.3,674.28 3929.4,668 3843.2,665.85 3236.8,673.78 3154,650 3123.9,641.35 3121.1,628.52 \\\\\\n3093.4,614 3081,607.54 3067.3,601.06 3054.8,595.4\\\"];\\n\\tn459 -> n480\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"3443.1,632\\\",\\n\\t\\tpos=\\\"e,3162.9,586.15 4577.2,685.27 4401.5,680.53 3433.4,654.24 3419,650 3389.3,641.24 3388.6,624.18 3359.4,614 3299.7,593.22 3280.8,605.83 \\\\\\n3218.4,596 3203.5,593.66 3187.5,590.79 3172.8,588.03\\\"];\\n\\tn459 -> n482\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4513.1,632\\\",\\n\\t\\tpos=\\\"e,4058.4,589.04 4577.1,680.63 4552.9,675.16 4517.2,665.29 4489,650 4466.9,638.03 4468.8,623.1 4445.4,614 4371.7,585.41 4168.4,608.17 \\\\\\n4090.4,596 4083.2,594.87 4075.6,593.29 4068.3,591.53\\\"];\\n\\tn459 -> n484\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4344.1,632\\\",\\n\\t\\tpos=\\\"e,3813.7,588.23 4577,683.98 4509.9,678.84 4340.8,664.57 4320,650 4305.2,639.68 4316.6,623.67 4301.4,614 4259.4,587.25 3902.7,602.7 \\\\\\n3853.4,596 3843.7,594.68 3833.4,592.71 3823.7,590.54\\\"];\\n\\tn459 -> n486\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4416.1,632\\\",\\n\\t\\tpos=\\\"e,3941.9,589.76 4577,684.37 4526.5,680.89 4421.1,671.23 4392,650 4377.4,639.38 4388.6,623.71 4373.4,614 4335.4,589.73 4012.8,603.43 \\\\\\n3968.4,596 3962.9,595.09 3957.3,593.85 3951.7,592.44\\\"];\\n\\tn459 -> n514\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"3649.1,632\\\",\\n\\t\\tpos=\\\"e,3308.1,589.11 4577.3,685.34 4421.6,681.5 3646.4,661.82 3625,650 3608,640.64 3617.2,623.63 3600.4,614 3549.7,585.01 3395.9,605.73 \\\\\\n3338.4,596 3331.7,594.87 3324.7,593.35 3317.9,591.67\\\"];\\n\\tn459 -> n538\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"6003.1,524\\\",\\n\\t\\tpos=\\\"e,5893.1,380.16 4631.7,678.73 4697.9,661.16 4863.6,617.53 4889.4,614 5206.5,570.53 5290.5,624.46 5609.4,596 5611.8,595.78 5957.7,\\\\\\n543.82 5959.4,542 5986.3,512.35 5985.8,484.47 5962.4,452 5947.6,431.48 5925.1,453.01 5908.4,434 5898,422.14 5894.4,404.89 5893.4,\\\\\\n390.25\\\"];\\n\\tn459 -> n542\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"6258.1,524\\\",\\n\\t\\tpos=\\\"e,6287.7,379.41 4631.5,679.07 4647.6,675.21 4668.5,670.66 4687.4,668 4806.5,651.21 4840.6,678.6 4957.4,650 4996,640.53 5000.5,622.55 \\\\\\n5039.4,614 5244.3,568.95 5776,628.13 5983.4,596 6066.8,583.08 6090.9,581.63 6165.4,542 6232,506.56 6264.2,502.25 6296.4,434 6303.2,\\\\\\n419.53 6300.7,413.4 6296.4,398 6295.5,394.76 6294.2,391.52 6292.7,388.38\\\"];\\n\\tn459 -> n546\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4984.1,524\\\",\\n\\t\\tpos=\\\"e,5127.1,375.9 4631.4,674.23 4696.7,645.71 4860.9,573 4912.4,542 4935.1,528.31 4935.3,515.66 4960,506 4998.1,491.09 5114.5,517.04 \\\\\\n5143.4,488 5171.6,459.59 5166.6,433.66 5148.4,398 5145.2,391.86 5140.5,386.53 5135.2,381.99\\\"];\\n\\tn459 -> n550\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"6344.1,524\\\",\\n\\t\\tpos=\\\"e,6378.1,379.99 4631.5,678.99 4647.6,675.1 4668.5,670.55 4687.4,668 4830.7,648.61 4868.2,661.28 5012.4,650 5170.9,637.6 5209.7,624.05 \\\\\\n5368.4,614 5523.9,604.15 5915,616.94 6069.4,596 6167.9,582.65 6208,603.12 6286.4,542 6336.6,502.81 6363.7,429.8 6375.3,389.86\\\"];\\n\\tn459 -> n558\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"6059.1,524\\\",\\n\\t\\tpos=\\\"e,6019.3,380.06 4631.6,679.47 4647.7,675.75 4668.6,671.21 4687.4,668 4750.5,657.2 4767.9,664.11 4830.4,650 4880.1,638.76 4889.1,\\\\\\n622.67 4939.4,614 5114.8,583.75 5563.3,614.3 5740.4,596 5773.1,592.62 6010.4,567.29 6031.4,542 6040.9,530.6 6028.1,437.74 6020.8,\\\\\\n390.05\\\"];\\n\\tn459 -> n560\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"6137.1,524\\\",\\n\\t\\tpos=\\\"e,6130.3,380.01 4631.5,679.19 4647.6,675.38 4668.6,670.83 4687.4,668 4780.5,654 4806.8,671.54 4898.4,650 4940.7,640.05 4946.7,622.58 \\\\\\n4989.4,614 5182.4,575.16 5680.2,622.48 5875.4,596 5971.7,582.93 6015.9,607.93 6087.4,542 6129.7,502.98 6132.8,430.16 6130.9,390.14\\\"];\\n\\tn459 -> n562\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4718.1,524\\\",\\n\\t\\tpos=\\\"e,4978,378.64 4630.1,667.78 4636.1,662.58 4642,656.54 4646.4,650 4665.2,622.01 4667.3,526.57 4694,506 4745.4,466.4 4938.8,533.17 \\\\\\n4985.4,488 5014.1,460.11 5004.3,435.56 4990.4,398 4988.9,394 4986.7,390.14 4984.3,386.54\\\"];\\n\\tn459 -> n564\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"6434.1,524\\\",\\n\\t\\tpos=\\\"e,6483.7,379.91 4631.5,678.84 4647.6,674.91 4668.5,670.36 4687.4,668 4915.5,639.52 4974.7,660.36 5204.4,650 5637.5,630.46 5750.6,\\\\\\n666.54 6178.4,596 6266.7,581.44 6300.1,594.8 6372.4,542 6426.9,502.17 6463.2,428.89 6479.9,389.23\\\"];\\n\\tn459 -> n586\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4135.1,524\\\",\\n\\t\\tpos=\\\"e,4654,380.32 4613.9,667.81 4620.9,651.76 4627.1,628.68 4614.4,614 4595.9,592.66 4129.5,563.34 4111,542 4100.5,529.91 4099.9,517.51 \\\\\\n4111,506 4151.2,464.39 4588.2,526.49 4631.4,488 4658.3,464.01 4658.6,419.5 4655.3,390.31\\\"];\\n\\tn459 -> n606\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4647.1,524\\\",\\n\\t\\tpos=\\\"e,4849.8,380.13 4621.5,667.89 4625.5,662.53 4629.3,656.37 4631.4,650 4651.7,589.18 4579.7,553.28 4623,506 4653.8,472.37 4794.2,519.23 \\\\\\n4827.4,488 4853.5,463.41 4854.2,419.37 4851.1,390.42\\\"];\\n\\tn536\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"710.38,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn461 -> n536\\t [color=red,\\n\\t\\tlabel=\\\"0 float32\\\",\\n\\t\\tlp=\\\"627.07,362\\\",\\n\\t\\tpos=\\\"e,682.68,290.55 501.08,453.15 520.84,427.62 560.94,378.48 601.99,344 624.17,325.37 651.87,308.08 673.71,295.6\\\"];\\n\\tn496\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3906.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn463 -> n496\\t [label=fscalar,\\n\\t\\tlp=\\\"3575,524\\\",\\n\\t\\tpos=\\\"e,3886,481.97 3529.5,559.87 3532.4,542.91 3539.7,518.39 3557.1,506 3585.5,485.78 3836.7,496.98 3870.4,488 3872.4,487.47 3874.3,486.83 \\\\\\n3876.3,486.11\\\"];\\n\\tn463 -> n498\\t [label=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"4888.3,524\\\",\\n\\t\\tpos=\\\"e,5661.6,482.28 3564.4,567.77 3577.3,564.66 3591.9,561.64 3605.4,560 3639.5,555.87 4811.4,558.66 4841.4,542 4858,532.77 4848,515.3 \\\\\\n4864.6,506 4902.4,484.82 5602.1,497.39 5644.4,488 5646.9,487.44 5649.5,486.72 5652,485.9\\\"];\\n\\tn463 -> n500\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"2954.3,524\\\",\\n\\t\\tpos=\\\"e,2990.8,480.63 3489.7,568.12 3476.2,564.97 3460.7,561.82 3446.4,560 3417.9,556.37 2950.5,562.63 2930.6,542 2919.5,530.49 2921.7,\\\\\\n519.31 2930.6,506 2931.4,504.8 2957.8,493.93 2981.3,484.44\\\"];\\n\\tn465 -> n536\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"880.07,362\\\",\\n\\t\\tpos=\\\"e,741.55,288.98 894.26,452.25 883.03,426.01 859.07,376.47 826.38,344 804.67,322.43 774.77,305.12 750.77,293.36\\\"];\\n\\tn502\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3834.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn467 -> n502\\t [label=fscalar,\\n\\t\\tlp=\\\"3371,524\\\",\\n\\t\\tpos=\\\"e,3814,482.03 3368.9,562.2 3362.5,556.63 3356.5,549.79 3353.1,542 3346.6,527.36 3342,517.54 3353.1,506 3370.2,488.14 3774.4,494.17 \\\\\\n3798.4,488 3800.4,487.49 3802.4,486.86 3804.3,486.15\\\"];\\n\\tn467 -> n504\\t [label=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"4211.3,524\\\",\\n\\t\\tpos=\\\"e,5071.7,475.83 3430,568.05 3443.6,564.89 3459.1,561.76 3473.4,560 3511.5,555.31 4130.9,560.82 4164.4,542 4181,532.67 4171,515.3 \\\\\\n4187.6,506 4226.3,484.34 4941.2,491.88 4985.4,488 5010.9,485.75 5039.4,481.42 5061.9,477.56\\\"];\\n\\tn467 -> n506\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"2762.3,524\\\",\\n\\t\\tpos=\\\"e,2833.3,480.91 3357.1,566.73 3347.2,564.04 3336.5,561.51 3326.4,560 3294.1,555.17 2761.3,565.45 2738.6,542 2727.4,530.51 2728.7,\\\\\\n518.57 2738.6,506 2759.7,479.14 2780.8,498.25 2813.4,488 2816.8,486.94 2820.2,485.75 2823.7,484.51\\\"];\\n\\tn469 -> n536\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"798.07,362\\\",\\n\\t\\tpos=\\\"e,727.92,292.68 775.95,451.74 777.41,426.56 777.6,380.17 763.38,344 757,327.77 745.45,312.24 734.76,300.12\\\"];\\n\\tn508\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4266.