resnet-18-at-export.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "ResNet-18-attention-transfer\n",
    "========="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Paying More Attention to Attention: Improving the Performance of Convolutional Neural Networks via Attention Transfer (ICLR 2017):\n",
    "\n",
    "arxiv: <https://arxiv.org/abs/1512.03385>\n",
    "    \n",
    "openreview: <https://openreview.net/forum?id=Sks9_ajex>\n",
    "    \n",
    "Training code: <https://github.com/szagoruyko/attention-transfer>\n",
    "\n",
    "Download model (44.1MB): <https://www.dropbox.com/s/z092wmrgyqn4ys5/resnet-18-at-export.hkl?dl=0>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Network info\n",
    "\n",
    "Trained in: [fb.resnet.torch](https://github.com/facebook/fb.resnet.torch/tree/master/pretrained)\n",
    "    \n",
    "Test top-1/top5 error: **29.44, 10.12**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import hickle as hkl\n",
    "import torch\n",
    "import torch.nn.functional as F\n",
    "from torch.autograd import Variable\n",
    "from torchviz import make_dot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Weights of this networks are in `hdf5` format and should be easy to load in other frameworks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "affine0.a (64,)\n",
      "affine0.b (64,)\n",
      "affine_last.a (512,)\n",
      "affine_last.b (512,)\n",
      "conv0 (64, 3, 7, 7)\n",
      "fc.bias (1000,)\n",
      "fc.weight (1000, 512)\n",
      "group0.block0.affine1.a (64,)\n",
      "group0.block0.affine1.b (64,)\n",
      "group0.block0.conv0 (64, 64, 3, 3)\n",
      "group0.block0.conv1 (64, 64, 3, 3)\n",
      "group0.block1.affine0.a (64,)\n",
      "group0.block1.affine0.b (64,)\n",
      "group0.block1.affine1.a (64,)\n",
      "group0.block1.affine1.b (64,)\n",
      "group0.block1.conv0 (64, 64, 3, 3)\n",
      "group0.block1.conv1 (64, 64, 3, 3)\n",
      "group1.block0.affine0.a (64,)\n",
      "group1.block0.affine0.b (64,)\n",
      "group1.block0.affine1.a (128,)\n",
      "group1.block0.affine1.b (128,)\n",
      "group1.block0.conv0 (128, 64, 3, 3)\n",
      "group1.block0.conv1 (128, 128, 3, 3)\n",
      "group1.block0.conv_dim (128, 64, 1, 1)\n",
      "group1.block1.affine0.a (128,)\n",
      "group1.block1.affine0.b (128,)\n",
      "group1.block1.affine1.a (128,)\n",
      "group1.block1.affine1.b (128,)\n",
      "group1.block1.conv0 (128, 128, 3, 3)\n",
      "group1.block1.conv1 (128, 128, 3, 3)\n",
      "group2.block0.affine0.a (128,)\n",
      "group2.block0.affine0.b (128,)\n",
      "group2.block0.affine1.a (256,)\n",
      "group2.block0.affine1.b (256,)\n",
      "group2.block0.conv0 (256, 128, 3, 3)\n",
      "group2.block0.conv1 (256, 256, 3, 3)\n",
      "group2.block0.conv_dim (256, 128, 1, 1)\n",
      "group2.block1.affine0.a (256,)\n",
      "group2.block1.affine0.b (256,)\n",
      "group2.block1.affine1.a (256,)\n",
      "group2.block1.affine1.b (256,)\n",
      "group2.block1.conv0 (256, 256, 3, 3)\n",
      "group2.block1.conv1 (256, 256, 3, 3)\n",
      "group3.block0.affine0.a (256,)\n",
      "group3.block0.affine0.b (256,)\n",
      "group3.block0.affine1.a (512,)\n",
      "group3.block0.affine1.b (512,)\n",
      "group3.block0.conv0 (512, 256, 3, 3)\n",
      "group3.block0.conv1 (512, 512, 3, 3)\n",
      "group3.block0.conv_dim (512, 256, 1, 1)\n",
      "group3.block1.affine0.a (512,)\n",
      "group3.block1.affine0.b (512,)\n",
      "group3.block1.affine1.a (512,)\n",
      "group3.block1.affine1.b (512,)\n",
      "group3.block1.conv0 (512, 512, 3, 3)\n",
      "group3.block1.conv1 (512, 512, 3, 3)\n",
      "\n",
      "Total parameters: 11687720\n"
     ]
    }
   ],
   "source": [
    "params = hkl.load('resnet-18-at-export.hkl')\n",
    "\n",
    "# convert numpy arrays to torch Variables\n",
    "for k,v in sorted(params.items()):\n",
    "    print(k, v.shape)\n",
    "    params[k] = Variable(torch.from_numpy(v), requires_grad=True)\n",
    "    \n",
    "print('\\nTotal parameters:', sum(v.numel() for v in params.values()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model definition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def define_model(params):\n",
    "    def affine(input, params, base):\n",
    "        a = params[base+'.a'].view(1,-1,1,1).expand_as(input)\n",
    "        b = params[base+'.b'].view(1,-1,1,1).expand_as(input)\n",
    "        return input * a + b\n",
    "\n",
    "    def group(o, params, base, stride):\n",
    "        block_id = 0\n",
    "        G = lambda name: ('%s.block%d.%s') % (base, block_id, name)\n",
    "        if base == 'group0':\n",
    "            x = o\n",
    "            o = F.conv2d(x, params[G('conv0')], padding=1)\n",
    "            o = F.relu(affine(o, params, G('affine1')))\n",
    "            o = F.conv2d(o, params[G('conv1')], padding=1)\n",
    "            o += x\n",
    "        else:\n",
    "            x = F.relu(affine(o, params, G('affine0')))\n",
    "            o = F.conv2d(x, params[G('conv0')], padding=1, stride=stride)\n",
    "            o = F.relu(affine(o, params, G('affine1')))\n",
    "            o = F.conv2d(o, params[G('conv1')], padding=1)\n",
    "            o += F.conv2d(x, params[G('conv_dim')], stride=stride)\n",
    "        block_id = 1\n",
    "        x = o\n",
    "        o = F.relu(affine(x, params, G('affine0')))\n",
    "        o = F.conv2d(o, params[G('conv0')], padding=1)\n",
    "        o = F.relu(affine(o, params, G('affine1')))\n",
    "        o = F.conv2d(o, params[G('conv1')], padding=1)\n",
    "        o += x\n",
    "        return o\n",
    "\n",
    "    def f(input, params):\n",
    "        o = F.conv2d(input, params['conv0'], stride=2, padding=3)\n",
    "        o = F.relu(affine(o, params, 'affine0'))\n",
    "        o = F.max_pool2d(o, 3, 2, 1)\n",
    "        o_g0 = group(o, params, 'group0', 1)\n",
    "        o_g1 = group(o_g0, params, 'group1', 2)\n",
    "        o_g2 = group(o_g1, params, 'group2', 2)\n",
    "        o_g3 = group(o_g2, params, 'group3', 2)\n",
    "        o = F.relu(affine(o_g3, params, 'affine_last'))\n",
    "        o = F.avg_pool2d(o, 7, 1, 0)\n",
    "        o = o.view(o.size(0), -1)\n",
    "        o = F.linear(o, params['fc.weight'], params['fc.bias'])\n",
    "        return o\n",
    "    return f\n",
    "\n",
    "f = define_model(params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Variable containing:\n",
      "-1.0351 -0.4226  0.8454  ...  -0.6986  0.5439  0.1354\n",
      "[torch.FloatTensor of size 1x1000]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "y = f(Variable(torch.randn(1,3,224,224)), params)\n",
    "print y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "do simple fprop, output shape should be `1x1000`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
       "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
       "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
       " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
       "<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n",
       " -->\n",
       "<!-- Title: %3 Pages: 1 -->\n",
       "<svg width=\"864pt\" height=\"840pt\"\n",
       " viewBox=\"0.00 0.00 864.00 840.29\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g id=\"graph0\" class=\"graph\" transform=\"scale(.1686 .1686) rotate(0) translate(4 4980)\">\n",
       "<title>%3</title>\n",
       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"-4,4 -4,-4980 5120.6572,-4980 5120.6572,4 -4,4\"/>\n",
       "<!-- 4591311952 -->\n",
       "<g id=\"node1\" class=\"node\">\n",
       "<title>4591311952</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4939.6143,-20 4843.7002,-20 4843.7002,0 4939.6143,0 4939.6143,-20\"/>\n",
       "<text text-anchor=\"middle\" x=\"4891.6572\" y=\"-6.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">LinearBackward</text>\n",
       "</g>\n",
       "<!-- 4591311696 -->\n",
       "<g id=\"node2\" class=\"node\">\n",
       "<title>4591311696</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4718.5791,-82 4628.7353,-82 4628.7353,-62 4718.5791,-62 4718.5791,-82\"/>\n",
       "<text text-anchor=\"middle\" x=\"4673.6572\" y=\"-68.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591311696&#45;&gt;4591311952 -->\n",
       "<g id=\"edge1\" class=\"edge\">\n",
       "<title>4591311696&#45;&gt;4591311952</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4707.3377,-61.9381C4714.0633,-59.9521 4721.0807,-57.8965 4727.6572,-56 4767.3114,-44.5647 4812.4711,-31.9262 4845.3481,-22.795\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4846.437,-26.1252 4855.1372,-20.079 4844.5655,-19.38 4846.437,-26.1252\"/>\n",
       "</g>\n",
       "<!-- 4591311440 -->\n",
       "<g id=\"node3\" class=\"node\">\n",
       "<title>4591311440</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4708.4466,-144 4638.8678,-144 4638.8678,-124 4708.4466,-124 4708.4466,-144\"/>\n",
       "<text text-anchor=\"middle\" x=\"4673.6572\" y=\"-130.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AvgPool2d</text>\n",
       "</g>\n",
       "<!-- 4591311440&#45;&gt;4591311696 -->\n",
       "<g id=\"edge2\" class=\"edge\">\n",
       "<title>4591311440&#45;&gt;4591311696</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4673.6572,-123.762C4673.6572,-115.185 4673.6572,-102.6836 4673.6572,-92.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4677.1573,-92.0475 4673.6572,-82.0475 4670.1573,-92.0476 4677.1573,-92.0475\"/>\n",
       "</g>\n",
       "<!-- 4591311184 -->\n",
       "<g id=\"node4\" class=\"node\">\n",
       "<title>4591311184</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4661.8144,-200 4597.5001,-200 4597.5001,-180 4661.8144,-180 4661.8144,-200\"/>\n",
       "<text text-anchor=\"middle\" x=\"4629.6572\" y=\"-186.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591311184&#45;&gt;4591311440 -->\n",
       "<g id=\"edge3\" class=\"edge\">\n",
       "<title>4591311184&#45;&gt;4591311440</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4637.5235,-179.9883C4643.5796,-172.2806 4652.1136,-161.4191 4659.3674,-152.187\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4662.1352,-154.3295 4665.5613,-144.3039 4656.6309,-150.0047 4662.1352,-154.3295\"/>\n",
       "</g>\n",
       "<!-- 4591310928 -->\n",
       "<g id=\"node5\" class=\"node\">\n",
       "<title>4591310928</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4622.4683,-256 4536.8461,-256 4536.8461,-236 4622.4683,-236 4622.4683,-256\"/>\n",
       "<text text-anchor=\"middle\" x=\"4579.6572\" y=\"-242.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591310928&#45;&gt;4591311184 -->\n",
       "<g id=\"edge4\" class=\"edge\">\n",
       "<title>4591310928&#45;&gt;4591311184</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4588.5962,-235.9883C4595.5484,-228.2019 4605.3741,-217.1971 4613.6707,-207.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4616.4079,-210.0943 4620.4573,-200.3039 4611.1864,-205.4322 4616.4079,-210.0943\"/>\n",
       "</g>\n",
       "<!-- 4591310672 -->\n",
       "<g id=\"node6\" class=\"node\">\n",
       "<title>4591310672</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4566.8064,-312 4482.5081,-312 4482.5081,-292 4566.8064,-292 4566.8064,-312\"/>\n",
       "<text text-anchor=\"middle\" x=\"4524.6572\" y=\"-298.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591310672&#45;&gt;4591310928 -->\n",
       "<g id=\"edge5\" class=\"edge\">\n",
       "<title>4591310672&#45;&gt;4591310928</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4534.4901,-291.9883C4542.2147,-284.1233 4553.1644,-272.9745 4562.3481,-263.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4565.0273,-265.8909 4569.5373,-256.3039 4560.0332,-260.9859 4565.0273,-265.8909\"/>\n",
       "</g>\n",
       "<!-- 4591309392 -->\n",
       "<g id=\"node7\" class=\"node\">\n",
       "<title>4591309392</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4332.4683,-368 4246.8461,-368 4246.8461,-348 4332.4683,-348 4332.4683,-368\"/>\n",
       "<text text-anchor=\"middle\" x=\"4289.6572\" y=\"-354.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591309392&#45;&gt;4591310672 -->\n",
       "<g id=\"edge6\" class=\"edge\">\n",
       "<title>4591309392&#45;&gt;4591310672</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4331.6705,-347.9883C4371.1482,-338.5809 4430.3407,-324.4754 4472.7539,-314.3685\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4473.6959,-317.7421 4482.6122,-312.0192 4472.0732,-310.9327 4473.6959,-317.7421\"/>\n",
       "</g>\n",
       "<!-- 4591701072 -->\n",
       "<g id=\"node8\" class=\"node\">\n",
       "<title>4591701072</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4342.4722,-430 4236.8423,-430 4236.8423,-410 4342.4722,-410 4342.4722,-430\"/>\n",
       "<text text-anchor=\"middle\" x=\"4289.6572\" y=\"-416.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591701072&#45;&gt;4591309392 -->\n",
       "<g id=\"edge7\" class=\"edge\">\n",
       "<title>4591701072&#45;&gt;4591309392</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4289.6572,-409.762C4289.6572,-401.185 4289.6572,-388.6836 4289.6572,-378.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4293.1573,-378.0475 4289.6572,-368.0475 4286.1573,-378.0476 4293.1573,-378.0475\"/>\n",
       "</g>\n",
       "<!-- 4591309136 -->\n",
       "<g id=\"node9\" class=\"node\">\n",
       "<title>4591309136</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4268.8144,-498 4204.5001,-498 4204.5001,-478 4268.8144,-478 4268.8144,-498\"/>\n",
       "<text text-anchor=\"middle\" x=\"4236.6572\" y=\"-484.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591309136&#45;&gt;4591701072 -->\n",
       "<g id=\"edge8\" class=\"edge\">\n",
       "<title>4591309136&#45;&gt;4591701072</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4244.4776,-477.9664C4252.6192,-467.5204 4265.5472,-450.9336 4275.492,-438.1742\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4278.4179,-440.1137 4281.8048,-430.0748 4272.8968,-435.8105 4278.4179,-440.1137\"/>\n",
       "</g>\n",
       "<!-- 4591308880 -->\n",
       "<g id=\"node10\" class=\"node\">\n",
       "<title>4591308880</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4279.4683,-560 4193.8461,-560 4193.8461,-540 4279.4683,-540 4279.4683,-560\"/>\n",
       "<text text-anchor=\"middle\" x=\"4236.6572\" y=\"-546.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591308880&#45;&gt;4591309136 -->\n",
       "<g id=\"edge9\" class=\"edge\">\n",
       "<title>4591308880&#45;&gt;4591309136</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4236.6572,-539.762C4236.6572,-531.185 4236.6572,-518.6836 4236.6572,-508.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4240.1573,-508.0475 4236.6572,-498.0475 4233.1573,-508.0476 4240.1573,-508.0475\"/>\n",
       "</g>\n",
       "<!-- 4591259216 -->\n",
       "<g id=\"node11\" class=\"node\">\n",
       "<title>4591259216</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4278.8064,-616 4194.5081,-616 4194.5081,-596 4278.8064,-596 4278.8064,-616\"/>\n",
       "<text text-anchor=\"middle\" x=\"4236.6572\" y=\"-602.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591259216&#45;&gt;4591308880 -->\n",
       "<g id=\"edge10\" class=\"edge\">\n",
       "<title>4591259216&#45;&gt;4591308880</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4236.6572,-595.9883C4236.6572,-588.9098 4236.6572,-579.1714 4236.6572,-570.4779\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4240.1573,-570.3038 4236.6572,-560.3039 4233.1573,-570.3039 4240.1573,-570.3038\"/>\n",
       "</g>\n",
       "<!-- 4591597008 -->\n",
       "<g id=\"node12\" class=\"node\">\n",
       "<title>4591597008</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4119.4722,-672 4013.8423,-672 4013.8423,-652 4119.4722,-652 4119.4722,-672\"/>\n",
       "<text text-anchor=\"middle\" x=\"4066.6572\" y=\"-658.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591597008&#45;&gt;4591259216 -->\n",
       "<g id=\"edge11\" class=\"edge\">\n",