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn471 -> n508\\t [label=fscalar,\\n\\t\\tlp=\\\"4001,524\\\",\\n\\t\\tpos=\\\"e,4246,481.91 4107.4,567.73 4097.4,565.07 4086.5,562.31 4076.4,560 4035.2,550.59 4010,574.57 3983.1,542 3972.9,529.66 3972.2,517.72 \\\\\\n3983.1,506 4001.8,485.82 4203.8,495.3 4230.4,488 4232.5,487.41 4234.7,486.7 4236.8,485.89\\\"];\\n\\tn471 -> n510\\t [label=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"5102.3,524\\\",\\n\\t\\tpos=\\\"e,5743.6,482.26 4189.4,576.95 4352.9,573.03 4909.3,558.59 4987.4,542 5030,532.94 5035.9,514.74 5078.6,506 5219.7,477.12 5585.9,519.53 \\\\\\n5726.4,488 5728.9,487.43 5731.5,486.71 5734,485.88\\\"];\\n\\tn471 -> n512\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"3946.3,524\\\",\\n\\t\\tpos=\\\"e,3494.4,477.88 4107.9,567.32 4097.8,564.63 4086.7,561.96 4076.4,560 4008.8,547.16 3983.9,573.24 3922.6,542 3903.2,532.12 3909.1,\\\\\\n515.25 3889.4,506 3819.9,473.37 3620.4,498.57 3544.4,488 3531.2,486.17 3516.9,483.23 3504.2,480.25\\\"];\\n\\tn473 -> n536\\t [label=\\\"3 float32\\\",\\n\\t\\tlp=\\\"699.07,362\\\",\\n\\t\\tpos=\\\"e,700.82,293.66 614.88,452.44 633.34,418.33 674.15,342.94 695.96,302.64\\\"];\\n\\tn477\\t [dtype=fvector,\\n\\t\\tfillcolor=dodgerblue,\\n\\t\\theight=0.5,\\n\\t\\tlabel=fvector,\\n\\t\\tnode_type=output,\\n\\t\\tpos=\\\"981.38,470\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.7728];\\n\\tn475 -> n477\\t [label=fvector,\\n\\t\\tlp=\\\"1123.2,524\\\",\\n\\t\\tpos=\\\"e,1009.2,482.38 1217.9,571.98 1177.8,565.64 1121.1,554.82 1102.7,542 1087.1,531.08 1094.5,517.59 1079.4,506 1058.6,490.11 1047.9,\\\\\\n497.16 1023.4,488 1021.8,487.41 1020.2,486.79 1018.6,486.15\\\"];\\n\\tn476\\t [dtype=float32,\\n\\t\\tfillcolor=SpringGreen,\\n\\t\\theight=0.5,\\n\\t\\tlabel=\\\"[ 0.01]\\\",\\n\\t\\tnode_type=constant_input,\\n\\t\\tpos=\\\"3161.4,686\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.75];\\n\\tn476 -> n475\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"2895.1,632\\\",\\n\\t\\tpos=\\\"e,1292.8,590.61 3134.3,671.08 3131.4,669.88 3128.3,668.81 3125.4,668 3070.7,653.04 2922.5,673.66 2871,650 2850.5,640.6 2856.1,622.79 \\\\\\n2835.4,614 2757.6,580.99 1397.7,610.03 1314.4,596 1310.5,595.35 1306.5,594.46 1302.5,593.42\\\"];\\n\\tn476 -> n584\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"3250.1,524\\\",\\n\\t\\tpos=\\\"e,3798.6,372.44 3165.2,668 3174.4,626.44 3198.9,525.83 3226,506 3267.5,475.6 3643.3,512.8 3688.4,488 3730.9,464.58 3712.7,428.7 \\\\\\n3750.4,398 3761.7,388.79 3775.7,381.58 3789,376.11\\\"];\\n\\tn476 -> n618\\t [label=\\\"1 float32\\\",\\n\\t\\tlp=\\\"6250.1,416\\\",\\n\\t\\tpos=\\\"e,6123.8,199.34 3188.4,670.9 3191.4,669.73 3194.4,668.73 3197.4,668 3274,649.39 4538.8,657.22 4617.4,650 4711.2,641.38 4732.6,623.11 \\\\\\n4826.4,614 5172.8,580.36 5262.3,622.13 5609.4,596 5656.5,592.45 5990.3,565.43 6031.4,542 6049,531.95 6043.4,518.49 6059.4,506 6121.4,\\\\\\n457.44 6178.4,500.07 6221.4,434 6230.1,420.58 6223.8,413.82 6221.4,398 6209.2,318.8 6220.9,285.67 6167.4,226 6158.3,215.85 6145.8,\\\\\\n208.43 6133.3,203.06\\\"];\\n\\tn516\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3580.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn478 -> n516\\t [label=float32,\\n\\t\\tlp=\\\"3095.8,524\\\",\\n\\t\\tpos=\\\"e,3558.8,481.29 3031.6,561.2 3037.4,555.28 3043.8,548.49 3049.4,542 3062.4,526.79 3058.7,515.29 3076.5,506 3122.1,482.14 3489.2,\\\\\\n499.55 3539.4,488 3542.6,487.25 3546,486.24 3549.2,485.09\\\"];\\n\\tn478 -> n518\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"3504.1,524\\\",\\n\\t\\tpos=\\\"e,4558.4,472.42 3047.1,565.54 3054.1,563.34 3061.4,561.34 3068.4,560 3209.2,533.1 3250.5,573.13 3390.4,542 3432.3,532.68 3437.9,\\\\\\n514.61 3480,506 3569.5,487.67 4211.1,491.85 4302.4,488 4389.8,484.31 4492.1,477.27 4548.2,473.17\\\"];\\n\\tn478 -> n566\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"2415.3,524\\\",\\n\\t\\tpos=\\\"e,1336.6,477.83 2969.7,575.31 2755.5,562.41 1843.8,507.51 1814.4,506 1626.5,496.36 1578.1,511.35 1391.4,488 1376.6,486.16 1360.7,\\\\\\n483.11 1346.5,480.05\\\"];\\n\\tn520\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3652.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn480 -> n520\\t [label=float32,\\n\\t\\tlp=\\\"3153.8,524\\\",\\n\\t\\tpos=\\\"e,3632,482.05 3119.7,559.92 3118.4,543.24 3119.5,519.13 3134.5,506 3174.7,470.64 3564.5,501.28 3616.4,488 3618.4,487.49 3620.4,486.87 \\\\\\n3622.3,486.16\\\"];\\n\\tn480 -> n522\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4281.1,524\\\",\\n\\t\\tpos=\\\"e,5497.6,482.32 3161.9,569.05 3179.1,565.55 3199.7,561.91 3218.4,560 3274.6,554.27 4186.5,570.27 4235.4,542 4251.5,532.66 4240.8,\\\\\\n515.31 4257,506 4315.9,472.08 5414,502.45 5480.4,488 5482.9,487.45 5485.5,486.74 5488,485.92\\\"];\\n\\tn480 -> n540\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"1619.3,470\\\",\\n\\t\\tpos=\\\"e,1813.1,366.38 3089.6,565.52 3082.7,563.33 3075.4,561.32 3068.4,560 2918.8,531.68 2878,555.61 2726.4,542 2600.1,530.66 2569.8,515.36 \\\\\\n2443.4,506 2419.9,504.26 1612.1,504.83 1595.6,488 1528.1,419.09 1714.9,381.42 1803.1,367.87\\\"];\\n\\tn524\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4194.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn482 -> n524\\t [label=float32,\\n\\t\\tlp=\\\"3869.8,524\\\",\\n\\t\\tpos=\\\"e,4174,481.97 3987.1,566.77 3978.7,564.33 3969.8,561.91 3961.4,560 3937,554.46 3866.7,561.01 3850.5,542 3840.1,529.81 3839.5,517.64 \\\\\\n3850.5,506 3874,481.07 4125.3,496.84 4158.4,488 4160.4,487.47 4162.3,486.83 4164.3,486.11\\\"];\\n\\tn482 -> n526\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4575.1,524\\\",\\n\\t\\tpos=\\\"e,5579.6,482.31 4058.1,567.05 4068.4,564.29 4079.8,561.65 4090.4,560 4251.3,535.03 4297,575.37 4456.4,542 4500.4,532.78 4506.8,514.53 \\\\\\n4551,506 4771.7,463.39 5342.8,536.12 5562.4,488 5564.9,487.45 5567.5,486.73 5570,485.91\\\"];\\n\\tn482 -> n544\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"3321.3,470\\\",\\n\\t\\tpos=\\\"e,2906.1,365.82 3987.9,566.22 3979.3,563.74 3970.1,561.44 3961.4,560 3866.6,544.29 3622,567.38 3529.4,542 3496.8,533.07 3494.7,516.02 \\\\\\n3462.4,506 3392,484.16 3365.9,515.7 3297.6,488 3273.5,478.21 3274.3,464.34 3251.4,452 3185.3,416.43 3164.2,416.15 3091.4,398 3031.5,\\\\\\n383.08 2960.8,372.74 2916.3,367.09\\\"];\\n\\tn528\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4050.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn484 -> n528\\t [label=float32,\\n\\t\\tlp=\\\"3674.8,524\\\",\\n\\t\\tpos=\\\"e,4030,482 3739.7,567.36 3704.4,557.07 3656.2,542.89 3655.5,542 3645.9,529.17 3644.5,517.59 3655.5,506 3683,477.07 3975.8,498.14 \\\\\\n4014.4,488 4016.4,487.48 4018.4,486.85 4020.3,486.13\\\"];\\n\\tn484 -> n530\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"4067.1,524\\\",\\n\\t\\tpos=\\\"e,4913.7,475.83 3814.2,568.19 3826.6,565.23 3840.5,562.19 3853.4,560 3890.2,553.74 3988.7,561.79 4020.4,542 4036.4,531.98 4026.6,\\\\\\n515.33 4043,506 4080.9,484.48 4784,491.82 4827.4,488 4852.9,485.75 4881.4,481.41 4903.9,477.56\\\"];\\n\\tn484 -> n548\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"3223.3,470\\\",\\n\\t\\tpos=\\\"e,2570.9,371.21 3741.4,566.46 3732.4,563.91 3722.6,561.52 3713.4,560 3631.9,546.57 3418.1,574.91 3342.4,542 3321.3,532.85 3325.8,\\\\\\n516.39 3305.4,506 3262.9,484.39 3246.2,498.08 3199.6,488 3188.1,485.51 3005.3,438.54 2994.4,434 2965.3,421.88 2963.5,407.13 2933.4,\\\\\\n398 2864.4,377.08 2680.6,391.28 2609.4,380 2600,378.51 2590,376.27 2580.7,373.86\\\"];\\n\\tn532\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4122.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn486 -> n532\\t [label=float32,\\n\\t\\tlp=\\\"3818.8,524\\\",\\n\\t\\tpos=\\\"e,4102,481.95 3867.1,569.71 3840,563.21 3807.7,553.37 3799.5,542 3790.1,529.02 3788.5,517.66 3799.5,506 3821.4,482.72 4055.5,496.31 \\\\\\n4086.4,488 4088.4,487.47 4090.3,486.82 4092.3,486.1\\\"];\\n\\tn486 -> n534\\t [label=\\\"0 float32\\\",\\n\\t\\tlp=\\\"5341.1,524\\\",\\n\\t\\tpos=\\\"e,5825.6,482.23 3941.5,566.14 3950.2,563.63 3959.5,561.34 3968.4,560 4040.1,549.14 5205.3,566.99 5273.4,542 5297,533.34 5293.5,514.93 \\\\\\n5317,506 5419.1,467.16 5701.9,512.4 5808.4,488 5810.9,487.42 5813.5,486.69 5816,485.86\\\"];\\n\\tn486 -> n552\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"3400.3,470\\\",\\n\\t\\tpos=\\\"e,3332.9,380.12 3869.6,568.1 3857.2,565.14 3843.2,562.11 3830.4,560 3748,546.47 3718.9,577.62 3643.4,542 3622.9,532.35 3627.9,515.47 \\\\\\n3607.4,506 3560.7,484.48 3417.4,519.36 3376.6,488 3346.5,464.84 3336.8,419.7 3333.7,390.21\\\"];\\n\\tn488 -> n536\\t [label=\\\"4 float32\\\",\\n\\t\\tlp=\\\"529.07,319\\\",\\n\\t\\tpos=\\\"e,667.08,281.03 456.15,345.92 468.19,334.62 485.77,320.12 503.99,312 530.7,300.09 605.27,288.94 657.04,282.29\\\"];\\n\\tn490 -> n584\\t [label=\\\"11 float32\\\",\\n\\t\\tlp=\\\"3989.3,416\\\",\\n\\t\\tpos=\\\"e,3877.1,368.76 3970.9,452.39 3962.6,433.64 3949.3,405.63 3940.4,398 3925.3,385.1 3905.4,376.75 3886.9,371.38\\\"];\\n\\tn492 -> n538\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"5534.1,416\\\",\\n\\t\\tpos=\\\"e,5849.8,364.45 5450.6,452.94 5462.9,435.78 5484.4,410.19 5510,398 5539,384.18 5740.6,370.84 5839.7,365.04\\\"];\\n\\tn494 -> n540\\t [color=red,\\n\\t\\tlabel=\\\"0 float32\\\",\\n\\t\\tlp=\\\"1784.1,416\\\",\\n\\t\\tpos=\\\"e,1813.1,366.7 1757,452.15 1752.7,436.54 1749.4,413.93 1760,398 1769.8,383.33 1786.8,374.63 1803.1,369.47\\\"];\\n\\tn496 -> n584\\t [label=\\\"8 float32\\\",\\n\\t\\tlp=\\\"3913.1,416\\\",\\n\\t\\tpos=\\\"e,3852.4,378.81 3898.8,452.7 3891.8,437.65 3880.8,415.56 3868.4,398 3865.6,394.05 3862.4,390.07 3859.2,386.28\\\"];\\n\\tn498 -> n542\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"6027.1,416\\\",\\n\\t\\tpos=\\\"e,6234.7,370.61 5709.6,457.86 5715,455.58 5720.8,453.46 5726.4,452 5803.7,431.68 5827.5,451.98 5905.4,434 5950.4,423.6 5957.9,408.39 \\\\\\n6003,398 6081.1,379.99 6103.1,391.71 6182.4,380 6196.1,377.97 6210.9,375.3 6224.5,372.63\\\"];\\n\\tn500 -> n544\\t [color=red,\\n\\t\\tlabel=\\\"0 float32\\\",\\n\\t\\tlp=\\\"3002.1,416\\\",\\n\\t\\tpos=\\\"e,2896.5,374.91 3001,454.47 2984.6,439.24 2958.2,415.77 2933.4,398 2924.5,391.66 2914.5,385.39 2905.1,379.91\\\"];\\n\\tn502 -> n584\\t [label=\\\"6 float32\\\",\\n\\t\\tlp=\\\"3843.1,416\\\",\\n\\t\\tpos=\\\"e,3825.5,379.79 3825.4,452.88 3822.8,447.05 3820.3,440.39 3819,434 3815.8,418.33 3815.6,413.64 3819,398 3819.6,395.11 3820.5,392.17 \\\\\\n3821.5,389.28\\\"];\\n\\tn504 -> n546\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"5123.1,416\\\",\\n\\t\\tpos=\\\"e,5098.1,380.06 5100.4,451.71 5099.8,446.04 5099.3,439.77 5099,434 5098.3,419.66 5098.1,403.7 5098.1,390.45\\\"];\\n\\tn506 -> n548\\t [color=red,\\n\\t\\tlabel=\\\"0 float32\\\",\\n\\t\\tlp=\\\"2786.1,416\\\",\\n\\t\\tpos=\\\"e,2570.9,371.21 2833.2,459.48 2826.7,456.96 2819.8,454.33 2813.4,452 2731.2,422.34 2633.7,391.01 2580.6,374.26\\\"];\\n\\tn508 -> n584\\t [label=\\\"4 float32\\\",\\n\\t\\tlp=\\\"4278.1,416\\\",\\n\\t\\tpos=\\\"e,3880.2,363.51 4260.8,452.35 4254.5,433.26 4243.7,404.65 4234.4,398 4207,378.43 3993.4,367.88 3890.4,363.9\\\"];\\n\\tn510 -> n550\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"6124.1,416\\\",\\n\\t\\tpos=\\\"e,6349.6,374.34 5791.6,457.75 5797,455.48 5802.8,453.39 5808.4,452 5913.9,425.77 5950.6,472.36 6052.4,434 6077.2,424.64 6075.2,407.42 \\\\\\n6100,398 6195.2,361.84 6228.6,400.25 6328.4,380 6332.2,379.23 6336.1,378.26 6340,377.19\\\"];\\n\\tn512 -> n552\\t [color=red,\\n\\t\\tlabel=\\\"0 float32\\\",\\n\\t\\tlp=\\\"3447.1,416\\\",\\n\\t\\tpos=\\\"e,3353.1,376.73 3448.3,454.72 3431.6,439.88 3405.1,416.87 3381.4,398 3375,392.92 3368,387.63 3361.3,382.71\\\"];\\n\\tn554\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"3762.4,470\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn514 -> n554\\t [label=fscalar,\\n\\t\\tlp=\\\"3323,524\\\",\\n\\t\\tpos=\\\"e,3740.8,481.27 3275.2,559.76 3278.9,542.72 3287.1,518.14 3305.1,506 3343.4,480.09 3676.3,498.49 3721.4,488 3724.6,487.24 3728,486.23 \\\\\\n3731.2,485.07\\\"];\\n\\tn514 -> n556\\t [label=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"3763.3,524\\\",\\n\\t\\tpos=\\\"e,4755,474.54 3308,566.77 3317.8,564.11 3328.4,561.59 3338.4,560 3416.6,547.51 3620.3,570.02 3694.4,542 3718.4,532.92 3715.4,514.72 \\\\\\n3739.6,506 3786.2,489.18 4581.9,491.36 4631.4,488 4670,485.37 4713.8,480.07 4744.9,475.9\\\"];\\n\\tn514 -> n596\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"1698.3,470\\\",\\n\\t\\tpos=\\\"e,1486.2,371.74 3232.9,569.25 3215.6,565.78 3195.1,562.12 3176.4,560 2977.5,537.5 2925.8,558.64 2726.4,542 2600,531.46 2569.8,515.5 \\\\\\n2443.4,506 2400.8,502.8 1713.2,506.2 1674.6,488 1655.4,478.98 1660.2,464.88 1643.4,452 1597.3,416.7 1535.2,390.07 1495.7,375.25\\\"];\\n\\tn516 -> n584\\t [label=\\\"10 float32\\\",\\n\\t\\tlp=\\\"3608.6,416\\\",\\n\\t\\tpos=\\\"e,3790.9,365.17 3574.7,452.34 3570.7,436.2 3568.1,412.67 3581,398 3594,383.19 3710.1,371.68 3780.8,365.97\\\"];\\n\\tn518 -> n586\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"4611.1,416\\\",\\n\\t\\tpos=\\\"e,4615.5,373.63 4584.4,452.15 4580.4,436.74 4577.4,414.44 4587,398 4591.7,389.97 4598.9,383.58 4606.8,378.56\\\"];\\n\\tn520 -> n584\\t [label=\\\"9 float32\\\",\\n\\t\\tlp=\\\"3674.1,416\\\",\\n\\t\\tpos=\\\"e,3790.5,364.34 3645.9,452.52 3641.2,436.5 3637.6,413.05 3650,398 3666.3,378.22 3731.9,369.17 3780.4,365.13\\\"];\\n\\tn522 -> n558\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"5724.1,416\\\",\\n\\t\\tpos=\\\"e,5980.3,372.89 5545.1,457.55 5578.6,440.67 5642.1,411.13 5700,398 5807.9,373.51 5839.2,398.24 5948.4,380 5955.6,378.8 5963.1,377.17 \\\\\\n5970.5,375.39\\\"];\\n\\tn524 -> n584\\t [label=\\\"7 float32\\\",\\n\\t\\tlp=\\\"4206.1,416\\\",\\n\\t\\tpos=\\\"e,3880,364.46 4188.7,452.04 4182.3,432.98 4171.5,404.7 4162.4,398 4140.9,382.3 3977.4,370.38 3890,365.06\\\"];\\n\\tn526 -> n560\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"5880.1,416\\\",\\n\\t\\tpos=\\\"e,6094.3,373.91 5627.7,458.15 5633.1,455.86 5638.9,453.65 5644.4,452 5689.7,438.38 5703.5,445.61 5749.4,434 5797.9,421.74 5807,408.17 \\\\\\n5856,398 5949.6,378.56 5976.5,398.28 6070.4,380 6075,379.09 6079.9,377.94 6084.7,376.67\\\"];\\n\\tn528 -> n584\\t [label=\\\"5 float32\\\",\\n\\t\\tlp=\\\"4062.1,416\\\",\\n\\t\\tpos=\\\"e,3879.4,365.89 4044.8,452.19 4038.6,433.26 4028.2,405.09 4019.4,398 3999.7,382.15 3936.3,372.29 3889.4,366.98\\\"];\\n\\tn530 -> n562\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"4965.1,416\\\",\\n\\t\\tpos=\\\"e,4948.3,379.66 4940.8,451.98 4938.5,437.26 4936.7,416.01 4941,398 4941.7,394.96 4942.8,391.89 4944,388.88\\\"];\\n\\tn532 -> n584\\t [label=\\\"3 float32\\\",\\n\\t\\tlp=\\\"4134.1,416\\\",\\n\\t\\tpos=\\\"e,3880.4,363.2 4116.7,452.1 4110.2,433.08 4099.4,404.84 4090.4,398 4059.8,374.93 3955.9,366.61 3890.6,363.64\\\"];\\n\\tn534 -> n564\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"6196.1,416\\\",\\n\\t\\tpos=\\\"e,6457.6,374.39 5873.6,457.73 5879,455.46 5884.8,453.38 5890.4,452 5946.4,438.2 6099.9,463.65 6149.4,434 6165.6,424.29 6155.8,407.7 \\\\\\n6172,398 6222.5,367.77 6378.6,391.4 6436.4,380 6440.2,379.25 6444.1,378.3 6448,377.24\\\"];\\n\\tn537\\t [dtype=fmatrix,\\n\\t\\tfillcolor=dodgerblue,\\n\\t\\theight=0.5,\\n\\t\\tlabel=fmatrix,\\n\\t\\tnode_type=output,\\n\\t\\tpos=\\\"710.38,190\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.79454];\\n\\tn536 -> n537\\t [label=fmatrix,\\n\\t\\tlp=\\\"730.98,233\\\",\\n\\t\\tpos=\\\"e,710.38,208.21 710.38,257.76 710.38,246.36 710.38,231.43 710.38,218.49\\\"];\\n\\tn568\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5928.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn538 -> n568\\t [label=fscalar,\\n\\t\\tlp=\\\"5914,319\\\",\\n\\t\\tpos=\\\"e,5911.5,290.09 5892.1,343.8 5891.5,334.03 5892.1,321.99 5896.1,312 5898.1,306.97 5901.2,302.18 5904.6,297.84\\\"];\\n\\tn538 -> n570\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"5223.3,319\\\",\\n\\t\\tpos=\\\"e,4628.4,279.01 5849.2,360.15 5738.5,355.49 5444.5,342.49 5199.6,326 4988.7,311.8 4736.7,289.04 4638.5,279.94\\\"];\\n\\tn612\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"2206.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn540 -> n612\\t [color=red,\\n\\t\\tlabel=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"2194.3,319\\\",\\n\\t\\tpos=\\\"e,2191.8,293.48 1879,356.36 1902,352.52 1933.5,347.51 1961.4,344 2044.7,333.51 2072.3,359.29 2149.4,326 2162.5,320.32 2174.8,310.42 \\\\\\n2184.6,300.93\\\"];\\n\\tn572\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6256.