       "<title>4591597008&#45;&gt;4591259216</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4097.0498,-651.9883C4124.7646,-642.8587 4165.9112,-629.3046 4196.3604,-619.2743\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4197.8388,-622.4723 4206.2416,-616.0192 4195.6486,-615.8238 4197.8388,-622.4723\"/>\n",
       "</g>\n",
       "<!-- 4591257936 -->\n",
       "<g id=\"node13\" class=\"node\">\n",
       "<title>4591257936</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4093.8144,-734 4029.5001,-734 4029.5001,-714 4093.8144,-714 4093.8144,-734\"/>\n",
       "<text text-anchor=\"middle\" x=\"4061.6572\" y=\"-720.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591257936&#45;&gt;4591597008 -->\n",
       "<g id=\"edge12\" class=\"edge\">\n",
       "<title>4591257936&#45;&gt;4591597008</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4062.4829,-713.762C4063.1746,-705.185 4064.1827,-692.6836 4065.035,-682.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4068.5317,-682.2965 4065.8469,-672.0475 4061.5543,-681.7338 4068.5317,-682.2965\"/>\n",
       "</g>\n",
       "<!-- 4591257680 -->\n",
       "<g id=\"node14\" class=\"node\">\n",
       "<title>4591257680</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4104.4683,-802 4018.8461,-802 4018.8461,-782 4104.4683,-782 4104.4683,-802\"/>\n",
       "<text text-anchor=\"middle\" x=\"4061.6572\" y=\"-788.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591257680&#45;&gt;4591257936 -->\n",
       "<g id=\"edge13\" class=\"edge\">\n",
       "<title>4591257680&#45;&gt;4591257936</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4061.6572,-781.9664C4061.6572,-772.1231 4061.6572,-756.827 4061.6572,-744.4189\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4065.1573,-744.0748 4061.6572,-734.0748 4058.1573,-744.0748 4065.1573,-744.0748\"/>\n",
       "</g>\n",
       "<!-- 4591257424 -->\n",
       "<g id=\"node15\" class=\"node\">\n",
       "<title>4591257424</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4103.8064,-864 4019.5081,-864 4019.5081,-844 4103.8064,-844 4103.8064,-864\"/>\n",
       "<text text-anchor=\"middle\" x=\"4061.6572\" y=\"-850.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591257424&#45;&gt;4591257680 -->\n",
       "<g id=\"edge14\" class=\"edge\">\n",
       "<title>4591257424&#45;&gt;4591257680</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4061.6572,-843.762C4061.6572,-835.185 4061.6572,-822.6836 4061.6572,-812.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4065.1573,-812.0475 4061.6572,-802.0475 4058.1573,-812.0476 4065.1573,-812.0475\"/>\n",
       "</g>\n",
       "<!-- 4591256144 -->\n",
       "<g id=\"node16\" class=\"node\">\n",
       "<title>4591256144</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3944.4683,-920 3858.8461,-920 3858.8461,-900 3944.4683,-900 3944.4683,-920\"/>\n",
       "<text text-anchor=\"middle\" x=\"3901.6572\" y=\"-906.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591256144&#45;&gt;4591309392 -->\n",
       "<g id=\"edge255\" class=\"edge\">\n",
       "<title>4591256144&#45;&gt;4591309392</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3912.4219,-899.7437C3931.3613,-880.5349 3968.6572,-836.9959 3968.6572,-792 3968.6572,-792 3968.6572,-792 3968.6572,-488 3968.6572,-430.8435 4145.7062,-386.8814 4236.8273,-368.0406\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4237.5995,-371.4552 4246.6988,-366.0282 4236.2012,-364.5963 4237.5995,-371.4552\"/>\n",
       "</g>\n",
       "<!-- 4591256144&#45;&gt;4591257424 -->\n",
       "<g id=\"edge15\" class=\"edge\">\n",
       "<title>4591256144&#45;&gt;4591257424</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3930.262,-899.9883C3956.2331,-890.8984 3994.7363,-877.4223 4023.3564,-867.4053\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4024.7485,-870.6263 4033.0308,-864.0192 4022.436,-864.0193 4024.7485,-870.6263\"/>\n",
       "</g>\n",
       "<!-- 4591599120 -->\n",
       "<g id=\"node17\" class=\"node\">\n",
       "<title>4591599120</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3954.4722,-982 3848.8423,-982 3848.8423,-962 3954.4722,-962 3954.4722,-982\"/>\n",
       "<text text-anchor=\"middle\" x=\"3901.6572\" y=\"-968.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591599120&#45;&gt;4591256144 -->\n",
       "<g id=\"edge16\" class=\"edge\">\n",
       "<title>4591599120&#45;&gt;4591256144</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3901.6572,-961.762C3901.6572,-953.185 3901.6572,-940.6836 3901.6572,-930.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3905.1573,-930.0475 3901.6572,-920.0475 3898.1573,-930.0476 3905.1573,-930.0475\"/>\n",
       "</g>\n",
       "<!-- 4591255888 -->\n",
       "<g id=\"node18\" class=\"node\">\n",
       "<title>4591255888</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3928.8144,-1050 3864.5001,-1050 3864.5001,-1030 3928.8144,-1030 3928.8144,-1050\"/>\n",
       "<text text-anchor=\"middle\" x=\"3896.6572\" y=\"-1036.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591255888&#45;&gt;4591599120 -->\n",
       "<g id=\"edge17\" class=\"edge\">\n",
       "<title>4591255888&#45;&gt;4591599120</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3897.395,-1029.9664C3898.1188,-1020.1231 3899.2435,-1004.827 3900.1558,-992.4189\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3903.6736,-992.3046 3900.9164,-982.0748 3896.6925,-991.7912 3903.6736,-992.3046\"/>\n",
       "</g>\n",
       "<!-- 4591255632 -->\n",
       "<g id=\"node19\" class=\"node\">\n",
       "<title>4591255632</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3939.4683,-1112 3853.8461,-1112 3853.8461,-1092 3939.4683,-1092 3939.4683,-1112\"/>\n",
       "<text text-anchor=\"middle\" x=\"3896.6572\" y=\"-1098.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591255632&#45;&gt;4591255888 -->\n",
       "<g id=\"edge18\" class=\"edge\">\n",
       "<title>4591255632&#45;&gt;4591255888</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3896.6572,-1091.762C3896.6572,-1083.185 3896.6572,-1070.6836 3896.6572,-1060.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3900.1573,-1060.0475 3896.6572,-1050.0475 3893.1573,-1060.0476 3900.1573,-1060.0475\"/>\n",
       "</g>\n",
       "<!-- 4591308368 -->\n",
       "<g id=\"node20\" class=\"node\">\n",
       "<title>4591308368</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3938.8064,-1168 3854.5081,-1168 3854.5081,-1148 3938.8064,-1148 3938.8064,-1168\"/>\n",
       "<text text-anchor=\"middle\" x=\"3896.6572\" y=\"-1154.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591308368&#45;&gt;4591255632 -->\n",
       "<g id=\"edge19\" class=\"edge\">\n",
       "<title>4591308368&#45;&gt;4591255632</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3896.6572,-1147.9883C3896.6572,-1140.9098 3896.6572,-1131.1714 3896.6572,-1122.4779\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3900.1573,-1122.3038 3896.6572,-1112.3039 3893.1573,-1122.3039 3900.1573,-1122.3038\"/>\n",
       "</g>\n",
       "<!-- 4591321680 -->\n",
       "<g id=\"node21\" class=\"node\">\n",
       "<title>4591321680</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3779.4722,-1224 3673.8423,-1224 3673.8423,-1204 3779.4722,-1204 3779.4722,-1224\"/>\n",
       "<text text-anchor=\"middle\" x=\"3726.6572\" y=\"-1210.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591321680&#45;&gt;4591308368 -->\n",
       "<g id=\"edge20\" class=\"edge\">\n",
       "<title>4591321680&#45;&gt;4591308368</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3757.0498,-1203.9883C3784.7646,-1194.8587 3825.9112,-1181.3046 3856.3604,-1171.2743\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3857.8388,-1174.4723 3866.2416,-1168.0192 3855.6486,-1167.8238 3857.8388,-1174.4723\"/>\n",
       "</g>\n",
       "<!-- 4591307088 -->\n",
       "<g id=\"node22\" class=\"node\">\n",
       "<title>4591307088</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3649.8144,-1286 3585.5001,-1286 3585.5001,-1266 3649.8144,-1266 3649.8144,-1286\"/>\n",
       "<text text-anchor=\"middle\" x=\"3617.6572\" y=\"-1272.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591307088&#45;&gt;4591321680 -->\n",
       "<g id=\"edge21\" class=\"edge\">\n",
       "<title>4591307088&#45;&gt;4591321680</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3635.6564,-1265.762C3653.1955,-1255.7855 3680.069,-1240.4997 3700.0711,-1229.1224\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3702.0313,-1232.0341 3708.993,-1224.0475 3698.5703,-1225.9495 3702.0313,-1232.0341\"/>\n",
       "</g>\n",
       "<!-- 4591597200 -->\n",
       "<g id=\"node227\" class=\"node\">\n",
       "<title>4591597200</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3656.4722,-1224 3550.8423,-1224 3550.8423,-1204 3656.4722,-1204 3656.4722,-1224\"/>\n",
       "<text text-anchor=\"middle\" x=\"3603.6572\" y=\"-1210.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591307088&#45;&gt;4591597200 -->\n",
       "<g id=\"edge233\" class=\"edge\">\n",
       "<title>4591307088&#45;&gt;4591597200</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3615.3454,-1265.762C3613.4087,-1257.185 3610.5858,-1244.6836 3608.1994,-1234.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3611.5428,-1233.031 3605.926,-1224.0475 3604.7147,-1234.5729 3611.5428,-1233.031\"/>\n",
       "</g>\n",
       "<!-- 4591306832 -->\n",
       "<g id=\"node23\" class=\"node\">\n",
       "<title>4591306832</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3606.4683,-1354 3520.8461,-1354 3520.8461,-1334 3606.4683,-1334 3606.4683,-1354\"/>\n",
       "<text text-anchor=\"middle\" x=\"3563.6572\" y=\"-1340.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591306832&#45;&gt;4591307088 -->\n",
       "<g id=\"edge22\" class=\"edge\">\n",
       "<title>4591306832&#45;&gt;4591307088</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3571.6251,-1333.9664C3579.9204,-1323.5204 3593.0923,-1306.9336 3603.2247,-1294.1742\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3606.1787,-1296.0825 3609.6567,-1286.0748 3600.6969,-1291.7293 3606.1787,-1296.0825\"/>\n",
       "</g>\n",
       "<!-- 4591306576 -->\n",
       "<g id=\"node24\" class=\"node\">\n",
       "<title>4591306576</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3550.8064,-1416 3466.5081,-1416 3466.5081,-1396 3550.8064,-1396 3550.8064,-1416\"/>\n",
       "<text text-anchor=\"middle\" x=\"3508.6572\" y=\"-1402.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591306576&#45;&gt;4591306832 -->\n",
       "<g id=\"edge23\" class=\"edge\">\n",
       "<title>4591306576&#45;&gt;4591306832</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3517.7394,-1395.762C3525.9086,-1386.553 3538.0911,-1372.82 3547.8553,-1361.8131\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3550.7262,-1363.851 3554.7441,-1354.0475 3545.4896,-1359.2056 3550.7262,-1363.851\"/>\n",
       "</g>\n",
       "<!-- 4591305296 -->\n",
       "<g id=\"node25\" class=\"node\">\n",
       "<title>4591305296</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3303.4683,-1472 3217.8461,-1472 3217.8461,-1452 3303.4683,-1452 3303.4683,-1472\"/>\n",
       "<text text-anchor=\"middle\" x=\"3260.6572\" y=\"-1458.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591305296&#45;&gt;4591306576 -->\n",
       "<g id=\"edge24\" class=\"edge\">\n",
       "<title>4591305296&#45;&gt;4591306576</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3303.5724,-1452.3095C3345.9761,-1442.7344 3410.9074,-1428.0725 3456.3173,-1417.8187\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3457.2838,-1421.1887 3466.2673,-1415.5719 3455.7419,-1414.3606 3457.2838,-1421.1887\"/>\n",
       "</g>\n",
       "<!-- 4591322448 -->\n",
       "<g id=\"node26\" class=\"node\">\n",
       "<title>4591322448</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3313.4722,-1534 3207.8423,-1534 3207.8423,-1514 3313.4722,-1514 3313.4722,-1534\"/>\n",
       "<text text-anchor=\"middle\" x=\"3260.6572\" y=\"-1520.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591322448&#45;&gt;4591305296 -->\n",
       "<g id=\"edge25\" class=\"edge\">\n",
       "<title>4591322448&#45;&gt;4591305296</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3260.6572,-1513.762C3260.6572,-1505.185 3260.6572,-1492.6836 3260.6572,-1482.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3264.1573,-1482.0475 3260.6572,-1472.0475 3257.1573,-1482.0476 3264.1573,-1482.0475\"/>\n",
       "</g>\n",
       "<!-- 4591305040 -->\n",
       "<g id=\"node27\" class=\"node\">\n",
       "<title>4591305040</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3238.8144,-1602 3174.5001,-1602 3174.5001,-1582 3238.8144,-1582 3238.8144,-1602\"/>\n",
       "<text text-anchor=\"middle\" x=\"3206.6572\" y=\"-1588.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591305040&#45;&gt;4591322448 -->\n",
       "<g id=\"edge26\" class=\"edge\">\n",
       "<title>4591305040&#45;&gt;4591322448</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3214.6251,-1581.9664C3222.9204,-1571.5204 3236.0923,-1554.9336 3246.2247,-1542.1742\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3249.1787,-1544.0825 3252.6567,-1534.0748 3243.6969,-1539.7293 3249.1787,-1544.0825\"/>\n",
       "</g>\n",
       "<!-- 4591304784 -->\n",
       "<g id=\"node28\" class=\"node\">\n",
       "<title>4591304784</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3249.4683,-1664 3163.8461,-1664 3163.8461,-1644 3249.4683,-1644 3249.4683,-1664\"/>\n",
       "<text text-anchor=\"middle\" x=\"3206.6572\" y=\"-1650.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591304784&#45;&gt;4591305040 -->\n",
       "<g id=\"edge27\" class=\"edge\">\n",
       "<title>4591304784&#45;&gt;4591305040</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3206.6572,-1643.762C3206.6572,-1635.185 3206.6572,-1622.6836 3206.6572,-1612.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3210.1573,-1612.0475 3206.6572,-1602.0475 3203.1573,-1612.0476 3210.1573,-1612.0475\"/>\n",
       "</g>\n",
       "<!-- 4591357520 -->\n",
       "<g id=\"node29\" class=\"node\">\n",
       "<title>4591357520</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3248.8064,-1720 3164.5081,-1720 3164.5081,-1700 3248.8064,-1700 3248.8064,-1720\"/>\n",
       "<text text-anchor=\"middle\" x=\"3206.6572\" y=\"-1706.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591357520&#45;&gt;4591304784 -->\n",
       "<g id=\"edge28\" class=\"edge\">\n",
       "<title>4591357520&#45;&gt;4591304784</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3206.6572,-1699.9883C3206.6572,-1692.9098 3206.6572,-1683.1714 3206.6572,-1674.4779\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3210.1573,-1674.3038 3206.6572,-1664.3039 3203.1573,-1674.3039 3210.1573,-1674.3038\"/>\n",
       "</g>\n",
       "<!-- 4591323088 -->\n",
       "<g id=\"node30\" class=\"node\">\n",
       "<title>4591323088</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3083.4722,-1776 2977.8423,-1776 2977.8423,-1756 3083.4722,-1756 3083.4722,-1776\"/>\n",
       "<text text-anchor=\"middle\" x=\"3030.6572\" y=\"-1762.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591323088&#45;&gt;4591357520 -->\n",
       "<g id=\"edge29\" class=\"edge\">\n",
       "<title>4591323088&#45;&gt;4591357520</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3062.1225,-1755.9883C3090.9402,-1746.819 3133.785,-1733.1866 3165.3487,-1723.1436\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3166.7001,-1726.3866 3175.1682,-1720.0192 3164.5777,-1719.7161 3166.7001,-1726.3866\"/>\n",
       "</g>\n",
       "<!-- 4591356240 -->\n",
       "<g id=\"node31\" class=\"node\">\n",
       "<title>4591356240</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3057.8144,-1838 2993.5001,-1838 2993.5001,-1818 3057.8144,-1818 3057.8144,-1838\"/>\n",
       "<text text-anchor=\"middle\" x=\"3025.6572\" y=\"-1824.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591356240&#45;&gt;4591323088 -->\n",
       "<g id=\"edge30\" class=\"edge\">\n",
       "<title>4591356240&#45;&gt;4591323088</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3026.4829,-1817.762C3027.1746,-1809.185 3028.1827,-1796.6836 3029.035,-1786.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3032.5317,-1786.2965 3029.8469,-1776.0475 3025.5543,-1785.7338 3032.5317,-1786.2965\"/>\n",
       "</g>\n",
       "<!-- 4591355984 -->\n",
       "<g id=\"node32\" class=\"node\">\n",
       "<title>4591355984</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3067.4683,-1906 2981.8461,-1906 2981.8461,-1886 3067.4683,-1886 3067.4683,-1906\"/>\n",
       "<text text-anchor=\"middle\" x=\"3024.6572\" y=\"-1892.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591355984&#45;&gt;4591356240 -->\n",
       "<g id=\"edge31\" class=\"edge\">\n",
       "<title>4591355984&#45;&gt;4591356240</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3024.8048,-1885.9664C3024.9495,-1876.1231 3025.1745,-1860.827 3025.3569,-1848.4189\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3028.8616,-1848.1252 3025.5091,-1838.0748 3021.8623,-1848.0222 3028.8616,-1848.1252\"/>\n",
       "</g>\n",
       "<!-- 4591355728 -->\n",
       "<g id=\"node33\" class=\"node\">\n",
       "<title>4591355728</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3066.8064,-1968 2982.5081,-1968 2982.5081,-1948 3066.8064,-1948 3066.8064,-1968\"/>\n",
       "<text text-anchor=\"middle\" x=\"3024.6572\" y=\"-1954.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591355728&#45;&gt;4591355984 -->\n",
       "<g id=\"edge32\" class=\"edge\">\n",
       "<title>4591355728&#45;&gt;4591355984</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3024.6572,-1947.762C3024.6572,-1939.185 3024.6572,-1926.6836 3024.6572,-1916.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3028.1573,-1916.0475 3024.6572,-1906.0475 3021.1573,-1916.0476 3028.1573,-1916.0475\"/>\n",
       "</g>\n",
       "<!-- 4591354448 -->\n",
       "<g id=\"node34\" class=\"node\">\n",
       "<title>4591354448</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2901.4683,-2024 2815.8461,-2024 2815.8461,-2004 2901.4683,-2004 2901.4683,-2024\"/>\n",
       "<text text-anchor=\"middle\" x=\"2858.6572\" y=\"-2010.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591354448&#45;&gt;4591305296 -->\n",
       "<g id=\"edge211\" class=\"edge\">\n",
       "<title>4591354448&#45;&gt;4591305296</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2870.5466,-2003.9739C2891.4647,-1985.1393 2932.6572,-1942.1861 2932.6572,-1896 2932.6572,-1896 2932.6572,-1896 2932.6572,-1592 2932.6572,-1533.5497 3114.9455,-1489.9994 3207.7335,-1471.6176\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3208.6328,-1475.0081 3217.777,-1469.657 3207.2916,-1468.1378 3208.6328,-1475.0081\"/>\n",
       "</g>\n",
       "<!-- 4591354448&#45;&gt;4591355728 -->\n",
       "<g id=\"edge33\" class=\"edge\">\n",
       "<title>4591354448&#45;&gt;4591355728</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2888.3347,-2003.9883C2915.3974,-1994.8587 2955.5759,-1981.3046 2985.3085,-1971.2743\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2986.6007,-1974.5322 2994.9573,-1968.0192 2984.3631,-1967.8994 2986.6007,-1974.5322\"/>\n",
       "</g>\n",
       "<!-- 4591323856 -->\n",
       "<g id=\"node35\" class=\"node\">\n",
       "<title>4591323856</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2911.4722,-2086 2805.8423,-2086 2805.8423,-2066 2911.4722,-2066 2911.4722,-2086\"/>\n",
       "<text text-anchor=\"middle\" x=\"2858.6572\" y=\"-2072.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591323856&#45;&gt;4591354448 -->\n",
       "<g id=\"edge34\" class=\"edge\">\n",
       "<title>4591323856&#45;&gt;4591354448</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2858.6572,-2065.762C2858.6572,-2057.185 2858.6572,-2044.6836 2858.6572,-2034.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2862.1573,-2034.0475 2858.6572,-2024.0475 2855.1573,-2034.0476 2862.1573,-2034.0475\"/>\n",
       "</g>\n",
       "<!-- 4591354192 -->\n",
       "<g id=\"node36\" class=\"node\">\n",
       "<title>4591354192</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2885.8144,-2154 2821.5001,-2154 2821.5001,-2134 2885.8144,-2134 2885.8144,-2154\"/>\n",
       "<text text-anchor=\"middle\" x=\"2853.6572\" y=\"-2140.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591354192&#45;&gt;4591323856 -->\n",
       "<g id=\"edge35\" class=\"edge\">\n",
       "<title>4591354192&#45;&gt;4591323856</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2854.395,-2133.9664C2855.1188,-2124.1231 2856.2435,-2108.827 2857.1558,-2096.4189\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2860.6736,-2096.3046 2857.9164,-2086.0748 2853.6925,-2095.7912 2860.6736,-2096.3046\"/>\n",
       "</g>\n",
       "<!-- 4591353936 -->\n",
       "<g id=\"node37\" class=\"node\">\n",
       "<title>4591353936</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2896.4683,-2216 2810.8461,-2216 2810.8461,-2196 2896.4683,-2196 2896.4683,-2216\"/>\n",
       "<text text-anchor=\"middle\" x=\"2853.6572\" y=\"-2202.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591353936&#45;&gt;4591354192 -->\n",
       "<g id=\"edge36\" class=\"edge\">\n",
       "<title>4591353936&#45;&gt;4591354192</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2853.6572,-2195.762C2853.6572,-2187.185 2853.6572,-2174.6836 2853.6572,-2164.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2857.1573,-2164.0475 2853.6572,-2154.0475 2850.1573,-2164.0476 2857.1573,-2164.0475\"/>\n",
       "</g>\n",
       "<!-- 4591337040 -->\n",
       "<g id=\"node38\" class=\"node\">\n",
       "<title>4591337040</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2895.8064,-2272 2811.5081,-2272 2811.5081,-2252 2895.8064,-2252 2895.8064,-2272\"/>\n",
       "<text text-anchor=\"middle\" x=\"2853.6572\" y=\"-2258.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591337040&#45;&gt;4591353936 -->\n",
       "<g id=\"edge37\" class=\"edge\">\n",
       "<title>4591337040&#45;&gt;4591353936</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2853.6572,-2251.9883C2853.6572,-2244.9098 2853.6572,-2235.1714 2853.6572,-2226.4779\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2857.1573,-2226.3038 2853.6572,-2216.3039 2850.1573,-2226.3039 2857.1573,-2226.3038\"/>\n",
       "</g>\n",
       "<!-- 4591324560 -->\n",
       "<g id=\"node39\" class=\"node\">\n",
       "<title>4591324560</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2730.4722,-2328 2624.8423,-2328 2624.8423,-2308 2730.4722,-2308 2730.4722,-2328\"/>\n",
       "<text text-anchor=\"middle\" x=\"2677.6572\" y=\"-2314.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591324560&#45;&gt;4591337040 -->\n",
       "<g id=\"edge38\" class=\"edge\">\n",
       "<title>4591324560&#45;&gt;4591337040</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2709.1225,-2307.9883C2737.9402,-2298.819 2780.785,-2285.1866 2812.3487,-2275.1436\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2813.7001,-2278.3866 2822.1682,-2272.0192 2811.5777,-2271.7161 2813.7001,-2278.3866\"/>\n",
       "</g>\n",
       "<!-- 4591335760 -->\n",
       "<g id=\"node40\" class=\"node\">\n",
       "<title>4591335760</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2600.8144,-2390 2536.5001,-2390 2536.5001,-2370 2600.8144,-2370 2600.8144,-2390\"/>\n",
       "<text text-anchor=\"middle\" x=\"2568.6572\" y=\"-2376.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591335760&#45;&gt;4591324560 -->\n",
       "<g id=\"edge39\" class=\"edge\">\n",
       "<title>4591335760&#45;&gt;4591324560</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2586.6564,-2369.762C2604.1955,-2359.7855 2631.069,-2344.4997 2651.0711,-2333.1224\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2653.0313,-2336.0341 2659.993,-2328.0475 2649.5703,-2329.9495 2653.0313,-2336.0341\"/>\n",
       "</g>\n",
       "<!-- 4591323920 -->\n",
       "<g id=\"node185\" class=\"node\">\n",
       "<title>4591323920</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2607.4722,-2328 2501.8423,-2328 2501.8423,-2308 2607.4722,-2308 2607.4722,-2328\"/>\n",
       "<text text-anchor=\"middle\" x=\"2554.6572\" y=\"-2314.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591335760&#45;&gt;4591323920 -->\n",
       "<g id=\"edge189\" class=\"edge\">\n",
       "<title>4591335760&#45;&gt;4591323920</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2566.3454,-2369.762C2564.4087,-2361.185 2561.5858,-2348.6836 2559.1994,-2338.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2562.5428,-2337.031 2556.926,-2328.0475 2555.7147,-2338.5729 2562.5428,-2337.031\"/>\n",
       "</g>\n",
       "<!-- 4591335504 -->\n",
       "<g id=\"node41\" class=\"node\">\n",
       "<title>4591335504</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2556.4683,-2458 2470.8461,-2458 2470.8461,-2438 2556.4683,-2438 2556.4683,-2458\"/>\n",
       "<text text-anchor=\"middle\" x=\"2513.6572\" y=\"-2444.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591335504&#45;&gt;4591335760 -->\n",
       "<g id=\"edge40\" class=\"edge\">\n",
       "<title>4591335504&#45;&gt;4591335760</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2521.7727,-2437.9664C2530.2216,-2427.5204 2543.6374,-2410.9336 2553.9575,-2398.1742\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2556.9411,-2400.051 2560.5085,-2390.0748 2551.4985,-2395.6489 2556.9411,-2400.051\"/>\n",
       "</g>\n",
       "<!-- 4591335248 -->\n",
       "<g id=\"node42\" class=\"node\">\n",
       "<title>4591335248</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2500.8064,-2520 2416.5081,-2520 2416.5081,-2500 2500.8064,-2500 2500.8064,-2520\"/>\n",
       "<text text-anchor=\"middle\" x=\"2458.6572\" y=\"-2506.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591335248&#45;&gt;4591335504 -->\n",
       "<g id=\"edge41\" class=\"edge\">\n",
       "<title>4591335248&#45;&gt;4591335504</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2467.7394,-2499.762C2475.9086,-2490.553 2488.0911,-2476.82 2497.8553,-2465.8131\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2500.7262,-2467.851 2504.7441,-2458.0475 2495.4896,-2463.2056 2500.7262,-2467.851\"/>\n",
       "</g>\n",
       "<!-- 4591333968 -->\n",
       "<g id=\"node43\" class=\"node\">\n",
       "<title>4591333968</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2254.4683,-2576 2168.8461,-2576 2168.8461,-2556 2254.4683,-2556 2254.4683,-2576\"/>\n",
       "<text text-anchor=\"middle\" x=\"2211.6572\" y=\"-2562.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591333968&#45;&gt;4591335248 -->\n",
       "<g id=\"edge42\" class=\"edge\">\n",
       "<title>4591333968&#45;&gt;4591335248</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2254.3994,-2556.3095C2296.6321,-2546.7344 2361.3016,-2532.0725 2406.5284,-2521.8187\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2407.4596,-2525.1965 2416.4382,-2519.5719 2405.9118,-2518.3697 2407.4596,-2525.1965\"/>\n",
       "</g>\n",
       "<!-- 4591288528 -->\n",
       "<g id=\"node44\" class=\"node\">\n",
       "<title>4591288528</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2264.4722,-2638 2158.8423,-2638 2158.8423,-2618 2264.4722,-2618 2264.4722,-2638\"/>\n",
       "<text text-anchor=\"middle\" x=\"2211.6572\" y=\"-2624.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591288528&#45;&gt;4591333968 -->\n",
       "<g id=\"edge43\" class=\"edge\">\n",
       "<title>4591288528&#45;&gt;4591333968</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2211.6572,-2617.762C2211.6572,-2609.185 2211.6572,-2596.6836 2211.6572,-2586.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2215.1573,-2586.0475 2211.6572,-2576.0475 2208.1573,-2586.0476 2215.1573,-2586.0475\"/>\n",
       "</g>\n",
       "<!-- 4591333712 -->\n",
       "<g id=\"node45\" class=\"node\">\n",
       "<title>4591333712</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2189.8144,-2706 2125.5001,-2706 2125.5001,-2686 2189.8144,-2686 2189.8144,-2706\"/>\n",
       "<text text-anchor=\"middle\" x=\"2157.6572\" y=\"-2692.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591333712&#45;&gt;4591288528 -->\n",
       "<g id=\"edge44\" class=\"edge\">\n",
       "<title>4591333712&#45;&gt;4591288528</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2165.6251,-2685.9664C2173.9204,-2675.5204 2187.0923,-2658.9336 2197.2247,-2646.1742\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2200.1787,-2648.0825 2203.6567,-2638.0748 2194.6969,-2643.7293 2200.1787,-2648.0825\"/>\n",
       "</g>\n",
       "<!-- 4591333456 -->\n",
       "<g id=\"node46\" class=\"node\">\n",
       "<title>4591333456</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2200.4683,-2768 2114.8461,-2768 2114.8461,-2748 2200.4683,-2748 2200.4683,-2768\"/>\n",
       "<text text-anchor=\"middle\" x=\"2157.6572\" y=\"-2754.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591333456&#45;&gt;4591333712 -->\n",
       "<g id=\"edge45\" class=\"edge\">\n",
       "<title>4591333456&#45;&gt;4591333712</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2157.6572,-2747.762C2157.6572,-2739.185 2157.6572,-2726.6836 2157.6572,-2716.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2161.1573,-2716.0475 2157.6572,-2706.0475 2154.1573,-2716.0476 2161.1573,-2716.0475\"/>\n",
       "</g>\n",
       "<!-- 4591726160 -->\n",
       "<g id=\"node47\" class=\"node\">\n",
       "<title>4591726160</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2199.8064,-2824 2115.5081,-2824 2115.5081,-2804 2199.8064,-2804 2199.8064,-2824\"/>\n",
       "<text text-anchor=\"middle\" x=\"2157.6572\" y=\"-2810.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591726160&#45;&gt;4591333456 -->\n",
       "<g id=\"edge46\" class=\"edge\">\n",
       "<title>4591726160&#45;&gt;4591333456</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2157.6572,-2803.9883C2157.6572,-2796.9098 2157.6572,-2787.1714 2157.6572,-2778.4779\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2161.1573,-2778.3038 2157.6572,-2768.3039 2154.1573,-2778.3039 2161.1573,-2778.3038\"/>\n",
       "</g>\n",
       "<!-- 4591289168 -->\n",
       "<g id=\"node48\" class=\"node\">\n",
       "<title>4591289168</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2034.4722,-2880 1928.8423,-2880 1928.8423,-2860 2034.4722,-2860 2034.4722,-2880\"/>\n",
       "<text text-anchor=\"middle\" x=\"1981.6572\" y=\"-2866.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591289168&#45;&gt;4591726160 -->\n",
       "<g id=\"edge47\" class=\"edge\">\n",
       "<title>4591289168&#45;&gt;4591726160</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2013.1225,-2859.9883C2041.9402,-2850.819 2084.785,-2837.1866 2116.3487,-2827.1436\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2117.7001,-2830.3866 2126.1682,-2824.0192 2115.5777,-2823.7161 2117.7001,-2830.3866\"/>\n",
       "</g>\n",
       "<!-- 4591724880 -->\n",
       "<g id=\"node49\" class=\"node\">\n",
       "<title>4591724880</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2008.8144,-2942 1944.5001,-2942 1944.5001,-2922 2008.8144,-2922 2008.8144,-2942\"/>\n",
       "<text text-anchor=\"middle\" x=\"1976.6572\" y=\"-2928.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591724880&#45;&gt;4591289168 -->\n",
       "<g id=\"edge48\" class=\"edge\">\n",
       "<title>4591724880&#45;&gt;4591289168</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1977.4829,-2921.762C1978.1746,-2913.185 1979.1827,-2900.6836 1980.035,-2890.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1983.5317,-2890.2965 1980.8469,-2880.0475 1976.5543,-2889.7338 1983.5317,-2890.2965\"/>\n",
       "</g>\n",
       "<!-- 4591724624 -->\n",
       "<g id=\"node50\" class=\"node\">\n",
       "<title>4591724624</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2018.4683,-3010 1932.8461,-3010 1932.8461,-2990 2018.4683,-2990 2018.4683,-3010\"/>\n",
       "<text text-anchor=\"middle\" x=\"1975.6572\" y=\"-2996.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591724624&#45;&gt;4591724880 -->\n",
       "<g id=\"edge49\" class=\"edge\">\n",