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn542 -> n572\\t [label=fscalar,\\n\\t\\tlp=\\\"6284,319\\\",\\n\\t\\tpos=\\\"e,6259.7,294.08 6270,343.71 6268.7,338.05 6267.3,331.77 6266.1,326 6264.6,318.91 6263,311.23 6261.6,304.07\\\"];\\n\\tn542 -> n574\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"5992.3,319\\\",\\n\\t\\tpos=\\\"e,5750.2,279.18 6234.7,353.25 6218.5,349.95 6199.6,346.41 6182.4,344 6087.9,330.83 6061.4,347.86 5968.6,326 5952.2,322.14 5949.6,\\\\\\n316.53 5933.4,312 5874.3,295.51 5803.9,285.48 5760.2,280.33\\\"];\\n\\tn544 -> n612\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"2460.3,319\\\",\\n\\t\\tpos=\\\"e,2244.4,285.98 2838.6,358.56 2800.8,354.75 2737.7,348.57 2683.4,344 2573.8,334.79 2545.4,341.71 2436.6,326 2372.8,316.8 2300.4,\\\\\\n300 2254.1,288.44\\\"];\\n\\tn576\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5641.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn546 -> n576\\t [label=fscalar,\\n\\t\\tlp=\\\"5346,319\\\",\\n\\t\\tpos=\\\"e,5621,287.94 5135.9,352.03 5181.1,340.42 5259.6,321.62 5328.1,312 5450.4,294.82 5486.2,326.26 5605.4,294 5607.5,293.42 5609.7,292.71 \\\\\\n5611.8,291.91\\\"];\\n\\tn546 -> n578\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"4855.3,319\\\",\\n\\t\\tpos=\\\"e,4355.5,278.43 5059.6,352.85 5045.2,349.69 5028.6,346.36 5013.4,344 4933.1,331.57 4912.1,336.51 4831.6,326 4793.1,320.97 4783.9,\\\\\\n316.76 4745.4,312 4672.7,303.01 4457.4,286.19 4365.6,279.19\\\"];\\n\\tn548 -> n612\\t [label=\\\"2 fscalar\\\",\\n\\t\\tlp=\\\"2267.3,319\\\",\\n\\t\\tpos=\\\"e,2214.8,293.94 2510.1,354.5 2493.9,350.84 2473.6,346.68 2455.4,344 2408.6,337.15 2284.8,348.98 2243.6,326 2233.9,320.63 2226.1,\\\\\\n311.6 2220.1,302.68\\\"];\\n\\tn580\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6410.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn550 -> n580\\t [label=fscalar,\\n\\t\\tlp=\\\"6416,319\\\",\\n\\t\\tpos=\\\"e,6404.6,293.62 6388.3,343.76 6392.2,331.97 6397.2,316.42 6401.5,303.19\\\"];\\n\\tn550 -> n582\\t [label=\\\"1 fscalar\\\",\\n\\t\\tlp=\\\"6366.3,319\\\",\\n\\t\\tpos=\\\"e,6333.9,294.07 6359.9,346.19 6353.3,340.54 6346.8,333.65 6342.6,326 6338.9,319.4 6336.6,311.62 6335.3,304.19\\\"];\\n\\tn552 -> n612\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"3103.3,319\\\",\\n\\t\\tpos=\\\"e,2251.4,276.55 3301.4,354.15 3285.9,350.5 3266.8,346.44 3249.4,344 2874.3,291.4 2417.6,279.37 2261.6,276.72\\\"];\\n\\tn554 -> n584\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"3787.1,416\\\",\\n\\t\\tpos=\\\"e,3797.3,371.91 3757.6,451.98 3754.6,436.47 3752.9,414.11 3763,398 3768.9,388.52 3778.2,381.46 3788.1,376.22\\\"];\\n\\tn556 -> n606\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"4807.1,416\\\",\\n\\t\\tpos=\\\"e,4811.5,373.63 4780.4,452.15 4776.4,436.74 4773.4,414.44 4783,398 4787.7,389.97 4794.9,383.58 4802.8,378.56\\\"];\\n\\tn588\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6026.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn558 -> n588\\t [label=float32,\\n\\t\\tlp=\\\"6040.8,319\\\",\\n\\t\\tpos=\\\"e,6024.3,294.21 6018.5,343.76 6019.8,332.36 6021.6,317.43 6023.1,304.49\\\"];\\n\\tn558 -> n598\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"5231.3,276\\\",\\n\\t\\tpos=\\\"e,4628.4,196.55 5980.3,351.02 5970.1,348.3 5958.9,345.68 5948.4,344 5813.4,322.4 5777.8,335.03 5641.4,326 5448.5,313.23 5399.5,317.35 \\\\\\n5207.6,294 4992.2,267.79 4737,218.36 4638.2,198.54\\\"];\\n\\tn590\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6137.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn560 -> n590\\t [label=float32,\\n\\t\\tlp=\\\"6152.8,319\\\",\\n\\t\\tpos=\\\"e,6135.5,294.21 6130.3,343.76 6131.5,332.36 6133,317.43 6134.4,304.49\\\"];\\n\\tn560 -> n600\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"5437.3,276\\\",\\n\\t\\tpos=\\\"e,5071.7,200.05 6094.4,350.04 6086.6,347.7 6078.3,345.5 6070.4,344 5998.5,330.29 5485.6,306.74 5413.6,294 5289.8,272.12 5147.8,226.15 \\\\\\n5081.4,203.37\\\"];\\n\\tn592\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5569.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn562 -> n592\\t [label=float32,\\n\\t\\tlp=\\\"4979.8,319\\\",\\n\\t\\tpos=\\\"e,5549,288.07 4954.2,343.9 4952.4,333.18 4952.4,320.14 4960.5,312 4982.9,289.38 5502.5,301.8 5533.4,294 5535.4,293.5 5537.4,292.88 \\\\\\n5539.3,292.17\\\"];\\n\\tn562 -> n602\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"4258.3,276\\\",\\n\\t\\tpos=\\\"e,4234,207.69 4925.1,350.15 4917,347.77 4908.5,345.53 4900.4,344 4889.2,341.88 4501.8,312.85 4490.4,312 4462,309.89 4254,314.84 \\\\\\n4234.6,294 4215.7,273.72 4222.2,240.49 4230.5,217.06\\\"];\\n\\tn594\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"6608.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn564 -> n594\\t [label=float32,\\n\\t\\tlp=\\\"6575.8,319\\\",\\n\\t\\tpos=\\\"e,6590.1,289.35 6512.3,346.03 6532,331.68 6560.9,310.59 6581.9,295.3\\\"];\\n\\tn564 -> n604\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"6497.3,276\\\",\\n\\t\\tpos=\\\"e,5593.8,190.57 6488.4,343.69 6484.8,319.56 6474.6,277.84 6446.4,258 6416.5,237.01 6153.7,249.36 6118.4,240 6104.9,236.43 6103.8,\\\\\\n229.65 6090.4,226 5999.1,201.18 5714.4,193.04 5603.9,190.77\\\"];\\n\\tn566 -> n596\\t [color=red,\\n\\t\\tlabel=\\\"0 float32\\\",\\n\\t\\tlp=\\\"1389.1,416\\\",\\n\\t\\tpos=\\\"e,1425.9,369.67 1315.7,452.69 1326.1,436.58 1343.5,412.86 1364,398 1379.5,386.74 1399,378.5 1416.2,372.76\\\"];\\n\\tn568 -> n618\\t [label=\\\"11 float32\\\",\\n\\t\\tlp=\\\"6013.3,233\\\",\\n\\t\\tpos=\\\"e,6047.4,200.03 5943.1,260.28 5954,249.44 5969.6,235.37 5985.5,226 6001.6,216.54 6020.5,208.93 6037.6,203.19\\\"];\\n\\tn570 -> n598\\t [color=red,\\n\\t\\tlabel=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"4620.3,233\\\",\\n\\t\\tpos=\\\"e,4596.4,208.21 4596.4,257.76 4596.4,246.36 4596.4,231.43 4596.4,218.49\\\"];\\n\\tn572 -> n618\\t [label=\\\"8 float32\\\",\\n\\t\\tlp=\\\"6255.1,233\\\",\\n\\t\\tpos=\\\"e,6128.5,195.18 6246.2,258.83 6238.9,247.92 6228.2,234.33 6215.4,226 6192.4,211.06 6163.3,202.26 6138.5,197.11\\\"];\\n\\tn574 -> n600\\t [color=red,\\n\\t\\tlabel=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"5478.3,233\\\",\\n\\t\\tpos=\\\"e,5077.5,192.08 5694.1,263.78 5688.7,261.51 5683,259.41 5677.4,258 5581.1,233.7 5551.4,262.15 5454.6,240 5437.8,236.15 5435.2,229.97 \\\\\\n5418.4,226 5356.6,211.38 5172.8,198.23 5087.6,192.73\\\"];\\n\\tn576 -> n618\\t [label=\\\"6 float32\\\",\\n\\t\\tlp=\\\"5937.1,233\\\",\\n\\t\\tpos=\\\"e,6044.9,198.02 5661.8,264.19 5666.8,261.78 5672.1,259.52 5677.4,258 5754.2,235.75 5777.6,253.63 5856.4,240 5881.9,235.58 5887.7,\\\\\\n231.76 5913,226 5954,216.66 6000.6,206.97 6035.1,200\\\"];\\n\\tn578 -> n602\\t [color=red,\\n\\t\\tlabel=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"4283.3,233\\\",\\n\\t\\tpos=\\\"e,4245.3,208.23 4296.4,266.1 4283.7,260.23 4269.3,251.63 4259.6,240 4254.3,233.72 4250.7,225.76 4248.1,218.06\\\"];\\n\\tn580 -> n618\\t [label=\\\"4 float32\\\",\\n\\t\\tlp=\\\"6354.1,233\\\",\\n\\t\\tpos=\\\"e,6128.3,195.8 6388.9,264.7 6384.2,262.37 6379.1,260.02 6374.4,258 6334.9,241.27 6324.8,236.98 6283.4,226 6234.9,213.16 6178.6,203.4 \\\\\\n6138.4,197.31\\\"];\\n\\tn582 -> n604\\t [color=red,\\n\\t\\tlabel=\\\"0 fscalar\\\",\\n\\t\\tlp=\\\"5603.3,233\\\",\\n\\t\\tpos=\\\"e,5561.7,208.37 6309.6,263.73 6304.1,261.4 6298.1,259.29 6292.4,258 6253.7,249.38 5612.1,262.57 5579.6,240 5572.2,234.86 5567.5,\\\\\\n226.51 5564.5,218.1\\\"];\\n\\tn585\\t [dtype=fvector,\\n\\t\\tfillcolor=dodgerblue,\\n\\t\\theight=0.5,\\n\\t\\tlabel=fvector,\\n\\t\\tnode_type=output,\\n\\t\\tpos=\\\"3835.4,276\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.7728];\\n\\tn584 -> n585\\t [label=fvector,\\n\\t\\tlp=\\\"3855.2,319\\\",\\n\\t\\tpos=\\\"e,3835.4,294.21 3835.4,343.76 3835.4,332.36 3835.4,317.43 3835.4,304.49\\\"];\\n\\tn608\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4858.