       "<title>4591724624&#45;&gt;4591724880</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1975.8048,-2989.9664C1975.9495,-2980.1231 1976.1745,-2964.827 1976.3569,-2952.4189\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1979.8616,-2952.1252 1976.5091,-2942.0748 1972.8623,-2952.0222 1979.8616,-2952.1252\"/>\n",
       "</g>\n",
       "<!-- 4591724368 -->\n",
       "<g id=\"node51\" class=\"node\">\n",
       "<title>4591724368</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2017.8064,-3072 1933.5081,-3072 1933.5081,-3052 2017.8064,-3052 2017.8064,-3072\"/>\n",
       "<text text-anchor=\"middle\" x=\"1975.6572\" y=\"-3058.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591724368&#45;&gt;4591724624 -->\n",
       "<g id=\"edge50\" class=\"edge\">\n",
       "<title>4591724368&#45;&gt;4591724624</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1975.6572,-3051.762C1975.6572,-3043.185 1975.6572,-3030.6836 1975.6572,-3020.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1979.1573,-3020.0475 1975.6572,-3010.0475 1972.1573,-3020.0476 1979.1573,-3020.0475\"/>\n",
       "</g>\n",
       "<!-- 4591723088 -->\n",
       "<g id=\"node52\" class=\"node\">\n",
       "<title>4591723088</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1852.4683,-3128 1766.8461,-3128 1766.8461,-3108 1852.4683,-3108 1852.4683,-3128\"/>\n",
       "<text text-anchor=\"middle\" x=\"1809.6572\" y=\"-3114.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591723088&#45;&gt;4591333968 -->\n",
       "<g id=\"edge167\" class=\"edge\">\n",
       "<title>4591723088&#45;&gt;4591333968</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1821.5466,-3107.9739C1842.4647,-3089.1393 1883.6572,-3046.1861 1883.6572,-3000 1883.6572,-3000 1883.6572,-3000 1883.6572,-2696 1883.6572,-2637.5497 2065.9455,-2593.9994 2158.7335,-2575.6176\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2159.6328,-2579.0081 2168.777,-2573.657 2158.2916,-2572.1378 2159.6328,-2579.0081\"/>\n",
       "</g>\n",
       "<!-- 4591723088&#45;&gt;4591724368 -->\n",
       "<g id=\"edge51\" class=\"edge\">\n",
       "<title>4591723088&#45;&gt;4591724368</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1839.3347,-3107.9883C1866.3974,-3098.8587 1906.5759,-3085.3046 1936.3085,-3075.2743\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1937.6007,-3078.5322 1945.9573,-3072.0192 1935.3631,-3071.8994 1937.6007,-3078.5322\"/>\n",
       "</g>\n",
       "<!-- 4591289936 -->\n",
       "<g id=\"node53\" class=\"node\">\n",
       "<title>4591289936</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1862.4722,-3190 1756.8423,-3190 1756.8423,-3170 1862.4722,-3170 1862.4722,-3190\"/>\n",
       "<text text-anchor=\"middle\" x=\"1809.6572\" y=\"-3176.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591289936&#45;&gt;4591723088 -->\n",
       "<g id=\"edge52\" class=\"edge\">\n",
       "<title>4591289936&#45;&gt;4591723088</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1809.6572,-3169.762C1809.6572,-3161.185 1809.6572,-3148.6836 1809.6572,-3138.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1813.1573,-3138.0475 1809.6572,-3128.0475 1806.1573,-3138.0476 1813.1573,-3138.0475\"/>\n",
       "</g>\n",
       "<!-- 4591722832 -->\n",
       "<g id=\"node54\" class=\"node\">\n",
       "<title>4591722832</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1836.8144,-3258 1772.5001,-3258 1772.5001,-3238 1836.8144,-3238 1836.8144,-3258\"/>\n",
       "<text text-anchor=\"middle\" x=\"1804.6572\" y=\"-3244.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591722832&#45;&gt;4591289936 -->\n",
       "<g id=\"edge53\" class=\"edge\">\n",
       "<title>4591722832&#45;&gt;4591289936</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1805.395,-3237.9664C1806.1188,-3228.1231 1807.2435,-3212.827 1808.1558,-3200.4189\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1811.6736,-3200.3046 1808.9164,-3190.0748 1804.6925,-3199.7912 1811.6736,-3200.3046\"/>\n",
       "</g>\n",
       "<!-- 4591722576 -->\n",
       "<g id=\"node55\" class=\"node\">\n",
       "<title>4591722576</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1847.4683,-3320 1761.8461,-3320 1761.8461,-3300 1847.4683,-3300 1847.4683,-3320\"/>\n",
       "<text text-anchor=\"middle\" x=\"1804.6572\" y=\"-3306.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591722576&#45;&gt;4591722832 -->\n",
       "<g id=\"edge54\" class=\"edge\">\n",
       "<title>4591722576&#45;&gt;4591722832</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1804.6572,-3299.762C1804.6572,-3291.185 1804.6572,-3278.6836 1804.6572,-3268.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1808.1573,-3268.0475 1804.6572,-3258.0475 1801.1573,-3268.0476 1808.1573,-3268.0475\"/>\n",
       "</g>\n",
       "<!-- 4591709776 -->\n",
       "<g id=\"node56\" class=\"node\">\n",
       "<title>4591709776</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1846.8064,-3376 1762.5081,-3376 1762.5081,-3356 1846.8064,-3356 1846.8064,-3376\"/>\n",
       "<text text-anchor=\"middle\" x=\"1804.6572\" y=\"-3362.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591709776&#45;&gt;4591722576 -->\n",
       "<g id=\"edge55\" class=\"edge\">\n",
       "<title>4591709776&#45;&gt;4591722576</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1804.6572,-3355.9883C1804.6572,-3348.9098 1804.6572,-3339.1714 1804.6572,-3330.4779\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1808.1573,-3330.3038 1804.6572,-3320.3039 1801.1573,-3330.3039 1808.1573,-3330.3038\"/>\n",
       "</g>\n",
       "<!-- 4591290640 -->\n",
       "<g id=\"node57\" class=\"node\">\n",
       "<title>4591290640</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1681.4722,-3432 1575.8423,-3432 1575.8423,-3412 1681.4722,-3412 1681.4722,-3432\"/>\n",
       "<text text-anchor=\"middle\" x=\"1628.6572\" y=\"-3418.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591290640&#45;&gt;4591709776 -->\n",
       "<g id=\"edge56\" class=\"edge\">\n",
       "<title>4591290640&#45;&gt;4591709776</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1660.1225,-3411.9883C1688.9402,-3402.819 1731.785,-3389.1866 1763.3487,-3379.1436\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1764.7001,-3382.3866 1773.1682,-3376.0192 1762.5777,-3375.7161 1764.7001,-3382.3866\"/>\n",
       "</g>\n",
       "<!-- 4591708496 -->\n",
       "<g id=\"node58\" class=\"node\">\n",
       "<title>4591708496</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1551.8144,-3494 1487.5001,-3494 1487.5001,-3474 1551.8144,-3474 1551.8144,-3494\"/>\n",
       "<text text-anchor=\"middle\" x=\"1519.6572\" y=\"-3480.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591708496&#45;&gt;4591290640 -->\n",
       "<g id=\"edge57\" class=\"edge\">\n",
       "<title>4591708496&#45;&gt;4591290640</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1537.6564,-3473.762C1555.1955,-3463.7855 1582.069,-3448.4997 1602.0711,-3437.1224\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1604.0313,-3440.0341 1610.993,-3432.0475 1600.5703,-3433.9495 1604.0313,-3440.0341\"/>\n",
       "</g>\n",
       "<!-- 4591290000 -->\n",
       "<g id=\"node143\" class=\"node\">\n",
       "<title>4591290000</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1558.4722,-3432 1452.8423,-3432 1452.8423,-3412 1558.4722,-3412 1558.4722,-3432\"/>\n",
       "<text text-anchor=\"middle\" x=\"1505.6572\" y=\"-3418.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591708496&#45;&gt;4591290000 -->\n",
       "<g id=\"edge145\" class=\"edge\">\n",
       "<title>4591708496&#45;&gt;4591290000</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1517.3454,-3473.762C1515.4087,-3465.185 1512.5858,-3452.6836 1510.1994,-3442.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1513.5428,-3441.031 1507.926,-3432.0475 1506.7147,-3442.5729 1513.5428,-3441.031\"/>\n",
       "</g>\n",
       "<!-- 4591708240 -->\n",
       "<g id=\"node59\" class=\"node\">\n",
       "<title>4591708240</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1510.4683,-3562 1424.8461,-3562 1424.8461,-3542 1510.4683,-3542 1510.4683,-3562\"/>\n",
       "<text text-anchor=\"middle\" x=\"1467.6572\" y=\"-3548.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591708240&#45;&gt;4591708496 -->\n",
       "<g id=\"edge58\" class=\"edge\">\n",
       "<title>4591708240&#45;&gt;4591708496</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1475.33,-3541.9664C1483.3181,-3531.5204 1496.0021,-3514.9336 1505.7593,-3502.1742\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1508.6587,-3504.1445 1511.953,-3494.0748 1503.0982,-3499.8923 1508.6587,-3504.1445\"/>\n",
       "</g>\n",
       "<!-- 4591707984 -->\n",
       "<g id=\"node60\" class=\"node\">\n",
       "<title>4591707984</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1454.8064,-3624 1370.5081,-3624 1370.5081,-3604 1454.8064,-3604 1454.8064,-3624\"/>\n",
       "<text text-anchor=\"middle\" x=\"1412.6572\" y=\"-3610.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591707984&#45;&gt;4591708240 -->\n",
       "<g id=\"edge59\" class=\"edge\">\n",
       "<title>4591707984&#45;&gt;4591708240</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1421.7394,-3603.762C1429.9086,-3594.553 1442.0911,-3580.82 1451.8553,-3569.8131\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1454.7262,-3571.851 1458.7441,-3562.0475 1449.4896,-3567.2056 1454.7262,-3571.851\"/>\n",
       "</g>\n",
       "<!-- 4591706704 -->\n",
       "<g id=\"node61\" class=\"node\">\n",
       "<title>4591706704</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1197.4683,-3680 1111.8461,-3680 1111.8461,-3660 1197.4683,-3660 1197.4683,-3680\"/>\n",
       "<text text-anchor=\"middle\" x=\"1154.6572\" y=\"-3666.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591706704&#45;&gt;4591707984 -->\n",
       "<g id=\"edge60\" class=\"edge\">\n",
       "<title>4591706704&#45;&gt;4591707984</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1197.5503,-3660.6899C1242.2304,-3650.9919 1312.2733,-3635.7888 1360.2137,-3625.3831\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1361.061,-3628.7808 1370.0911,-3623.2392 1359.5762,-3621.94 1361.061,-3628.7808\"/>\n",
       "</g>\n",
       "<!-- 4591291408 -->\n",
       "<g id=\"node62\" class=\"node\">\n",
       "<title>4591291408</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1207.4722,-3742 1101.8423,-3742 1101.8423,-3722 1207.4722,-3722 1207.4722,-3742\"/>\n",
       "<text text-anchor=\"middle\" x=\"1154.6572\" y=\"-3728.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591291408&#45;&gt;4591706704 -->\n",
       "<g id=\"edge61\" class=\"edge\">\n",
       "<title>4591291408&#45;&gt;4591706704</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1154.6572,-3721.762C1154.6572,-3713.185 1154.6572,-3700.6836 1154.6572,-3690.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1158.1573,-3690.0475 1154.6572,-3680.0475 1151.1573,-3690.0476 1158.1573,-3690.0475\"/>\n",
       "</g>\n",
       "<!-- 4591706448 -->\n",
       "<g id=\"node63\" class=\"node\">\n",
       "<title>4591706448</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1152.8144,-3810 1088.5001,-3810 1088.5001,-3790 1152.8144,-3790 1152.8144,-3810\"/>\n",
       "<text text-anchor=\"middle\" x=\"1120.6572\" y=\"-3796.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591706448&#45;&gt;4591291408 -->\n",
       "<g id=\"edge62\" class=\"edge\">\n",
       "<title>4591706448&#45;&gt;4591291408</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1125.674,-3789.9664C1130.7463,-3779.8218 1138.7145,-3763.8854 1145.0134,-3751.2877\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1148.2781,-3752.5843 1149.6198,-3742.0748 1142.0171,-3749.4538 1148.2781,-3752.5843\"/>\n",
       "</g>\n",
       "<!-- 4591706192 -->\n",
       "<g id=\"node64\" class=\"node\">\n",
       "<title>4591706192</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1163.4683,-3872 1077.8461,-3872 1077.8461,-3852 1163.4683,-3852 1163.4683,-3872\"/>\n",
       "<text text-anchor=\"middle\" x=\"1120.6572\" y=\"-3858.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591706192&#45;&gt;4591706448 -->\n",
       "<g id=\"edge63\" class=\"edge\">\n",
       "<title>4591706192&#45;&gt;4591706448</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1120.6572,-3851.762C1120.6572,-3843.185 1120.6572,-3830.6836 1120.6572,-3820.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1124.1573,-3820.0475 1120.6572,-3810.0475 1117.1573,-3820.0476 1124.1573,-3820.0475\"/>\n",
       "</g>\n",
       "<!-- 4591775312 -->\n",
       "<g id=\"node65\" class=\"node\">\n",
       "<title>4591775312</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1162.8064,-3928 1078.5081,-3928 1078.5081,-3908 1162.8064,-3908 1162.8064,-3928\"/>\n",
       "<text text-anchor=\"middle\" x=\"1120.6572\" y=\"-3914.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591775312&#45;&gt;4591706192 -->\n",
       "<g id=\"edge64\" class=\"edge\">\n",
       "<title>4591775312&#45;&gt;4591706192</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1120.6572,-3907.9883C1120.6572,-3900.9098 1120.6572,-3891.1714 1120.6572,-3882.4779\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1124.1573,-3882.3038 1120.6572,-3872.3039 1117.1573,-3882.3039 1124.1573,-3882.3038\"/>\n",
       "</g>\n",
       "<!-- 4591292048 -->\n",
       "<g id=\"node66\" class=\"node\">\n",
       "<title>4591292048</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1000.4722,-3984 894.8423,-3984 894.8423,-3964 1000.4722,-3964 1000.4722,-3984\"/>\n",
       "<text text-anchor=\"middle\" x=\"947.6572\" y=\"-3970.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591292048&#45;&gt;4591775312 -->\n",
       "<g id=\"edge65\" class=\"edge\">\n",
       "<title>4591292048&#45;&gt;4591775312</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M978.5862,-3963.9883C1006.9127,-3954.819 1049.0272,-3941.1866 1080.0528,-3931.1436\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1081.2688,-3934.4289 1089.7049,-3928.0192 1079.113,-3927.7691 1081.2688,-3934.4289\"/>\n",
       "</g>\n",
       "<!-- 4591774032 -->\n",
       "<g id=\"node67\" class=\"node\">\n",
       "<title>4591774032</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"974.8144,-4046 910.5001,-4046 910.5001,-4026 974.8144,-4026 974.8144,-4046\"/>\n",
       "<text text-anchor=\"middle\" x=\"942.6572\" y=\"-4032.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591774032&#45;&gt;4591292048 -->\n",
       "<g id=\"edge66\" class=\"edge\">\n",
       "<title>4591774032&#45;&gt;4591292048</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M943.4829,-4025.762C944.1746,-4017.185 945.1827,-4004.6836 946.035,-3994.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"949.5317,-3994.2965 946.8469,-3984.0475 942.5543,-3993.7338 949.5317,-3994.2965\"/>\n",
       "</g>\n",
       "<!-- 4591773776 -->\n",
       "<g id=\"node68\" class=\"node\">\n",
       "<title>4591773776</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"985.4683,-4114 899.8461,-4114 899.8461,-4094 985.4683,-4094 985.4683,-4114\"/>\n",
       "<text text-anchor=\"middle\" x=\"942.6572\" y=\"-4100.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591773776&#45;&gt;4591774032 -->\n",
       "<g id=\"edge67\" class=\"edge\">\n",
       "<title>4591773776&#45;&gt;4591774032</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M942.6572,-4093.9664C942.6572,-4084.1231 942.6572,-4068.827 942.6572,-4056.4189\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"946.1573,-4056.0748 942.6572,-4046.0748 939.1573,-4056.0748 946.1573,-4056.0748\"/>\n",
       "</g>\n",
       "<!-- 4591773520 -->\n",
       "<g id=\"node69\" class=\"node\">\n",
       "<title>4591773520</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"984.8064,-4176 900.5081,-4176 900.5081,-4156 984.8064,-4156 984.8064,-4176\"/>\n",
       "<text text-anchor=\"middle\" x=\"942.6572\" y=\"-4162.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4591773520&#45;&gt;4591773776 -->\n",
       "<g id=\"edge68\" class=\"edge\">\n",
       "<title>4591773520&#45;&gt;4591773776</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M942.6572,-4155.762C942.6572,-4147.185 942.6572,-4134.6836 942.6572,-4124.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"946.1573,-4124.0475 942.6572,-4114.0475 939.1573,-4124.0476 946.1573,-4124.0475\"/>\n",
       "</g>\n",
       "<!-- 4591772240 -->\n",
       "<g id=\"node70\" class=\"node\">\n",
       "<title>4591772240</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"822.4683,-4232 736.8461,-4232 736.8461,-4212 822.4683,-4212 822.4683,-4232\"/>\n",
       "<text text-anchor=\"middle\" x=\"779.6572\" y=\"-4218.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591772240&#45;&gt;4591706704 -->\n",
       "<g id=\"edge123\" class=\"edge\">\n",
       "<title>4591772240&#45;&gt;4591706704</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M790.9039,-4211.8403C810.6913,-4192.7885 849.6572,-4149.4953 849.6572,-4104 849.6572,-4104 849.6572,-4104 849.6572,-3800 849.6572,-3745.8082 1014.6618,-3701.0055 1101.9406,-3681.0978\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1102.9392,-3684.4607 1111.9271,-3678.8512 1101.4028,-3677.6314 1102.9392,-3684.4607\"/>\n",
       "</g>\n",
       "<!-- 4591772240&#45;&gt;4591773520 -->\n",
       "<g id=\"edge69\" class=\"edge\">\n",
       "<title>4591772240&#45;&gt;4591773520</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M808.7984,-4211.9883C835.372,-4202.8587 874.8243,-4189.3046 904.0197,-4179.2743\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"905.1739,-4182.5786 913.4941,-4176.0192 902.8994,-4175.9584 905.1739,-4182.5786\"/>\n",
       "</g>\n",
       "<!-- 4591370704 -->\n",
       "<g id=\"node71\" class=\"node\">\n",
       "<title>4591370704</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"832.4722,-4294 726.8423,-4294 726.8423,-4274 832.4722,-4274 832.4722,-4294\"/>\n",
       "<text text-anchor=\"middle\" x=\"779.6572\" y=\"-4280.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591370704&#45;&gt;4591772240 -->\n",
       "<g id=\"edge70\" class=\"edge\">\n",
       "<title>4591370704&#45;&gt;4591772240</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M779.6572,-4273.762C779.6572,-4265.185 779.6572,-4252.6836 779.6572,-4242.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"783.1573,-4242.0475 779.6572,-4232.0475 776.1573,-4242.0476 783.1573,-4242.0475\"/>\n",
       "</g>\n",
       "<!-- 4591771984 -->\n",
       "<g id=\"node72\" class=\"node\">\n",
       "<title>4591771984</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"757.8144,-4362 693.5001,-4362 693.5001,-4342 757.8144,-4342 757.8144,-4362\"/>\n",
       "<text text-anchor=\"middle\" x=\"725.6572\" y=\"-4348.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4591771984&#45;&gt;4591370704 -->\n",
       "<g id=\"edge71\" class=\"edge\">\n",
       "<title>4591771984&#45;&gt;4591370704</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M733.6251,-4341.9664C741.9204,-4331.5204 755.0923,-4314.9336 765.2247,-4302.1742\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"768.1787,-4304.0825 771.6567,-4294.0748 762.6969,-4299.7293 768.1787,-4304.0825\"/>\n",
       "</g>\n",
       "<!-- 4591771728 -->\n",
       "<g id=\"node73\" class=\"node\">\n",
       "<title>4591771728</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"768.4683,-4424 682.8461,-4424 682.8461,-4404 768.4683,-4404 768.4683,-4424\"/>\n",
       "<text text-anchor=\"middle\" x=\"725.6572\" y=\"-4410.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4591771728&#45;&gt;4591771984 -->\n",
       "<g id=\"edge72\" class=\"edge\">\n",
       "<title>4591771728&#45;&gt;4591771984</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M725.6572,-4403.762C725.6572,-4395.185 725.6572,-4382.6836 725.6572,-4372.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"729.1573,-4372.0475 725.6572,-4362.0475 722.1573,-4372.0476 729.1573,-4372.0475\"/>\n",
       "</g>\n",
       "<!-- 4590571088 -->\n",
       "<g id=\"node74\" class=\"node\">\n",
       "<title>4590571088</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"767.8064,-4480 683.5081,-4480 683.5081,-4460 767.8064,-4460 767.8064,-4480\"/>\n",
       "<text text-anchor=\"middle\" x=\"725.6572\" y=\"-4466.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4590571088&#45;&gt;4591771728 -->\n",
       "<g id=\"edge73\" class=\"edge\">\n",
       "<title>4590571088&#45;&gt;4591771728</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M725.6572,-4459.9883C725.6572,-4452.9098 725.6572,-4443.1714 725.6572,-4434.4779\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"729.1573,-4434.3038 725.6572,-4424.3039 722.1573,-4434.3039 729.1573,-4434.3038\"/>\n",
       "</g>\n",
       "<!-- 4591371344 -->\n",
       "<g id=\"node75\" class=\"node\">\n",
       "<title>4591371344</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"605.4722,-4536 499.8423,-4536 499.8423,-4516 605.4722,-4516 605.4722,-4536\"/>\n",
       "<text text-anchor=\"middle\" x=\"552.6572\" y=\"-4522.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591371344&#45;&gt;4590571088 -->\n",
       "<g id=\"edge74\" class=\"edge\">\n",
       "<title>4591371344&#45;&gt;4590571088</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M583.5862,-4515.9883C611.9127,-4506.819 654.0272,-4493.1866 685.0528,-4483.1436\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"686.2688,-4486.4289 694.7049,-4480.0192 684.113,-4479.7691 686.2688,-4486.4289\"/>\n",
       "</g>\n",
       "<!-- 4590569808 -->\n",
       "<g id=\"node76\" class=\"node\">\n",
       "<title>4590569808</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"483.6611,-4598 411.6533,-4598 411.6533,-4578 483.6611,-4578 483.6611,-4598\"/>\n",
       "<text text-anchor=\"middle\" x=\"447.6572\" y=\"-4584.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MaxPool2d</text>\n",
       "</g>\n",
       "<!-- 4590569808&#45;&gt;4591772240 -->\n",
       "<g id=\"edge102\" class=\"edge\">\n",
       "<title>4590569808&#45;&gt;4591772240</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M449.9496,-4577.9602C454.3738,-4557.6773 463.6572,-4510.3135 463.6572,-4470 463.6572,-4470 463.6572,-4470 463.6572,-4352 463.6572,-4295.8074 636.7148,-4251.5891 726.6929,-4232.3963\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"727.6455,-4235.7726 736.7112,-4230.2895 726.2049,-4228.9224 727.6455,-4235.7726\"/>\n",
       "</g>\n",
       "<!-- 4590569808&#45;&gt;4591371344 -->\n",
       "<g id=\"edge75\" class=\"edge\">\n",
       "<title>4590569808&#45;&gt;4591371344</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M464.9958,-4577.762C481.8149,-4567.8307 507.5445,-4552.638 526.7848,-4541.2771\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"528.8099,-4544.1459 535.6412,-4536.0475 525.2507,-4538.1183 528.8099,-4544.1459\"/>\n",
       "</g>\n",
       "<!-- 4590569552 -->\n",
       "<g id=\"node77\" class=\"node\">\n",
       "<title>4590569552</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"430.8144,-4666 366.5001,-4666 366.5001,-4646 430.8144,-4646 430.8144,-4666\"/>\n",
       "<text text-anchor=\"middle\" x=\"398.6572\" y=\"-4652.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">Threshold</text>\n",
       "</g>\n",
       "<!-- 4590569552&#45;&gt;4590569808 -->\n",
       "<g id=\"edge76\" class=\"edge\">\n",
       "<title>4590569552&#45;&gt;4590569808</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M405.8873,-4645.9664C413.3422,-4635.6209 425.1374,-4619.252 434.2951,-4606.5433\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"437.3908,-4608.2341 440.3974,-4598.0748 431.7116,-4604.1417 437.3908,-4608.2341\"/>\n",
       "</g>\n",
       "<!-- 4590569296 -->\n",
       "<g id=\"node78\" class=\"node\">\n",
       "<title>4590569296</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"387.4683,-4728 301.8461,-4728 301.8461,-4708 387.4683,-4708 387.4683,-4728\"/>\n",
       "<text text-anchor=\"middle\" x=\"344.6572\" y=\"-4714.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">AddBackward</text>\n",
       "</g>\n",
       "<!-- 4590569296&#45;&gt;4590569552 -->\n",
       "<g id=\"edge77\" class=\"edge\">\n",
       "<title>4590569296&#45;&gt;4590569552</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M353.5742,-4707.762C361.595,-4698.553 373.5559,-4684.82 383.1426,-4673.8131\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"385.9776,-4675.8871 389.9061,-4666.0475 380.699,-4671.2896 385.9776,-4675.8871\"/>\n",
       "</g>\n",
       "<!-- 4590569040 -->\n",
       "<g id=\"node79\" class=\"node\">\n",
       "<title>4590569040</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"331.8064,-4784 247.5081,-4784 247.5081,-4764 331.8064,-4764 331.8064,-4784\"/>\n",
       "<text text-anchor=\"middle\" x=\"289.6572\" y=\"-4770.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">MulBackward</text>\n",
       "</g>\n",
       "<!-- 4590569040&#45;&gt;4590569296 -->\n",
       "<g id=\"edge78\" class=\"edge\">\n",
       "<title>4590569040&#45;&gt;4590569296</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M299.4901,-4763.9883C307.2147,-4756.1233 318.1644,-4744.9745 327.3481,-4735.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"330.0273,-4737.8909 334.5373,-4728.3039 325.0332,-4732.9859 330.0273,-4737.8909\"/>\n",
       "</g>\n",
       "<!-- 4591372240 -->\n",
       "<g id=\"node80\" class=\"node\">\n",
       "<title>4591372240</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"105.4722,-4840 -.1577,-4840 -.1577,-4820 105.4722,-4820 105.4722,-4840\"/>\n",
       "<text text-anchor=\"middle\" x=\"52.6572\" y=\"-4826.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ConvNdBackward</text>\n",
       "</g>\n",
       "<!-- 4591372240&#45;&gt;4590569040 -->\n",
       "<g id=\"edge79\" class=\"edge\">\n",
       "<title>4591372240&#45;&gt;4590569040</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M95.0281,-4819.9883C134.8417,-4810.5809 194.538,-4796.4754 237.3121,-4786.3685\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"238.3272,-4789.7251 247.2543,-4784.0192 236.7174,-4782.9127 238.3272,-4789.7251\"/>\n",
       "</g>\n",
       "<!-- 4591372496 -->\n",
       "<g id=\"node81\" class=\"node\">\n",
       "<title>4591372496</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"90.1494,-4908 15.165,-4908 15.165,-4876 90.1494,-4876 90.1494,-4908\"/>\n",
       "<text text-anchor=\"middle\" x=\"52.6572\" y=\"-4894.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">conv0</text>\n",
       "<text text-anchor=\"middle\" x=\"52.6572\" y=\"-4882.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64, 3, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591372496&#45;&gt;4591372240 -->\n",
       "<g id=\"edge80\" class=\"edge\">\n",
       "<title>4591372496&#45;&gt;4591372240</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M52.6572,-4875.7102C52.6572,-4868.0144 52.6572,-4858.744 52.6572,-4850.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"56.1573,-4850.3512 52.6572,-4840.3512 49.1573,-4850.3513 56.1573,-4850.3512\"/>\n",
       "</g>\n",
       "<!-- 4590568016 -->\n",
       "<g id=\"node82\" class=\"node\">\n",
       "<title>4590568016</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"224.4585,-4840 122.856,-4840 122.856,-4820 224.4585,-4820 224.4585,-4840\"/>\n",
       "<text text-anchor=\"middle\" x=\"173.6572\" y=\"-4826.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4590568016&#45;&gt;4590569040 -->\n",
       "<g id=\"edge81\" class=\"edge\">\n",
       "<title>4590568016&#45;&gt;4590569040</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M194.3957,-4819.9883C212.5107,-4811.2431 239.0354,-4798.4381 259.4985,-4788.5594\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"261.2233,-4791.6133 268.7072,-4784.1138 258.18,-4785.3094 261.2233,-4791.6133\"/>\n",
       "</g>\n",
       "<!-- 4590568272 -->\n",
       "<g id=\"node83\" class=\"node\">\n",
       "<title>4590568272</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"218.5791,-4902 128.7353,-4902 128.7353,-4882 218.5791,-4882 218.5791,-4902\"/>\n",
       "<text text-anchor=\"middle\" x=\"173.6572\" y=\"-4888.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4590568272&#45;&gt;4590568016 -->\n",
       "<g id=\"edge82\" class=\"edge\">\n",
       "<title>4590568272&#45;&gt;4590568016</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M173.6572,-4881.762C173.6572,-4873.185 173.6572,-4860.6836 173.6572,-4850.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"177.1573,-4850.0475 173.6572,-4840.0475 170.1573,-4850.0476 177.1573,-4850.0475\"/>\n",
       "</g>\n",
       "<!-- 4591372752 -->\n",
       "<g id=\"node84\" class=\"node\">\n",
       "<title>4591372752</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"202.3067,-4976 145.0077,-4976 145.0077,-4944 202.3067,-4944 202.3067,-4976\"/>\n",
       "<text text-anchor=\"middle\" x=\"173.6572\" y=\"-4962.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">affine0.a</text>\n",
       "<text text-anchor=\"middle\" x=\"173.6572\" y=\"-4950.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64)</text>\n",
       "</g>\n",
       "<!-- 4591372752&#45;&gt;4590568272 -->\n",
       "<g id=\"edge83\" class=\"edge\">\n",
       "<title>4591372752&#45;&gt;4590568272</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M173.6572,-4943.8849C173.6572,-4934.5254 173.6572,-4922.6379 173.6572,-4912.6036\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"177.1573,-4912.2954 173.6572,-4902.2954 170.1573,-4912.2954 177.1573,-4912.2954\"/>\n",
       "</g>\n",
       "<!-- 4591286032 -->\n",
       "<g id=\"node85\" class=\"node\">\n",
       "<title>4591286032</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"337.2706,-4840 242.0439,-4840 242.0439,-4820 337.2706,-4820 337.2706,-4840\"/>\n",
       "<text text-anchor=\"middle\" x=\"289.6572\" y=\"-4826.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 112, 112)</text>\n",
       "</g>\n",
       "<!-- 4591286032&#45;&gt;4590569040 -->\n",
       "<g id=\"edge84\" class=\"edge\">\n",
       "<title>4591286032&#45;&gt;4590569040</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M289.6572,-4819.9883C289.6572,-4812.9098 289.6572,-4803.1714 289.6572,-4794.4779\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"293.1573,-4794.3038 289.6572,-4784.3039 286.1573,-4794.3039 293.1573,-4794.3038\"/>\n",
       "</g>\n",
       "<!-- 4591286104 -->\n",
       "<g id=\"node86\" class=\"node\">\n",
       "<title>4591286104</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"450.2706,-4840 355.0439,-4840 355.0439,-4820 450.2706,-4820 450.2706,-4840\"/>\n",
       "<text text-anchor=\"middle\" x=\"402.6572\" y=\"-4826.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 112, 112)</text>\n",
       "</g>\n",
       "<!-- 4591286104&#45;&gt;4590569040 -->\n",
       "<g id=\"edge85\" class=\"edge\">\n",
       "<title>4591286104&#45;&gt;4590569040</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M382.4551,-4819.9883C364.8086,-4811.2431 338.9699,-4798.4381 319.036,-4788.5594\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"320.5797,-4785.4182 310.0655,-4784.1138 317.4714,-4791.6903 320.5797,-4785.4182\"/>\n",
       "</g>\n",
       "<!-- 4590568784 -->\n",
       "<g id=\"node87\" class=\"node\">\n",
       "<title>4590568784</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"507.4585,-4784 405.856,-4784 405.856,-4764 507.4585,-4764 507.4585,-4784\"/>\n",
       "<text text-anchor=\"middle\" x=\"456.6572\" y=\"-4770.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4590568784&#45;&gt;4590569296 -->\n",
       "<g id=\"edge86\" class=\"edge\">\n",
       "<title>4590568784&#45;&gt;4590569296</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M436.6339,-4763.9883C419.2227,-4755.2827 393.7651,-4742.5539 374.0446,-4732.6937\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"375.3944,-4729.4555 364.8849,-4728.1138 372.2639,-4735.7165 375.3944,-4729.4555\"/>\n",
       "</g>\n",
       "<!-- 4590568528 -->\n",
       "<g id=\"node88\" class=\"node\">\n",