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn586 -> n608\\t [label=float32,\\n\\t\\tlp=\\\"4725.8,319\\\",\\n\\t\\tpos=\\\"e,4831.5,278.35 4665.4,344.75 4675.9,333.8 4690.8,320.2 4706.5,312 4742.9,293.04 4789.3,283.92 4821.2,279.63\\\"];\\n\\tn586 -> n610\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"4433.3,319\\\",\\n\\t\\tpos=\\\"e,3984.9,280.07 4608.4,355.52 4523.1,342.38 4336.5,313.67 4322.4,312 4228.5,300.87 4204.5,303.32 4110.4,294 4071.4,290.14 4027.1,\\\\\\n285.07 3995.2,281.29\\\"];\\n\\tn588 -> n618\\t [label=\\\"9 float32\\\",\\n\\t\\tlp=\\\"6078.1,233\\\",\\n\\t\\tpos=\\\"e,6069.3,206.97 6034.7,258.8 6039.8,248.9 6046.7,236.4 6054,226 6056.6,222.23 6059.6,218.4 6062.6,214.72\\\"];\\n\\tn590 -> n618\\t [label=\\\"7 float32\\\",\\n\\t\\tlp=\\\"6139.1,233\\\",\\n\\t\\tpos=\\\"e,6096,207.55 6127.1,259.01 6119.7,246.8 6109.6,230.12 6101.2,216.21\\\"];\\n\\tn592 -> n618\\t [label=\\\"5 float32\\\",\\n\\t\\tlp=\\\"5827.1,233\\\",\\n\\t\\tpos=\\\"e,6040.9,192.88 5589.8,264.19 5594.8,261.78 5600.1,259.52 5605.4,258 5682.2,235.75 5709.9,269.11 5784.4,240 5794,236.23 5793.4,229.9 \\\\\\n5803,226 5843.1,209.69 5960.8,198.83 6030.9,193.61\\\"];\\n\\tn594 -> n618\\t [label=\\\"3 float32\\\",\\n\\t\\tlp=\\\"6514.1,233\\\",\\n\\t\\tpos=\\\"e,6130.4,191.93 6586.1,265.3 6579.8,262.61 6572.9,259.94 6566.4,258 6416.3,213.46 6231,197.76 6140.5,192.49\\\"];\\n\\tn596 -> n612\\t [label=\\\"4 fscalar\\\",\\n\\t\\tlp=\\\"1900.3,319\\\",\\n\\t\\tpos=\\\"e,2162.9,281 1491,358.14 1609.4,344.54 2007.7,298.81 2152.9,282.14\\\"];\\n\\tn620\\t [apply_op=Elemwise,\\n\\t\\tfillcolor=\\\"#FFAABB\\\",\\n\\t\\theight=0.5,\\n\\t\\tlabel=Elemwise,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"4596.4,104\\\",\\n\\t\\tshape=ellipse,\\n\\t\\tstyle=filled,\\n\\t\\ttype=colored,\\n\\t\\twidth=1.2494];\\n\\tn598 -> n620\\t [color=red,\\n\\t\\tlabel=\\\"0 fvector\\\",\\n\\t\\tlp=\\\"4621.5,147\\\",\\n\\t\\tpos=\\\"e,4596.4,122.21 4596.4,171.76 4596.4,160.36 4596.4,145.43 4596.4,132.49\\\"];\\n\\tn600 -> n620\\t [label=\\\"1 fvector\\\",\\n\\t\\tlp=\\\"4871.5,147\\\",\\n\\t\\tpos=\\\"e,4637.1,111.83 5011.2,183.82 4934.4,169.04 4739.8,131.6 4647.1,113.75\\\"];\\n\\tn602 -> n620\\t [label=\\\"2 fvector\\\",\\n\\t\\tlp=\\\"4465.5,147\\\",\\n\\t\\tpos=\\\"e,4557.8,113.37 4273.5,182.44 4335.3,167.43 4473.9,133.75 4547.8,115.8\\\"];\\n\\tn604 -> n620\\t [label=\\\"3 fvector\\\",\\n\\t\\tlp=\\\"5160.5,147\\\",\\n\\t\\tpos=\\\"e,4640.4,107.93 5525.7,186.99 5382.9,174.24 4827.1,124.6 4650.5,108.84\\\"];\\n\\tn614\\t [apply_op=Sum,\\n\\t\\theight=0.5,\\n\\t\\tlabel=Sum,\\n\\t\\tnode_type=apply,\\n\\t\\tpos=\\\"5497.4,276\\\",\\n\\t\\tshape=ellipse,\\n\\t\\twidth=0.75];\\n\\tn606 -> n614\\t [label=fmatrix,\\n\\t\\tlp=\\\"4928,319\\\",\\n\\t\\tpos=\\\"e,5475.8,287.31 4861.8,344.66 4873.3,333.07 4890.1,318.74 4908.2,312 5022.4,269.45 5337.5,320.99 5456.4,294 5459.6,293.26 5463,292.26 \\\\\\n5466.2,291.11\\\"];\\n\\tn606 -> n616\\t [label=\\\"3 fscalar\\\",\\n\\t\\tlp=\\\"4193.3,276\\\",\\n\\t\\tpos=\\\"e,2242.9,190.23 4803.6,356.11 4775.4,352.35 4737.7,347.54 4704.4,344 4610.8,334.08 4584.6,349.17 4493.4,326 4478.3,322.18 4476.5,\\\\\\n315.64 4461.4,312 4335.1,281.49 4297.8,314.94 4169.6,294 4108.6,284.05 4096.4,267.21 4035.4,258 3676.1,203.82 2497.9,192.16 2253.2,\\\\\\n190.3\\\"];\\n\\tn608 -> n618\\t [label=\\\"10 float32\\\",\\n\\t\\tlp=\\\"5676.6,233\\\",\\n\\t\\tpos=\\\"e,6040.4,190.94 4884.8,270.98 4908.4,266.71 4944.1,260.83 4975.4,258 5047.6,251.48 5558.2,261.5 5627.4,240 5638.3,236.6 5638.2,229.69 \\\\\\n5649,226 5718.1,202.43 5929.3,193.96 6030.4,191.2\\\"];\\n\\tn610 -> n616\\t [color=red,\\n\\t\\tlabel=\\\"0 fmatrix\\\",\\n\\t\\tlp=\\\"2369.2,233\\\",\\n\\t\\tpos=\\\"e,2233.6,202.29 3920.9,267.46 3906.3,263.8 3888.6,259.92 3872.4,258 3703.7,238.02 2510.7,270.89 2343.7,240 2308.1,233.43 2269.7,\\\\\\n218.38 2242.9,206.5\\\"];\\n\\tn613\\t [dtype=fmatrix,\\n\\t\\tfillcolor=dodgerblue,\\n\\t\\theight=0.5,\\n\\t\\tlabel=fmatrix,\\n\\t\\tnode_type=output,\\n\\t\\tpos=\\\"1065.4,190\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.79454];\\n\\tn612 -> n613\\t [label=fmatrix,\\n\\t\\tlp=\\\"1724,233\\\",\\n\\t\\tpos=\\\"e,1094.1,192.17 2162,272.66 1978.1,258.8 1277.6,205.99 1104.3,192.93\\\"];\\n\\tn614 -> n618\\t [label=\\\"2 float32\\\",\\n\\t\\tlp=\\\"5755.1,233\\\",\\n\\t\\tpos=\\\"e,6040.5,191.93 5517.8,264.2 5522.8,261.79 5528.1,259.52 5533.4,258 5608.9,236.06 5635.2,266.1 5709.4,240 5720.2,236.2 5720.2,229.8 \\\\\\n5731,226 5784.8,207.08 5945.1,196.73 6030.5,192.43\\\"];\\n\\tn616 -> n620\\t [label=\\\"4 fvector\\\",\\n\\t\\tlp=\\\"3569.5,147\\\",\\n\\t\\tpos=\\\"e,4551.2,105.63 2242.6,188.77 2506,179.28 4210.4,117.9 4540.9,106\\\"];\\n\\tn619\\t [dtype=fvector,\\n\\t\\tfillcolor=dodgerblue,\\n\\t\\theight=0.5,\\n\\t\\tlabel=fvector,\\n\\t\\tnode_type=output,\\n\\t\\tpos=\\\"6085.4,104\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.7728];\\n\\tn618 -> n619\\t [label=fvector,\\n\\t\\tlp=\\\"6105.2,147\\\",\\n\\t\\tpos=\\\"e,6085.4,122.21 6085.4,171.76 6085.4,160.36 6085.4,145.43 6085.4,132.49\\\"];\\n\\tn621\\t [dtype=fmatrix,\\n\\t\\tfillcolor=dodgerblue,\\n\\t\\theight=0.5,\\n\\t\\tlabel=fmatrix,\\n\\t\\tnode_type=output,\\n\\t\\tpos=\\\"4596.4,18\\\",\\n\\t\\tshape=box,\\n\\t\\tstyle=filled,\\n\\t\\twidth=0.79454];\\n\\tn620 -> n621\\t [label=fmatrix,\\n\\t\\tlp=\\\"4617,61\\\",\\n\\t\\tpos=\\\"e,4596.4,36.212 4596.4,85.762 4596.4,74.36 4596.4,59.434 4596.4,46.494\\\"];\\n}\\n\");\n",
       "\t\t// Frontend graph for visualization\n",
       "\t\tvar graph = {};\n",
       "\t\t\n",
       "\t\tvar forceLayout;\n",
       "\t\tvar isProfiled = false; // true if profiling information available\n",
       "\t\tvar useProfileColors = false;\n",
       "\t\tvar fixOnInit = true; // fix nodes on initialization\n",
       "\t\tvar maxProfilePer = 0;\n",
       "\t\tvar profileColors = [\"#fff5f0\",\"#fee0d2\",\"#fcbba1\",\"#fc9272\",\"#fb6a4a\",\"#ef3b2c\",\"#cb181d\",\"#a50f15\"];\n",
       "\t\tvar pad = 10;\n",
       "\t\tvar isEditNode = false; // true if node is edited\n",
       "\t\tvar menuItems = [\n",
       "\t\t\t{\n",
       "\t\t\t\ttitle: 'Edit',\n",
       "\t\t\t\taction: function(elm, d, i) { editNode(elm, d); }\n",
       "\t\t\t},\n",
       "\t\t\t{\n",
       "\t\t\t\ttitle: 'Release',\n",
       "\t\t\t\taction: function(elm, d, i) { releaseNode(d); }\n",
       "\t\t\t}\n",
       "\t\t];\n",
       "\n",
       "\t\t// Create main panel\n",
       "\t\td3.select('body').select('svg').remove();\n",
       "\t\tvar svg = d3.select('body').append('svg')\n",
       "\t\t\t.attr('width', '100%')\n",
       "\t\t\t.attr('height', '95%');\n",
       "\t\tvar pane = svg.append('g');\n",
       "\t\t\n",
       "\t\t// Zoom behaviour\n",
       "\t\tvar zoom = d3.behavior.zoom()\n",
       "\t\t\t.scaleExtent([0.2, 8])\n",
       "\t\t\t.on('zoom', function(d) {\n",
       "\t\t\t\tvar trans = d3.event.translate;\n",
       "\t\t\t\ttrans[0] += 300;\n",
       "\t\t\t\ttrans[1] += 100;\n",
       "\t\t\t\tpane.attr('transform', 'translate(' + trans + ') scale(' + d3.event.scale + ')');\n",
       "\t\t\t});\n",
       "\t\tsvg.call(zoom);\n",
       "\t\tzoom.event(svg);\n",
       "\t\tsvg.on(\"dblclick.zoom\", null);\n",
       "\t\t\n",
       "\t\t// Edges\n",
       "\t\tvar edgeDiv = d3.select('body').append('div')\n",
       "\t\t\t.attr('class', 'edgeTooltip')\n",
       "\t\t\t.style('opacity', 0.0);\n",
       "\t\t\n",
       "\t\t// Div for node details\t\n",
       "\t\tvar nodeInfo = d3.select('body').append('div')\n",
       "\t\t\t.attr('class', 'nodeInfo')\n",
       "\t\t\t.style('opacity', 0.0);\n",
       "\t\t\n",
       "\t\t// Definition head of edges\n",
       "\t\tvar markerData = [\n",
       "\t\t\t{'id': 'n', 'color': 'black'},\n",
       "\t\t\t{'id': 'r', 'color': 'red'},\n",
       "\t\t\t{'id': 'b', 'color': 'dodgerblue'}];\n",
       "\t\tsvg.append(\"defs\").selectAll('marker').data(markerData).enter().append(\"marker\")\n",
       "\t\t    .attr(\"id\", function(d) { return 'edgeArrow_' + d.id;})\n",
       "\t\t    .attr(\"markerWidth\", 4)\n",
       "\t\t    .attr(\"markerHeight\", 4)\n",
       "\t\t    .attr(\"refX\", 2)\n",
       "\t\t    .attr(\"refY\", 2)\n",
       "\t\t    .attr(\"orient\", \"auto\")\n",
       "\t\t  \t.append(\"path\")\n",
       "\t\t    .attr(\"d\", \"M0,0 L4,2 L0,4 Z\")\n",
       "\t\t    .attr('fill', function(d) { return d.color;});\n",
       "\t\n",
       "\t\t// Initialize graph\n",
       "\t\tprocessDotGraph(dotGraph);\t\t\n",
       "\t\tgraph = frontEndGraph(dotGraph);\n",
       "\t\tdrawGraph();\n",
       "\t</script>\n",
       "</body>\n",
       "</html>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 121,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "HTML(\"./train_step.html\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x113e225c0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BfcD6xTRSkjQ+IwV/khVJdgIHgW1V9Wj30keS7Epye5JVXe1c4OmhzQ90NUnSMjDqiP9I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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x113724780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(env.render('rgb_array'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Basic agent setup\n",
    "Here we define a simple agent that maps game images into Qvalues using shallow neural network.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import lasagne\n",
    "from lasagne.layers import InputLayer,DenseLayer\n",
    "\n",
    "\n",
    "inp = InputLayer((None,len(env.reset())),)\n",
    "h1 = DenseLayer(inp,50,nonlinearity= lambda x: 1./(1.+2.7182**-x),name=\"h1\")\n",
    "h2 = DenseLayer(h1,50, nonlinearity= lasagne.nonlinearities.sigmoid,name=\"h2\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#a layer that predicts Qvalues\n",
    "qvalues_layer = DenseLayer(h2,env.action_space.n,nonlinearity=lambda x:x,name='q')\n",
    "\n",
    "#To pick actions, we use an epsilon-greedy resolver (epsilon is a property)\n",
    "from agentnet.resolver import EpsilonGreedyResolver\n",
    "action_layer = EpsilonGreedyResolver(qvalues_layer)\n",
    "\n",
    "action_layer.epsilon.set_value(np.float32(0.05))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Finally, agent\n",
    "We declare that this network is and MDP agent with such and such inputs, states and outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from agentnet.agent import Agent\n",
    "#all together\n",
    "agent = Agent(observation_layers=inp,\n",
    "              policy_estimators=qvalues_layer,\n",
    "              action_layers=action_layer)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[h1.W, h1.b, h2.W, h2.b, q.W, q.b]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Since it's a single lasagne network, one can get it's weights, output, etc\n",
    "weights = lasagne.layers.get_all_params(action_layer,trainable=True)\n",
    "weights"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create and manage a pool of atari sessions to play with\n",
    "\n",
    "* To make training more stable, we shall have an entire batch of game sessions each happening independent of others\n",
    "* Why several parallel agents help training: http://arxiv.org/pdf/1602.01783v1.pdf\n",
    "* Alternative approach: store more sessions: https://www.cs.toronto.edu/~vmnih/docs/dqn.pdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "action_layer.epsilon.set_value(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 11:58:34,503] Making new env: CartPole-v0\n"
     ]
    }
   ],
   "source": [
    "from agentnet.experiments.openai_gym.pool import EnvPool\n",
    "\n",
    "pool = EnvPool(agent,GAME, N_AGENTS,max_size=10000)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['stop' 'left' 'left' 'left' 'stop' 'stop' 'stop']]\n",
      "[[ 1.  1.  1.  1.  1.  1.  0.]]\n",
      "CPU times: user 10.1 ms, sys: 5.59 ms, total: 15.7 ms\n",
      "Wall time: 11.2 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "#interact for 7 ticks\n",
    "_,action_log,reward_log,_,_,_  = pool.interact(7)\n",
    "\n",
    "\n",
    "print(action_names[action_log])\n",
    "print(reward_log)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#load first sessions (this function calls interact and remembers sessions)\n",
    "pool.update(SEQ_LENGTH,append=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#pool.experience_replay.observations[0].get_value()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1, 0, 1, 1, 0, 1, 1, 1, 0, 1]], dtype=int32)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pool.experience_replay.actions[0].get_value()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Q-learning\n",
    "* An agent has a method that produces symbolic environment interaction sessions\n",
    "* Such sessions are in sequences of observations, agent memory, actions, q-values,etc\n",
    "  * one has to pre-define maximum session length.\n",
    "\n",
    "* SessionPool also stores rewards (Q-learning objective)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/alexajax/anaconda3/lib/python3.5/site-packages/agentnet/agent/mdp_agent.py:142: UserWarning: optimize_experience_replay is deprecated and will be removed in 1.0.2. Use experience_replay parameter.\n",
      "  warn(\"optimize_experience_replay is deprecated and will be removed in 1.0.2. Use experience_replay parameter.\")\n"
     ]
    }
   ],
   "source": [
    "#get agent's Qvalues obtained via experience replay\n",
    "replay = pool.experience_replay.sample_session_batch(100,replace=True)\n",
    "\n",
    "_,_,_,_,qvalues_seq = agent.get_sessions(\n",
    "    replay,\n",
    "    session_length=SEQ_LENGTH,\n",
    "    optimize_experience_replay=True,\n",
    ")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.02037258, -0.0174741 , -0.01458271, -0.01171049, -0.01362546,\n",
       "        -0.01068456, -0.02714266, -0.02435617, -0.02155882],\n",
       "       [-0.01875621, -0.01595514, -0.01316381, -0.01525919, -0.01739132,\n",
       "        -0.01443514, -0.01150815, -0.01333672, -0.0103538 ],\n",
       "       [-0.0277649 , -0.03054962, -0.02786106, -0.02515127, -0.02242419,\n",
       "        -0.01968434, -0.01693809, -0.01419264, -0.01145744],\n",
       "       [-0.01347649, -0.01064287, -0.01249374, -0.00958401, -0.00672869,\n",
       "        -0.02639769, -0.02374883, -0.02654316, -0.02387926]], dtype=float32)"
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "qvalues_seq[:,1:].max(axis=-1).eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#get reference Qvalues according to Qlearning algorithm\n",
    "from agentnet.learning import qlearning\n",
    "\n",
    "#crop rewards to [-1,+1] to avoid explosion.\n",
    "#import theano.tensor as T\n",
    "#rewards = T.maximum(-1,T.minimum(rewards,1))\n",
    "\n",
    "#loss for Qlearning = (Q(s,a) - (r+gamma*Q(s',a_max)))^2\n",
    "\n",
    "elwise_mse_loss = qlearning.get_elementwise_objective(qvalues_seq,\n",
    "                                                      replay.actions[0],\n",
    "                                                      replay.rewards,\n",
    "                                                      replay.is_alive,\n",
    "                                                      gamma_or_gammas=0.99,)\n",
    "\n",
    "#compute mean over \"alive\" fragments\n",
    "loss = elwise_mse_loss.sum() / replay.is_alive.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Compute weight updates\n",
    "updates = lasagne.updates.sgd(loss,weights,learning_rate=0.01)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#compile train function\n",
    "import theano\n",
    "train_step = theano.function([],loss,updates=updates)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Demo run"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 12:16:15,270] Making new env: CartPole-v0\n",
      "[2017-01-06 12:16:15,288] Attempted to wrap env <CartPoleEnv instance> after .configure() was called. All wrappers must be applied before calling .configure()\n",
      "[2017-01-06 12:16:15,291] Clearing 4 monitor files from previous run (because force=True was provided)\n",
      "[2017-01-06 12:16:15,294] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.1.54912.video000000.mp4\n",
      "[2017-01-06 12:16:15,812] Finished writing results. You can upload them to the scoreboard via gym.upload('/Users/alexajax/Downloads/goto/records')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 10 timesteps with reward=10.0\n"
     ]
    }
   ],
   "source": [
    "#for MountainCar-v0 evaluation session is cropped to 200 ticks\n",
    "untrained_reward = pool.evaluate(save_path=\"./records\",record_video=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<video width=\"640\" height=\"480\" controls>\n",
       "  <source src=\"records/openaigym.video.0.54912.video000000.mp4\" type=\"video/mp4\">\n",