       "<title>4590568528</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"558.5791,-4840 468.7353,-4840 468.7353,-4820 558.5791,-4820 558.5791,-4840\"/>\n",
       "<text text-anchor=\"middle\" x=\"513.6572\" y=\"-4826.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4590568528&#45;&gt;4590568784 -->\n",
       "<g id=\"edge87\" class=\"edge\">\n",
       "<title>4590568528&#45;&gt;4590568784</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M503.4668,-4819.9883C495.3812,-4812.0446 483.8861,-4800.7512 474.3108,-4791.3439\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"476.7314,-4788.8154 467.1451,-4784.3039 471.8256,-4793.8088 476.7314,-4788.8154\"/>\n",
       "</g>\n",
       "<!-- 4591373072 -->\n",
       "<g id=\"node89\" class=\"node\">\n",
       "<title>4591373072</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"542.9804,-4908 484.3341,-4908 484.3341,-4876 542.9804,-4876 542.9804,-4908\"/>\n",
       "<text text-anchor=\"middle\" x=\"513.6572\" y=\"-4894.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">affine0.b</text>\n",
       "<text text-anchor=\"middle\" x=\"513.6572\" y=\"-4882.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64)</text>\n",
       "</g>\n",
       "<!-- 4591373072&#45;&gt;4590568528 -->\n",
       "<g id=\"edge88\" class=\"edge\">\n",
       "<title>4591373072&#45;&gt;4590568528</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M513.6572,-4875.7102C513.6572,-4868.0144 513.6572,-4858.744 513.6572,-4850.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"517.1573,-4850.3512 513.6572,-4840.3512 510.1573,-4850.3513 517.1573,-4850.3512\"/>\n",
       "</g>\n",
       "<!-- 4591286320 -->\n",
       "<g id=\"node90\" class=\"node\">\n",
       "<title>4591286320</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"500.2706,-4728 405.0439,-4728 405.0439,-4708 500.2706,-4708 500.2706,-4728\"/>\n",
       "<text text-anchor=\"middle\" x=\"452.6572\" y=\"-4714.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 112, 112)</text>\n",
       "</g>\n",
       "<!-- 4591286320&#45;&gt;4590569552 -->\n",
       "<g id=\"edge89\" class=\"edge\">\n",
       "<title>4591286320&#45;&gt;4590569552</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M443.7402,-4707.762C435.7195,-4698.553 423.7585,-4684.82 414.1719,-4673.8131\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"416.6154,-4671.2896 407.4083,-4666.0475 411.3369,-4675.8871 416.6154,-4671.2896\"/>\n",
       "</g>\n",
       "<!-- 4591286392 -->\n",
       "<g id=\"node91\" class=\"node\">\n",
       "<title>4591286392</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"544.2706,-4666 449.0439,-4666 449.0439,-4646 544.2706,-4646 544.2706,-4666\"/>\n",
       "<text text-anchor=\"middle\" x=\"496.6572\" y=\"-4652.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 112, 112)</text>\n",
       "</g>\n",
       "<!-- 4591286392&#45;&gt;4590569808 -->\n",
       "<g id=\"edge90\" class=\"edge\">\n",
       "<title>4591286392&#45;&gt;4590569808</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M489.4271,-4645.9664C481.9723,-4635.6209 470.1771,-4619.252 461.0193,-4606.5433\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"463.6028,-4604.1417 454.917,-4598.0748 457.9237,-4608.2341 463.6028,-4604.1417\"/>\n",
       "</g>\n",
       "<!-- 4591371600 -->\n",
       "<g id=\"node92\" class=\"node\">\n",
       "<title>4591371600</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"619.6396,-4604 501.6748,-4604 501.6748,-4572 619.6396,-4572 619.6396,-4604\"/>\n",
       "<text text-anchor=\"middle\" x=\"560.6572\" y=\"-4590.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group0.block0.conv0</text>\n",
       "<text text-anchor=\"middle\" x=\"560.6572\" y=\"-4578.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64, 64, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591371600&#45;&gt;4591371344 -->\n",
       "<g id=\"edge91\" class=\"edge\">\n",
       "<title>4591371600&#45;&gt;4591371344</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M558.5553,-4571.7102C557.551,-4563.9269 556.3389,-4554.5331 555.2754,-4546.2908\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"558.7439,-4545.8211 553.9929,-4536.3512 551.8014,-4546.7169 558.7439,-4545.8211\"/>\n",
       "</g>\n",
       "<!-- 4590570320 -->\n",
       "<g id=\"node93\" class=\"node\">\n",
       "<title>4590570320</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"724.4585,-4536 622.856,-4536 622.856,-4516 724.4585,-4516 724.4585,-4536\"/>\n",
       "<text text-anchor=\"middle\" x=\"673.6572\" y=\"-4522.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4590570320&#45;&gt;4590571088 -->\n",
       "<g id=\"edge92\" class=\"edge\">\n",
       "<title>4590570320&#45;&gt;4590571088</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M682.9538,-4515.9883C690.184,-4508.2019 700.4027,-4497.1971 709.0312,-4487.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"711.8496,-4490.0134 716.0893,-4480.3039 706.72,-4485.2502 711.8496,-4490.0134\"/>\n",
       "</g>\n",
       "<!-- 4590570064 -->\n",
       "<g id=\"node94\" class=\"node\">\n",
       "<title>4590570064</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"727.5791,-4598 637.7353,-4598 637.7353,-4578 727.5791,-4578 727.5791,-4598\"/>\n",
       "<text text-anchor=\"middle\" x=\"682.6572\" y=\"-4584.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4590570064&#45;&gt;4590570320 -->\n",
       "<g id=\"edge93\" class=\"edge\">\n",
       "<title>4590570064&#45;&gt;4590570320</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M681.1711,-4577.762C679.926,-4569.185 678.1113,-4556.6836 676.5772,-4546.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"680.0161,-4545.441 675.1157,-4536.0475 673.0887,-4546.4466 680.0161,-4545.441\"/>\n",
       "</g>\n",
       "<!-- 4591373264 -->\n",
       "<g id=\"node95\" class=\"node\">\n",
       "<title>4591373264</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"747.9623,-4672 617.3522,-4672 617.3522,-4640 747.9623,-4640 747.9623,-4672\"/>\n",
       "<text text-anchor=\"middle\" x=\"682.6572\" y=\"-4658.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group0.block0.affine1.a</text>\n",
       "<text text-anchor=\"middle\" x=\"682.6572\" y=\"-4646.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64)</text>\n",
       "</g>\n",
       "<!-- 4591373264&#45;&gt;4590570064 -->\n",
       "<g id=\"edge94\" class=\"edge\">\n",
       "<title>4591373264&#45;&gt;4590570064</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M682.6572,-4639.8849C682.6572,-4630.5254 682.6572,-4618.6379 682.6572,-4608.6036\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"686.1573,-4608.2954 682.6572,-4598.2954 679.1573,-4608.2954 686.1573,-4608.2954\"/>\n",
       "</g>\n",
       "<!-- 4591286608 -->\n",
       "<g id=\"node96\" class=\"node\">\n",
       "<title>4591286608</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"826.6494,-4536 742.665,-4536 742.665,-4516 826.6494,-4516 826.6494,-4536\"/>\n",
       "<text text-anchor=\"middle\" x=\"784.6572\" y=\"-4522.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 56, 56)</text>\n",
       "</g>\n",
       "<!-- 4591286608&#45;&gt;4590571088 -->\n",
       "<g id=\"edge95\" class=\"edge\">\n",
       "<title>4591286608&#45;&gt;4590571088</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M774.1092,-4515.9883C765.74,-4508.0446 753.8415,-4496.7512 743.9303,-4487.3439\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"746.1757,-4484.6496 736.5131,-4480.3039 741.3567,-4489.7268 746.1757,-4484.6496\"/>\n",
       "</g>\n",
       "<!-- 4591286680 -->\n",
       "<g id=\"node97\" class=\"node\">\n",
       "<title>4591286680</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"928.6494,-4536 844.665,-4536 844.665,-4516 928.6494,-4516 928.6494,-4536\"/>\n",
       "<text text-anchor=\"middle\" x=\"886.6572\" y=\"-4522.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 56, 56)</text>\n",
       "</g>\n",
       "<!-- 4591286680&#45;&gt;4590571088 -->\n",
       "<g id=\"edge96\" class=\"edge\">\n",
       "<title>4591286680&#45;&gt;4590571088</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M857.8737,-4515.9883C831.7402,-4506.8984 792.9964,-4493.4223 764.1974,-4483.4053\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"765.0574,-4479.9988 754.4626,-4480.0192 762.7577,-4486.6103 765.0574,-4479.9988\"/>\n",
       "</g>\n",
       "<!-- 4590570832 -->\n",
       "<g id=\"node98\" class=\"node\">\n",
       "<title>4590570832</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"990.4585,-4480 888.856,-4480 888.856,-4460 990.4585,-4460 990.4585,-4480\"/>\n",
       "<text text-anchor=\"middle\" x=\"939.6572\" y=\"-4466.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4590570832&#45;&gt;4591771728 -->\n",
       "<g id=\"edge97\" class=\"edge\">\n",
       "<title>4590570832&#45;&gt;4591771728</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M901.3983,-4459.9883C865.7518,-4450.6603 812.4539,-4436.7132 773.9035,-4426.6252\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"774.5054,-4423.1649 763.9451,-4424.0192 772.7332,-4429.9369 774.5054,-4423.1649\"/>\n",
       "</g>\n",
       "<!-- 4590570576 -->\n",
       "<g id=\"node99\" class=\"node\">\n",
       "<title>4590570576</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1036.5791,-4536 946.7353,-4536 946.7353,-4516 1036.5791,-4516 1036.5791,-4536\"/>\n",
       "<text text-anchor=\"middle\" x=\"991.6572\" y=\"-4522.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4590570576&#45;&gt;4590570832 -->\n",
       "<g id=\"edge98\" class=\"edge\">\n",
       "<title>4590570576&#45;&gt;4590570832</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M982.3607,-4515.9883C975.1305,-4508.2019 964.9117,-4497.1971 956.2832,-4487.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"958.5944,-4485.2502 949.2251,-4480.3039 953.4649,-4490.0134 958.5944,-4485.2502\"/>\n",
       "</g>\n",
       "<!-- 4591373584 -->\n",
       "<g id=\"node100\" class=\"node\">\n",
       "<title>4591373584</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"1057.1357,-4604 926.1787,-4604 926.1787,-4572 1057.1357,-4572 1057.1357,-4604\"/>\n",
       "<text text-anchor=\"middle\" x=\"991.6572\" y=\"-4590.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group0.block0.affine1.b</text>\n",
       "<text text-anchor=\"middle\" x=\"991.6572\" y=\"-4578.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64)</text>\n",
       "</g>\n",
       "<!-- 4591373584&#45;&gt;4590570576 -->\n",
       "<g id=\"edge99\" class=\"edge\">\n",
       "<title>4591373584&#45;&gt;4590570576</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M991.6572,-4571.7102C991.6572,-4564.0144 991.6572,-4554.744 991.6572,-4546.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"995.1573,-4546.3512 991.6572,-4536.3512 988.1573,-4546.3513 995.1573,-4546.3512\"/>\n",
       "</g>\n",
       "<!-- 4591286896 -->\n",
       "<g id=\"node101\" class=\"node\">\n",
       "<title>4591286896</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"870.6494,-4424 786.665,-4424 786.665,-4404 870.6494,-4404 870.6494,-4424\"/>\n",
       "<text text-anchor=\"middle\" x=\"828.6572\" y=\"-4410.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 56, 56)</text>\n",
       "</g>\n",
       "<!-- 4591286896&#45;&gt;4591771984 -->\n",
       "<g id=\"edge100\" class=\"edge\">\n",
       "<title>4591286896&#45;&gt;4591771984</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M811.6489,-4403.762C795.1501,-4393.8307 769.9106,-4378.638 751.0369,-4367.2771\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"752.7217,-4364.2061 742.3491,-4362.0475 749.1117,-4370.2034 752.7217,-4364.2061\"/>\n",
       "</g>\n",
       "<!-- 4591370960 -->\n",
       "<g id=\"node102\" class=\"node\">\n",
       "<title>4591370960</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"893.6396,-4368 775.6748,-4368 775.6748,-4336 893.6396,-4336 893.6396,-4368\"/>\n",
       "<text text-anchor=\"middle\" x=\"834.6572\" y=\"-4354.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group0.block0.conv1</text>\n",
       "<text text-anchor=\"middle\" x=\"834.6572\" y=\"-4342.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64, 64, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591370960&#45;&gt;4591370704 -->\n",
       "<g id=\"edge101\" class=\"edge\">\n",
       "<title>4591370960&#45;&gt;4591370704</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M821.623,-4335.8849C813.4829,-4325.8209 802.9789,-4312.8341 794.5162,-4302.3711\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"796.9944,-4299.8695 787.9844,-4294.2954 791.5518,-4304.2716 796.9944,-4299.8695\"/>\n",
       "</g>\n",
       "<!-- 4591772752 -->\n",
       "<g id=\"node103\" class=\"node\">\n",
       "<title>4591772752</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"941.4585,-4232 839.856,-4232 839.856,-4212 941.4585,-4212 941.4585,-4232\"/>\n",
       "<text text-anchor=\"middle\" x=\"890.6572\" y=\"-4218.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591772752&#45;&gt;4591773520 -->\n",
       "<g id=\"edge103\" class=\"edge\">\n",
       "<title>4591772752&#45;&gt;4591773520</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M899.9538,-4211.9883C907.184,-4204.2019 917.4027,-4193.1971 926.0312,-4183.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"928.8496,-4186.0134 933.0893,-4176.3039 923.72,-4181.2502 928.8496,-4186.0134\"/>\n",
       "</g>\n",
       "<!-- 4591772496 -->\n",
       "<g id=\"node104\" class=\"node\">\n",
       "<title>4591772496</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"981.5791,-4294 891.7353,-4294 891.7353,-4274 981.5791,-4274 981.5791,-4294\"/>\n",
       "<text text-anchor=\"middle\" x=\"936.6572\" y=\"-4280.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591772496&#45;&gt;4591772752 -->\n",
       "<g id=\"edge104\" class=\"edge\">\n",
       "<title>4591772496&#45;&gt;4591772752</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M929.0613,-4273.762C922.2958,-4264.6432 912.2393,-4251.0888 904.1142,-4240.1376\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"906.8812,-4237.9931 898.1118,-4232.0475 901.2595,-4242.164 906.8812,-4237.9931\"/>\n",
       "</g>\n",
       "<!-- 4591373776 -->\n",
       "<g id=\"node105\" class=\"node\">\n",
       "<title>4591373776</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"1041.9623,-4368 911.3522,-4368 911.3522,-4336 1041.9623,-4336 1041.9623,-4368\"/>\n",
       "<text text-anchor=\"middle\" x=\"976.6572\" y=\"-4354.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group0.block1.affine0.a</text>\n",
       "<text text-anchor=\"middle\" x=\"976.6572\" y=\"-4342.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64)</text>\n",
       "</g>\n",
       "<!-- 4591373776&#45;&gt;4591772496 -->\n",
       "<g id=\"edge105\" class=\"edge\">\n",
       "<title>4591373776&#45;&gt;4591772496</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M967.1778,-4335.8849C961.3761,-4326.0222 953.9234,-4313.3524 947.8348,-4303.0019\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"950.8004,-4301.1402 942.7134,-4294.2954 944.7668,-4304.6894 950.8004,-4301.1402\"/>\n",
       "</g>\n",
       "<!-- 4591287112 -->\n",
       "<g id=\"node106\" class=\"node\">\n",
       "<title>4591287112</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"1043.6494,-4232 959.665,-4232 959.665,-4212 1043.6494,-4212 1043.6494,-4232\"/>\n",
       "<text text-anchor=\"middle\" x=\"1001.6572\" y=\"-4218.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 56, 56)</text>\n",
       "</g>\n",
       "<!-- 4591287112&#45;&gt;4591773520 -->\n",
       "<g id=\"edge106\" class=\"edge\">\n",
       "<title>4591287112&#45;&gt;4591773520</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M991.1092,-4211.9883C982.74,-4204.0446 970.8415,-4192.7512 960.9303,-4183.3439\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"963.1757,-4180.6496 953.5131,-4176.3039 958.3567,-4185.7268 963.1757,-4180.6496\"/>\n",
       "</g>\n",
       "<!-- 4591287184 -->\n",
       "<g id=\"node107\" class=\"node\">\n",