       "</video>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import HTML\n",
    "\n",
    "video_path=\"records/openaigym.video.0.54912.video000000.mp4\"\n",
    "\n",
    "HTML(\"\"\"\n",
    "<video width=\"640\" height=\"480\" controls>\n",
    "  <source src=\"{}\" type=\"video/mp4\">\n",
    "</video>\n",
    "\"\"\".format(video_path))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Training loop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#starting epoch\n",
    "epoch_counter = 1\n",
    "\n",
    "#full game rewards\n",
    "rewards = {epoch_counter:untrained_reward}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1000/1000 [00:06<00:00, 143.94it/s]\n"
     ]
    }
   ],
   "source": [
    "#pre-fill pool\n",
    "from tqdm import tqdm\n",
    "for i in tqdm(range(1000)):\n",
    "    pool.update(SEQ_LENGTH,append=True,)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1004, 10, 4)"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pool.experience_replay.observations[0].eval().shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  5%|▍         | 498/10000 [00:24<08:13, 19.26it/s][2017-01-06 12:18:48,838] Making new env: CartPole-v0\n",
      "[2017-01-06 12:18:48,852] Attempted to wrap env <CartPoleEnv instance> after .configure() was called. All wrappers must be applied before calling .configure()\n",
      "[2017-01-06 12:18:48,854] Clearing 2 monitor files from previous run (because force=True was provided)\n",
      "[2017-01-06 12:18:48,856] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.2.54912.video000000.mp4\n",
      "[2017-01-06 12:18:49,283] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.2.54912.video000001.mp4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 9 timesteps with reward=9.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 12:18:49,615] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.2.54912.video000008.mp4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 8 timesteps with reward=8.0\n",
      "Episode finished after 9 timesteps with reward=9.0\n",
      "Episode finished after 9 timesteps with reward=9.0\n",
      "Episode finished after 8 timesteps with reward=8.0\n",
      "Episode finished after 10 timesteps with reward=10.0\n",
      "Episode finished after 9 timesteps with reward=9.0\n",
      "Episode finished after 10 timesteps with reward=10.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 12:18:49,972] Finished writing results. You can upload them to the scoreboard via gym.upload('/Users/alexajax/Downloads/goto/records')\n",
      "  5%|▌         | 502/10000 [00:25<27:10,  5.83it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 10 timesteps with reward=10.0\n",
      "Episode finished after 9 timesteps with reward=9.0\n",
      "Current score(mean over 10) = 9.100\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 10%|▉         | 998/10000 [00:53<08:30, 17.63it/s][2017-01-06 12:19:17,881] Making new env: CartPole-v0\n",
      "[2017-01-06 12:19:17,897] Attempted to wrap env <CartPoleEnv instance> after .configure() was called. All wrappers must be applied before calling .configure()\n",
      "[2017-01-06 12:19:17,900] Clearing 8 monitor files from previous run (because force=True was provided)\n",
      "[2017-01-06 12:19:17,903] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.3.54912.video000000.mp4\n",
      "[2017-01-06 12:19:22,737] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.3.54912.video000001.mp4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 200 timesteps with reward=200.0\n",
      "Episode finished after 200 timesteps with reward=200.0\n",
      "Episode finished after 200 timesteps with reward=200.0\n",
      "Episode finished after 200 timesteps with reward=200.0\n",
      "Episode finished after 200 timesteps with reward=200.0\n",
      "Episode finished after 200 timesteps with reward=200.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 12:19:30,570] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.3.54912.video000008.mp4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 200 timesteps with reward=200.0\n",
      "Episode finished after 200 timesteps with reward=200.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "          \r",
      " 10%|▉         | 998/10000 [01:10<10:31, 14.25it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 200 timesteps with reward=200.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 12:19:35,528] Finished writing results. You can upload them to the scoreboard via gym.upload('/Users/alexajax/Downloads/goto/records')\n",
      " 10%|█         | 1002/10000 [01:10<4:46:44,  1.91s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 200 timesteps with reward=200.0\n",
      "Current score(mean over 10) = 200.000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 15%|█▍        | 1499/10000 [01:38<07:07, 19.88it/s][2017-01-06 12:20:02,811] Making new env: CartPole-v0\n",
      "[2017-01-06 12:20:02,829] Attempted to wrap env <CartPoleEnv instance> after .configure() was called. All wrappers must be applied before calling .configure()\n",
      "[2017-01-06 12:20:02,830] Clearing 8 monitor files from previous run (because force=True was provided)\n",
      "[2017-01-06 12:20:02,834] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.4.54912.video000000.mp4\n",
      "[2017-01-06 12:20:07,358] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.4.54912.video000001.mp4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 200 timesteps with reward=200.0\n",
      "Episode finished after 200 timesteps with reward=200.0\n",
      "Episode finished after 200 timesteps with reward=200.0\n",
      "Episode finished after 200 timesteps with reward=200.0\n",
      "Episode finished after 174 timesteps with reward=174.0\n",
      "Episode finished after 200 timesteps with reward=200.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 12:20:12,005] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.4.54912.video000008.mp4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 200 timesteps with reward=200.0\n",
      "Episode finished after 200 timesteps with reward=200.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 15%|█▍        | 1499/10000 [01:50<10:24, 13.62it/s][2017-01-06 12:20:15,990] Finished writing results. You can upload them to the scoreboard via gym.upload('/Users/alexajax/Downloads/goto/records')\n",
      " 15%|█▌        | 1500/10000 [01:51<9:27:22,  4.01s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 197 timesteps with reward=197.0\n",
      "Episode finished after 200 timesteps with reward=200.0\n",
      "Current score(mean over 10) = 197.100\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 20%|█▉        | 1999/10000 [02:18<07:24, 18.00it/s][2017-01-06 12:20:43,287] Making new env: CartPole-v0\n",
      "[2017-01-06 12:20:43,302] Attempted to wrap env <CartPoleEnv instance> after .configure() was called. All wrappers must be applied before calling .configure()\n",
      "[2017-01-06 12:20:43,304] Clearing 8 monitor files from previous run (because force=True was provided)\n",
      "[2017-01-06 12:20:43,307] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.5.54912.video000000.mp4\n",
      "[2017-01-06 12:20:46,802] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.5.54912.video000001.mp4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 120 timesteps with reward=120.0\n",
      "Episode finished after 140 timesteps with reward=140.0\n",
      "Episode finished after 124 timesteps with reward=124.0\n",
      "Episode finished after 112 timesteps with reward=112.0\n",
      "Episode finished after 139 timesteps with reward=139.0\n",
      "Episode finished after 123 timesteps with reward=123.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 12:20:50,184] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.5.54912.video000008.mp4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 120 timesteps with reward=120.0\n",
      "Episode finished after 132 timesteps with reward=132.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 12:20:53,046] Finished writing results. You can upload them to the scoreboard via gym.upload('/Users/alexajax/Downloads/goto/records')\n",