       "<title>4591287184</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"1145.6494,-4232 1061.665,-4232 1061.665,-4212 1145.6494,-4212 1145.6494,-4232\"/>\n",
       "<text text-anchor=\"middle\" x=\"1103.6572\" y=\"-4218.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 56, 56)</text>\n",
       "</g>\n",
       "<!-- 4591287184&#45;&gt;4591773520 -->\n",
       "<g id=\"edge107\" class=\"edge\">\n",
       "<title>4591287184&#45;&gt;4591773520</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1074.8737,-4211.9883C1048.7402,-4202.8984 1009.9964,-4189.4223 981.1974,-4179.4053\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"982.0574,-4175.9988 971.4626,-4176.0192 979.7577,-4182.6103 982.0574,-4175.9988\"/>\n",
       "</g>\n",
       "<!-- 4591773264 -->\n",
       "<g id=\"node108\" class=\"node\">\n",
       "<title>4591773264</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1207.4585,-4176 1105.856,-4176 1105.856,-4156 1207.4585,-4156 1207.4585,-4176\"/>\n",
       "<text text-anchor=\"middle\" x=\"1156.6572\" y=\"-4162.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591773264&#45;&gt;4591773776 -->\n",
       "<g id=\"edge108\" class=\"edge\">\n",
       "<title>4591773264&#45;&gt;4591773776</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1120.5602,-4155.9935C1087.687,-4146.823 1037.8329,-4132.7706 994.6572,-4120 991.3413,-4119.0192 987.9104,-4117.9917 984.4651,-4116.951\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"985.387,-4113.5731 974.8012,-4114.0104 983.3493,-4120.27 985.387,-4113.5731\"/>\n",
       "</g>\n",
       "<!-- 4591773008 -->\n",
       "<g id=\"node109\" class=\"node\">\n",
       "<title>4591773008</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1253.5791,-4232 1163.7353,-4232 1163.7353,-4212 1253.5791,-4212 1253.5791,-4232\"/>\n",
       "<text text-anchor=\"middle\" x=\"1208.6572\" y=\"-4218.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591773008&#45;&gt;4591773264 -->\n",
       "<g id=\"edge109\" class=\"edge\">\n",
       "<title>4591773008&#45;&gt;4591773264</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1199.3607,-4211.9883C1192.1305,-4204.2019 1181.9117,-4193.1971 1173.2832,-4183.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1175.5944,-4181.2502 1166.2251,-4176.3039 1170.4649,-4186.0134 1175.5944,-4181.2502\"/>\n",
       "</g>\n",
       "<!-- 4591374096 -->\n",
       "<g id=\"node110\" class=\"node\">\n",
       "<title>4591374096</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"1274.1357,-4300 1143.1787,-4300 1143.1787,-4268 1274.1357,-4268 1274.1357,-4300\"/>\n",
       "<text text-anchor=\"middle\" x=\"1208.6572\" y=\"-4286.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group0.block1.affine0.b</text>\n",
       "<text text-anchor=\"middle\" x=\"1208.6572\" y=\"-4274.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64)</text>\n",
       "</g>\n",
       "<!-- 4591374096&#45;&gt;4591773008 -->\n",
       "<g id=\"edge110\" class=\"edge\">\n",
       "<title>4591374096&#45;&gt;4591773008</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1208.6572,-4267.7102C1208.6572,-4260.0144 1208.6572,-4250.744 1208.6572,-4242.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1212.1573,-4242.3512 1208.6572,-4232.3512 1205.1573,-4242.3513 1212.1573,-4242.3512\"/>\n",
       "</g>\n",
       "<!-- 4591287400 -->\n",
       "<g id=\"node111\" class=\"node\">\n",
       "<title>4591287400</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"1087.6494,-4114 1003.665,-4114 1003.665,-4094 1087.6494,-4094 1087.6494,-4114\"/>\n",
       "<text text-anchor=\"middle\" x=\"1045.6572\" y=\"-4100.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 56, 56)</text>\n",
       "</g>\n",
       "<!-- 4591287400&#45;&gt;4591774032 -->\n",
       "<g id=\"edge111\" class=\"edge\">\n",
       "<title>4591287400&#45;&gt;4591774032</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1030.4592,-4093.9664C1013.5717,-4082.8174 986.0883,-4064.673 966.3667,-4051.6529\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"968.1913,-4048.6635 957.9176,-4046.0748 964.3346,-4054.5053 968.1913,-4048.6635\"/>\n",
       "</g>\n",
       "<!-- 4591292304 -->\n",
       "<g id=\"node112\" class=\"node\">\n",
       "<title>4591292304</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"1110.6396,-4052 992.6748,-4052 992.6748,-4020 1110.6396,-4020 1110.6396,-4052\"/>\n",
       "<text text-anchor=\"middle\" x=\"1051.6572\" y=\"-4038.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group0.block1.conv0</text>\n",
       "<text text-anchor=\"middle\" x=\"1051.6572\" y=\"-4026.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64, 64, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591292304&#45;&gt;4591292048 -->\n",
       "<g id=\"edge112\" class=\"edge\">\n",
       "<title>4591292304&#45;&gt;4591292048</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1024.6039,-4019.8721C1008.7057,-4010.3943 988.7302,-3998.4858 973.1165,-3989.1777\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"974.873,-3986.15 964.4913,-3984.0357 971.2885,-3992.1627 974.873,-3986.15\"/>\n",
       "</g>\n",
       "<!-- 4591774544 -->\n",
       "<g id=\"node113\" class=\"node\">\n",
       "<title>4591774544</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1119.4585,-3984 1017.856,-3984 1017.856,-3964 1119.4585,-3964 1119.4585,-3984\"/>\n",
       "<text text-anchor=\"middle\" x=\"1068.6572\" y=\"-3970.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591774544&#45;&gt;4591775312 -->\n",
       "<g id=\"edge113\" class=\"edge\">\n",
       "<title>4591774544&#45;&gt;4591775312</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1077.9538,-3963.9883C1085.184,-3956.2019 1095.4027,-3945.1971 1104.0312,-3935.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1106.8496,-3938.0134 1111.0893,-3928.3039 1101.72,-3933.2502 1106.8496,-3938.0134\"/>\n",
       "</g>\n",
       "<!-- 4591774288 -->\n",
       "<g id=\"node114\" class=\"node\">\n",
       "<title>4591774288</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1218.5791,-4046 1128.7353,-4046 1128.7353,-4026 1218.5791,-4026 1218.5791,-4046\"/>\n",
       "<text text-anchor=\"middle\" x=\"1173.6572\" y=\"-4032.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591774288&#45;&gt;4591774544 -->\n",
       "<g id=\"edge114\" class=\"edge\">\n",
       "<title>4591774288&#45;&gt;4591774544</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1156.3186,-4025.762C1139.4995,-4015.8307 1113.7699,-4000.638 1094.5297,-3989.2771\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1096.0637,-3986.1183 1085.6732,-3984.0475 1092.5045,-3992.1459 1096.0637,-3986.1183\"/>\n",
       "</g>\n",
       "<!-- 4591374288 -->\n",
       "<g id=\"node115\" class=\"node\">\n",
       "<title>4591374288</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"1238.9623,-4120 1108.3522,-4120 1108.3522,-4088 1238.9623,-4088 1238.9623,-4120\"/>\n",
       "<text text-anchor=\"middle\" x=\"1173.6572\" y=\"-4106.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group0.block1.affine1.a</text>\n",
       "<text text-anchor=\"middle\" x=\"1173.6572\" y=\"-4094.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64)</text>\n",
       "</g>\n",
       "<!-- 4591374288&#45;&gt;4591774288 -->\n",
       "<g id=\"edge115\" class=\"edge\">\n",
       "<title>4591374288&#45;&gt;4591774288</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1173.6572,-4087.8849C1173.6572,-4078.5254 1173.6572,-4066.6379 1173.6572,-4056.6036\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1177.1573,-4056.2954 1173.6572,-4046.2954 1170.1573,-4056.2954 1177.1573,-4056.2954\"/>\n",
       "</g>\n",
       "<!-- 4591287616 -->\n",
       "<g id=\"node116\" class=\"node\">\n",
       "<title>4591287616</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"1221.6494,-3984 1137.665,-3984 1137.665,-3964 1221.6494,-3964 1221.6494,-3984\"/>\n",
       "<text text-anchor=\"middle\" x=\"1179.6572\" y=\"-3970.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 56, 56)</text>\n",
       "</g>\n",
       "<!-- 4591287616&#45;&gt;4591775312 -->\n",
       "<g id=\"edge116\" class=\"edge\">\n",
       "<title>4591287616&#45;&gt;4591775312</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1169.1092,-3963.9883C1160.74,-3956.0446 1148.8415,-3944.7512 1138.9303,-3935.3439\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1141.1757,-3932.6496 1131.5131,-3928.3039 1136.3567,-3937.7268 1141.1757,-3932.6496\"/>\n",
       "</g>\n",
       "<!-- 4591287688 -->\n",
       "<g id=\"node117\" class=\"node\">\n",
       "<title>4591287688</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"1323.6494,-3984 1239.665,-3984 1239.665,-3964 1323.6494,-3964 1323.6494,-3984\"/>\n",
       "<text text-anchor=\"middle\" x=\"1281.6572\" y=\"-3970.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 56, 56)</text>\n",
       "</g>\n",
       "<!-- 4591287688&#45;&gt;4591775312 -->\n",
       "<g id=\"edge117\" class=\"edge\">\n",
       "<title>4591287688&#45;&gt;4591775312</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1252.8737,-3963.9883C1226.7402,-3954.8984 1187.9964,-3941.4223 1159.1974,-3931.4053\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1160.0574,-3927.9988 1149.4626,-3928.0192 1157.7577,-3934.6103 1160.0574,-3927.9988\"/>\n",
       "</g>\n",
       "<!-- 4591775056 -->\n",
       "<g id=\"node118\" class=\"node\">\n",
       "<title>4591775056</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1385.4585,-3928 1283.856,-3928 1283.856,-3908 1385.4585,-3908 1385.4585,-3928\"/>\n",
       "<text text-anchor=\"middle\" x=\"1334.6572\" y=\"-3914.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591775056&#45;&gt;4591706192 -->\n",
       "<g id=\"edge118\" class=\"edge\">\n",
       "<title>4591775056&#45;&gt;4591706192</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1296.3983,-3907.9883C1260.7518,-3898.6603 1207.4539,-3884.7132 1168.9035,-3874.6252\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1169.5054,-3871.1649 1158.9451,-3872.0192 1167.7332,-3877.9369 1169.5054,-3871.1649\"/>\n",
       "</g>\n",
       "<!-- 4591774800 -->\n",
       "<g id=\"node119\" class=\"node\">\n",
       "<title>4591774800</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1431.5791,-3984 1341.7353,-3984 1341.7353,-3964 1431.5791,-3964 1431.5791,-3984\"/>\n",
       "<text text-anchor=\"middle\" x=\"1386.6572\" y=\"-3970.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591774800&#45;&gt;4591775056 -->\n",
       "<g id=\"edge119\" class=\"edge\">\n",
       "<title>4591774800&#45;&gt;4591775056</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1377.3607,-3963.9883C1370.1305,-3956.2019 1359.9117,-3945.1971 1351.2832,-3935.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1353.5944,-3933.2502 1344.2251,-3928.3039 1348.4649,-3938.0134 1353.5944,-3933.2502\"/>\n",
       "</g>\n",
       "<!-- 4591292752 -->\n",
       "<g id=\"node120\" class=\"node\">\n",
       "<title>4591292752</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"1452.1357,-4052 1321.1787,-4052 1321.1787,-4020 1452.1357,-4020 1452.1357,-4052\"/>\n",
       "<text text-anchor=\"middle\" x=\"1386.6572\" y=\"-4038.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group0.block1.affine1.b</text>\n",
       "<text text-anchor=\"middle\" x=\"1386.6572\" y=\"-4026.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64)</text>\n",
       "</g>\n",
       "<!-- 4591292752&#45;&gt;4591774800 -->\n",
       "<g id=\"edge120\" class=\"edge\">\n",
       "<title>4591292752&#45;&gt;4591774800</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1386.6572,-4019.7102C1386.6572,-4012.0144 1386.6572,-4002.744 1386.6572,-3994.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1390.1573,-3994.3512 1386.6572,-3984.3512 1383.1573,-3994.3513 1390.1573,-3994.3512\"/>\n",
       "</g>\n",
       "<!-- 4591287904 -->\n",
       "<g id=\"node121\" class=\"node\">\n",
       "<title>4591287904</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"1265.6494,-3872 1181.665,-3872 1181.665,-3852 1265.6494,-3852 1265.6494,-3872\"/>\n",
       "<text text-anchor=\"middle\" x=\"1223.6572\" y=\"-3858.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 56, 56)</text>\n",
       "</g>\n",
       "<!-- 4591287904&#45;&gt;4591706448 -->\n",
       "<g id=\"edge121\" class=\"edge\">\n",
       "<title>4591287904&#45;&gt;4591706448</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1206.6489,-3851.762C1190.1501,-3841.8307 1164.9106,-3826.638 1146.0369,-3815.2771\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1147.7217,-3812.2061 1137.3491,-3810.0475 1144.1117,-3818.2034 1147.7217,-3812.2061\"/>\n",
       "</g>\n",
       "<!-- 4591291664 -->\n",
       "<g id=\"node122\" class=\"node\">\n",
       "<title>4591291664</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"1288.6396,-3816 1170.6748,-3816 1170.6748,-3784 1288.6396,-3784 1288.6396,-3816\"/>\n",
       "<text text-anchor=\"middle\" x=\"1229.6572\" y=\"-3802.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group0.block1.conv1</text>\n",
       "<text text-anchor=\"middle\" x=\"1229.6572\" y=\"-3790.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64, 64, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591291664&#45;&gt;4591291408 -->\n",
       "<g id=\"edge122\" class=\"edge\">\n",
       "<title>4591291664&#45;&gt;4591291408</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1211.8833,-3783.8849C1200.3392,-3773.4183 1185.3085,-3759.7905 1173.5485,-3749.1281\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1175.7717,-3746.4194 1166.0125,-3742.2954 1171.0699,-3751.6053 1175.7717,-3746.4194\"/>\n",
       "</g>\n",
       "<!-- 4591707216 -->\n",
       "<g id=\"node123\" class=\"node\">\n",
       "<title>4591707216</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1352.4585,-3680 1250.856,-3680 1250.856,-3660 1352.4585,-3660 1352.4585,-3680\"/>\n",
       "<text text-anchor=\"middle\" x=\"1301.6572\" y=\"-3666.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591707216&#45;&gt;4591707984 -->\n",
       "<g id=\"edge124\" class=\"edge\">\n",
       "<title>4591707216&#45;&gt;4591707984</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1321.5018,-3659.9883C1338.7576,-3651.2827 1363.9879,-3638.5539 1383.5323,-3628.6937\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1385.2586,-3631.743 1392.6102,-3624.1138 1382.1056,-3625.4933 1385.2586,-3631.743\"/>\n",
       "</g>\n",
       "<!-- 4591706960 -->\n",
       "<g id=\"node124\" class=\"node\">\n",
       "<title>4591706960</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1382.5791,-3742 1292.7353,-3742 1292.7353,-3722 1382.5791,-3722 1382.5791,-3742\"/>\n",
       "<text text-anchor=\"middle\" x=\"1337.6572\" y=\"-3728.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591706960&#45;&gt;4591707216 -->\n",
       "<g id=\"edge125\" class=\"edge\">\n",
       "<title>4591706960&#45;&gt;4591707216</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1331.7126,-3721.762C1326.5227,-3712.8238 1318.8582,-3699.6239 1312.5682,-3688.7912\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1315.5394,-3686.9379 1307.4913,-3680.0475 1309.4859,-3690.4529 1315.5394,-3686.9379\"/>\n",
       "</g>\n",
       "<!-- 4591292944 -->\n",
       "<g id=\"node125\" class=\"node\">\n",
       "<title>4591292944</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"1436.9623,-3816 1306.3522,-3816 1306.3522,-3784 1436.9623,-3784 1436.9623,-3816\"/>\n",
       "<text text-anchor=\"middle\" x=\"1371.6572\" y=\"-3802.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group1.block0.affine0.a</text>\n",
       "<text text-anchor=\"middle\" x=\"1371.6572\" y=\"-3790.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64)</text>\n",
       "</g>\n",
       "<!-- 4591292944&#45;&gt;4591706960 -->\n",
       "<g id=\"edge126\" class=\"edge\">\n",
       "<title>4591292944&#45;&gt;4591706960</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1363.5997,-3783.8849C1358.7186,-3774.1228 1352.4626,-3761.6107 1347.317,-3751.3195\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1350.4076,-3749.6744 1342.8049,-3742.2954 1344.1466,-3752.805 1350.4076,-3749.6744\"/>\n",