      " 20%|██        | 2001/10000 [02:28<3:22:30,  1.52s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 123 timesteps with reward=123.0\n",
      "Episode finished after 118 timesteps with reward=118.0\n",
      "Current score(mean over 10) = 125.100\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 25%|██▍       | 2499/10000 [02:55<06:44, 18.57it/s][2017-01-06 12:21:20,221] Making new env: CartPole-v0\n",
      "[2017-01-06 12:21:20,239] Attempted to wrap env <CartPoleEnv instance> after .configure() was called. All wrappers must be applied before calling .configure()\n",
      "[2017-01-06 12:21:20,242] Clearing 8 monitor files from previous run (because force=True was provided)\n",
      "[2017-01-06 12:21:20,245] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.6.54912.video000000.mp4\n",
      "[2017-01-06 12:21:23,172] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.6.54912.video000001.mp4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 99 timesteps with reward=99.0\n",
      "Episode finished after 105 timesteps with reward=105.0\n",
      "Episode finished after 98 timesteps with reward=98.0\n",
      "Episode finished after 109 timesteps with reward=109.0\n",
      "Episode finished after 113 timesteps with reward=113.0\n",
      "Episode finished after 105 timesteps with reward=105.0\n",
      "Episode finished after 93 timesteps with reward=93.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 12:21:26,171] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.6.54912.video000008.mp4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 99 timesteps with reward=99.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 12:21:28,643] Finished writing results. You can upload them to the scoreboard via gym.upload('/Users/alexajax/Downloads/goto/records')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 98 timesteps with reward=98.0\n",
      "Episode finished after 101 timesteps with reward=101.0\n",
      "Current score(mean over 10) = 102.000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 30%|██▉       | 2999/10000 [03:32<06:16, 18.61it/s][2017-01-06 12:21:57,308] Making new env: CartPole-v0\n",
      "[2017-01-06 12:21:57,326] Attempted to wrap env <CartPoleEnv instance> after .configure() was called. All wrappers must be applied before calling .configure()\n",
      "[2017-01-06 12:21:57,328] Clearing 8 monitor files from previous run (because force=True was provided)\n",
      "[2017-01-06 12:21:57,331] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.7.54912.video000000.mp4\n",
      "[2017-01-06 12:22:00,333] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.7.54912.video000001.mp4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 101 timesteps with reward=101.0\n",
      "Episode finished after 92 timesteps with reward=92.0\n",
      "Episode finished after 90 timesteps with reward=90.0\n",
      "Episode finished after 96 timesteps with reward=96.0\n",
      "Episode finished after 102 timesteps with reward=102.0\n",
      "Episode finished after 98 timesteps with reward=98.0\n",
      "Episode finished after 97 timesteps with reward=97.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 12:22:02,888] Starting new video recorder writing to /Users/alexajax/Downloads/goto/records/openaigym.video.7.54912.video000008.mp4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 91 timesteps with reward=91.0\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[2017-01-06 12:22:05,545] Finished writing results. You can upload them to the scoreboard via gym.upload('/Users/alexajax/Downloads/goto/records')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Episode finished after 91 timesteps with reward=91.0\n",
      "Episode finished after 94 timesteps with reward=94.0\n",
      "Current score(mean over 10) = 95.200\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 30%|███       | 3023/10000 [03:42<09:54, 11.73it/s]"
     ]
    },
    {
     "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-119-213ebaf2c12f>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      8\u001b[0m     \u001b[0mpool\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mupdate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mSEQ_LENGTH\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      9\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m         \u001b[0mloss\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtrain_step\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     11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/alexajax/anaconda3/lib/python3.5/site-packages/theano/compile/function_module.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    864\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    865\u001b[0m             \u001b[0moutputs\u001b[0m \u001b[0;34m=\u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 866\u001b[0;31m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0moutput_subset\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    867\u001b[0m                 \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0moutput_subset\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0moutput_subset\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    868\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/Users/alexajax/anaconda3/lib/python3.5/site-packages/theano/gof/op.py\u001b[0m in \u001b[0;36mrval\u001b[0;34m(p, i, o, n)\u001b[0m\n\u001b[1;32m    905\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mparams\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0mgraph\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mNoParams\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    906\u001b[0m             \u001b[0;31m# default arguments are stored in the closure of `rval`\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 907\u001b[0;31m             \u001b[0;32mdef\u001b[0m \u001b[0mrval\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mp\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnode_input_storage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mo\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnode_output_storage\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnode\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    908\u001b[0m                 \u001b[0mr\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mx\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mo\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    909\u001b[0m                 \u001b[0;32mfor\u001b[0m \u001b[0mo\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mnode\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moutputs\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "\n",
    "#the loop may take eons to finish.\n",
    "#consider interrupting early.\n",
    "for i in tqdm(range(10000)):    \n",
    "    \n",
    "    \n",
    "    #train\n",
    "    pool.update(SEQ_LENGTH,append=True,)\n",
    "    for i in range(5):\n",
    "        loss = train_step()\n",
    "        \n",
    "    \n",
    "        \n",
    "\n",
    "    ##record current learning progress and show learning curves\n",
    "    if epoch_counter%500 ==0:\n",
    "        n_games = 10\n",
    "        action_layer.epsilon.set_value(0)\n",
    "        rewards[epoch_counter] = pool.evaluate( record_video=True,n_games=n_games,verbose=True)\n",
    "        print(\"Current score(mean over %i) = %.3f\"%(n_games,np.mean(rewards[epoch_counter])))\n",
    "        action_layer.epsilon.set_value(0.05)\n",
    "    \n",
    "    \n",
    "    epoch_counter  +=1\n",
    "\n",
    "    \n",
    "# Time to drink some coffee!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "iters,session_rewards=zip(*sorted(rewards.items(),key=lambda (k,v):k))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f9414452c10>]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fBCN915hAMJJukxPWw1gBXAY8XjwoInXAT4H/65w7AWgG2gtPfx+42jk3BZgi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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f94144ec9d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(iters,map(np.mean,session_rewards))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [Root]",
   "language": "python",
   "name": "Python [Root]"
  },
  "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": 0
}