       "</g>\n",
       "<!-- 4591288120 -->\n",
       "<g id=\"node126\" class=\"node\">\n",
       "<title>4591288120</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"1454.6494,-3680 1370.665,-3680 1370.665,-3660 1454.6494,-3660 1454.6494,-3680\"/>\n",
       "<text text-anchor=\"middle\" x=\"1412.6572\" y=\"-3666.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 56, 56)</text>\n",
       "</g>\n",
       "<!-- 4591288120&#45;&gt;4591707984 -->\n",
       "<g id=\"edge127\" class=\"edge\">\n",
       "<title>4591288120&#45;&gt;4591707984</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1412.6572,-3659.9883C1412.6572,-3652.9098 1412.6572,-3643.1714 1412.6572,-3634.4779\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1416.1573,-3634.3038 1412.6572,-3624.3039 1409.1573,-3634.3039 1416.1573,-3634.3038\"/>\n",
       "</g>\n",
       "<!-- 4591288192 -->\n",
       "<g id=\"node127\" class=\"node\">\n",
       "<title>4591288192</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"1556.6494,-3680 1472.665,-3680 1472.665,-3660 1556.6494,-3660 1556.6494,-3680\"/>\n",
       "<text text-anchor=\"middle\" x=\"1514.6572\" y=\"-3666.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 56, 56)</text>\n",
       "</g>\n",
       "<!-- 4591288192&#45;&gt;4591707984 -->\n",
       "<g id=\"edge128\" class=\"edge\">\n",
       "<title>4591288192&#45;&gt;4591707984</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1496.4217,-3659.9883C1480.7092,-3651.3619 1457.8014,-3638.785 1439.9118,-3628.9633\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1441.529,-3625.8584 1431.0788,-3624.1138 1438.1602,-3631.9945 1441.529,-3625.8584\"/>\n",
       "</g>\n",
       "<!-- 4591707728 -->\n",
       "<g id=\"node128\" class=\"node\">\n",
       "<title>4591707728</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1622.4585,-3624 1520.856,-3624 1520.856,-3604 1622.4585,-3604 1622.4585,-3624\"/>\n",
       "<text text-anchor=\"middle\" x=\"1571.6572\" y=\"-3610.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591707728&#45;&gt;4591708240 -->\n",
       "<g id=\"edge129\" class=\"edge\">\n",
       "<title>4591707728&#45;&gt;4591708240</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1554.4837,-3603.762C1537.8248,-3593.8307 1512.3403,-3578.638 1493.2833,-3567.2771\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1494.8929,-3564.1619 1484.5112,-3562.0475 1491.3084,-3570.1745 1494.8929,-3564.1619\"/>\n",
       "</g>\n",
       "<!-- 4591707472 -->\n",
       "<g id=\"node129\" class=\"node\">\n",
       "<title>4591707472</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1664.5791,-3680 1574.7353,-3680 1574.7353,-3660 1664.5791,-3660 1664.5791,-3680\"/>\n",
       "<text text-anchor=\"middle\" x=\"1619.6572\" y=\"-3666.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591707472&#45;&gt;4591707728 -->\n",
       "<g id=\"edge130\" class=\"edge\">\n",
       "<title>4591707472&#45;&gt;4591707728</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1611.0758,-3659.9883C1604.4017,-3652.2019 1594.9691,-3641.1971 1587.0043,-3631.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1589.6545,-3629.6187 1580.4891,-3624.3039 1584.3397,-3634.1742 1589.6545,-3629.6187\"/>\n",
       "</g>\n",
       "<!-- 4591293264 -->\n",
       "<g id=\"node130\" class=\"node\">\n",
       "<title>4591293264</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"1685.1357,-3748 1554.1787,-3748 1554.1787,-3716 1685.1357,-3716 1685.1357,-3748\"/>\n",
       "<text text-anchor=\"middle\" x=\"1619.6572\" y=\"-3734.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group1.block0.affine0.b</text>\n",
       "<text text-anchor=\"middle\" x=\"1619.6572\" y=\"-3722.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (64)</text>\n",
       "</g>\n",
       "<!-- 4591293264&#45;&gt;4591707472 -->\n",
       "<g id=\"edge131\" class=\"edge\">\n",
       "<title>4591293264&#45;&gt;4591707472</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1619.6572,-3715.7102C1619.6572,-3708.0144 1619.6572,-3698.744 1619.6572,-3690.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1623.1573,-3690.3512 1619.6572,-3680.3512 1616.1573,-3690.3513 1623.1573,-3690.3512\"/>\n",
       "</g>\n",
       "<!-- 4591272088 -->\n",
       "<g id=\"node131\" class=\"node\">\n",
       "<title>4591272088</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"1612.6494,-3562 1528.665,-3562 1528.665,-3542 1612.6494,-3542 1612.6494,-3562\"/>\n",
       "<text text-anchor=\"middle\" x=\"1570.6572\" y=\"-3548.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 64, 56, 56)</text>\n",
       "</g>\n",
       "<!-- 4591272088&#45;&gt;4591708496 -->\n",
       "<g id=\"edge132\" class=\"edge\">\n",
       "<title>4591272088&#45;&gt;4591708496</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1563.132,-3541.9664C1555.2976,-3531.5204 1542.8574,-3514.9336 1533.2879,-3502.1742\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1536.0134,-3499.9748 1527.2133,-3494.0748 1530.4134,-3504.1748 1536.0134,-3499.9748\"/>\n",
       "</g>\n",
       "<!-- 4591290896 -->\n",
       "<g id=\"node132\" class=\"node\">\n",
       "<title>4591290896</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"1687.6396,-3500 1569.6748,-3500 1569.6748,-3468 1687.6396,-3468 1687.6396,-3500\"/>\n",
       "<text text-anchor=\"middle\" x=\"1628.6572\" y=\"-3486.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group1.block0.conv0</text>\n",
       "<text text-anchor=\"middle\" x=\"1628.6572\" y=\"-3474.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (128, 64, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591290896&#45;&gt;4591290640 -->\n",
       "<g id=\"edge133\" class=\"edge\">\n",
       "<title>4591290896&#45;&gt;4591290640</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1628.6572,-3467.7102C1628.6572,-3460.0144 1628.6572,-3450.744 1628.6572,-3442.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1632.1573,-3442.3512 1628.6572,-3432.3512 1625.1573,-3442.3513 1632.1573,-3442.3512\"/>\n",
       "</g>\n",
       "<!-- 4591709008 -->\n",
       "<g id=\"node133\" class=\"node\">\n",
       "<title>4591709008</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1800.4585,-3432 1698.856,-3432 1698.856,-3412 1800.4585,-3412 1800.4585,-3432\"/>\n",
       "<text text-anchor=\"middle\" x=\"1749.6572\" y=\"-3418.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591709008&#45;&gt;4591709776 -->\n",
       "<g id=\"edge134\" class=\"edge\">\n",
       "<title>4591709008&#45;&gt;4591709776</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1759.4901,-3411.9883C1767.2147,-3404.1233 1778.1644,-3392.9745 1787.3481,-3383.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1790.0273,-3385.8909 1794.5373,-3376.3039 1785.0332,-3380.9859 1790.0273,-3385.8909\"/>\n",
       "</g>\n",
       "<!-- 4591708752 -->\n",
       "<g id=\"node134\" class=\"node\">\n",
       "<title>4591708752</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1795.5791,-3494 1705.7353,-3494 1705.7353,-3474 1795.5791,-3474 1795.5791,-3494\"/>\n",
       "<text text-anchor=\"middle\" x=\"1750.6572\" y=\"-3480.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591708752&#45;&gt;4591709008 -->\n",
       "<g id=\"edge135\" class=\"edge\">\n",
       "<title>4591708752&#45;&gt;4591709008</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1750.4921,-3473.762C1750.3538,-3465.185 1750.1521,-3452.6836 1749.9817,-3442.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1753.4802,-3441.9898 1749.8193,-3432.0475 1746.4811,-3442.1027 1753.4802,-3441.9898\"/>\n",
       "</g>\n",
       "<!-- 4591293456 -->\n",
       "<g id=\"node135\" class=\"node\">\n",
       "<title>4591293456</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"1815.9623,-3568 1685.3522,-3568 1685.3522,-3536 1815.9623,-3536 1815.9623,-3568\"/>\n",
       "<text text-anchor=\"middle\" x=\"1750.6572\" y=\"-3554.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group1.block0.affine1.a</text>\n",
       "<text text-anchor=\"middle\" x=\"1750.6572\" y=\"-3542.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (128)</text>\n",
       "</g>\n",
       "<!-- 4591293456&#45;&gt;4591708752 -->\n",
       "<g id=\"edge136\" class=\"edge\">\n",
       "<title>4591293456&#45;&gt;4591708752</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1750.6572,-3535.8849C1750.6572,-3526.5254 1750.6572,-3514.6379 1750.6572,-3504.6036\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1754.1573,-3504.2954 1750.6572,-3494.2954 1747.1573,-3504.2954 1754.1573,-3504.2954\"/>\n",
       "</g>\n",
       "<!-- 4591272304 -->\n",
       "<g id=\"node136\" class=\"node\">\n",
       "<title>4591272304</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"1908.6494,-3432 1818.665,-3432 1818.665,-3412 1908.6494,-3412 1908.6494,-3432\"/>\n",
       "<text text-anchor=\"middle\" x=\"1863.6572\" y=\"-3418.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 128, 28, 28)</text>\n",
       "</g>\n",
       "<!-- 4591272304&#45;&gt;4591709776 -->\n",
       "<g id=\"edge137\" class=\"edge\">\n",
       "<title>4591272304&#45;&gt;4591709776</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1853.1092,-3411.9883C1844.74,-3404.0446 1832.8415,-3392.7512 1822.9303,-3383.3439\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1825.1757,-3380.6496 1815.5131,-3376.3039 1820.3567,-3385.7268 1825.1757,-3380.6496\"/>\n",
       "</g>\n",
       "<!-- 4591272376 -->\n",
       "<g id=\"node137\" class=\"node\">\n",
       "<title>4591272376</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"2016.6494,-3432 1926.665,-3432 1926.665,-3412 2016.6494,-3412 2016.6494,-3432\"/>\n",
       "<text text-anchor=\"middle\" x=\"1971.6572\" y=\"-3418.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 128, 28, 28)</text>\n",
       "</g>\n",
       "<!-- 4591272376&#45;&gt;4591709776 -->\n",
       "<g id=\"edge138\" class=\"edge\">\n",
       "<title>4591272376&#45;&gt;4591709776</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1941.801,-3411.9883C1914.5753,-3402.8587 1874.1547,-3389.3046 1844.243,-3379.2743\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1845.13,-3375.8802 1834.5361,-3376.0192 1842.9044,-3382.517 1845.13,-3375.8802\"/>\n",
       "</g>\n",
       "<!-- 4591709520 -->\n",
       "<g id=\"node138\" class=\"node\">\n",
       "<title>4591709520</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2075.4585,-3376 1973.856,-3376 1973.856,-3356 2075.4585,-3356 2075.4585,-3376\"/>\n",
       "<text text-anchor=\"middle\" x=\"2024.6572\" y=\"-3362.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591709520&#45;&gt;4591722576 -->\n",
       "<g id=\"edge139\" class=\"edge\">\n",
       "<title>4591709520&#45;&gt;4591722576</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1985.3256,-3355.9883C1948.5238,-3346.6206 1893.4208,-3332.5944 1853.7511,-3322.4966\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1854.5729,-3319.0943 1844.0186,-3320.0192 1852.8461,-3325.878 1854.5729,-3319.0943\"/>\n",
       "</g>\n",
       "<!-- 4591709264 -->\n",
       "<g id=\"node139\" class=\"node\">\n",
       "<title>4591709264</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2124.5791,-3432 2034.7353,-3432 2034.7353,-3412 2124.5791,-3412 2124.5791,-3432\"/>\n",
       "<text text-anchor=\"middle\" x=\"2079.6572\" y=\"-3418.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591709264&#45;&gt;4591709520 -->\n",
       "<g id=\"edge140\" class=\"edge\">\n",
       "<title>4591709264&#45;&gt;4591709520</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2069.8243,-3411.9883C2062.0997,-3404.1233 2051.15,-3392.9745 2041.9664,-3383.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2044.2813,-3380.9859 2034.7771,-3376.3039 2039.2871,-3385.8909 2044.2813,-3380.9859\"/>\n",
       "</g>\n",
       "<!-- 4591293776 -->\n",
       "<g id=\"node140\" class=\"node\">\n",
       "<title>4591293776</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"2145.1357,-3500 2014.1787,-3500 2014.1787,-3468 2145.1357,-3468 2145.1357,-3500\"/>\n",
       "<text text-anchor=\"middle\" x=\"2079.6572\" y=\"-3486.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group1.block0.affine1.b</text>\n",
       "<text text-anchor=\"middle\" x=\"2079.6572\" y=\"-3474.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (128)</text>\n",
       "</g>\n",
       "<!-- 4591293776&#45;&gt;4591709264 -->\n",
       "<g id=\"edge141\" class=\"edge\">\n",
       "<title>4591293776&#45;&gt;4591709264</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2079.6572,-3467.7102C2079.6572,-3460.0144 2079.6572,-3450.744 2079.6572,-3442.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2083.1573,-3442.3512 2079.6572,-3432.3512 2076.1573,-3442.3513 2083.1573,-3442.3512\"/>\n",
       "</g>\n",
       "<!-- 4591272592 -->\n",
       "<g id=\"node141\" class=\"node\">\n",
       "<title>4591272592</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"1955.6494,-3320 1865.665,-3320 1865.665,-3300 1955.6494,-3300 1955.6494,-3320\"/>\n",
       "<text text-anchor=\"middle\" x=\"1910.6572\" y=\"-3306.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 128, 28, 28)</text>\n",
       "</g>\n",
       "<!-- 4591272592&#45;&gt;4591722832 -->\n",
       "<g id=\"edge142\" class=\"edge\">\n",
       "<title>4591272592&#45;&gt;4591722832</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1893.1535,-3299.762C1876.097,-3289.7855 1849.9632,-3274.4997 1830.5116,-3263.1224\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1832.2343,-3260.0753 1821.8353,-3258.0475 1828.7,-3266.1176 1832.2343,-3260.0753\"/>\n",
       "</g>\n",
       "<!-- 4591290256 -->\n",
       "<g id=\"node142\" class=\"node\">\n",
       "<title>4591290256</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"1972.6396,-3264 1854.6748,-3264 1854.6748,-3232 1972.6396,-3232 1972.6396,-3264\"/>\n",
       "<text text-anchor=\"middle\" x=\"1913.6572\" y=\"-3250.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group1.block0.conv1</text>\n",
       "<text text-anchor=\"middle\" x=\"1913.6572\" y=\"-3238.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (128, 128, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591290256&#45;&gt;4591289936 -->\n",
       "<g id=\"edge143\" class=\"edge\">\n",
       "<title>4591290256&#45;&gt;4591289936</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1889.0107,-3231.8849C1872.2858,-3220.9495 1850.2834,-3206.5633 1833.6898,-3195.7136\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1835.3806,-3192.6374 1825.0955,-3190.0943 1831.5498,-3198.4962 1835.3806,-3192.6374\"/>\n",
       "</g>\n",
       "<!-- 4591290000&#45;&gt;4591723088 -->\n",
       "<g id=\"edge144\" class=\"edge\">\n",
       "<title>4591290000&#45;&gt;4591723088</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1538.2466,-3411.8751C1579.3308,-3396.8428 1644.6572,-3364.3891 1644.6572,-3310 1644.6572,-3310 1644.6572,-3310 1644.6572,-3248 1644.6572,-3186.2882 1716.7515,-3149.3591 1765.6299,-3131.4136\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1766.807,-3134.7098 1775.0678,-3128.0759 1764.473,-3128.1103 1766.807,-3134.7098\"/>\n",
       "</g>\n",
       "<!-- 4591293840 -->\n",
       "<g id=\"node144\" class=\"node\">\n",
       "<title>4591293840</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"1468.8081,-3500 1332.5064,-3500 1332.5064,-3468 1468.8081,-3468 1468.8081,-3500\"/>\n",
       "<text text-anchor=\"middle\" x=\"1400.6572\" y=\"-3486.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group1.block0.conv_dim</text>\n",
       "<text text-anchor=\"middle\" x=\"1400.6572\" y=\"-3474.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (128, 64, 1, 1)</text>\n",
       "</g>\n",
       "<!-- 4591293840&#45;&gt;4591290000 -->\n",
       "<g id=\"edge146\" class=\"edge\">\n",
       "<title>4591293840&#45;&gt;4591290000</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1427.9706,-3467.8721C1444.0218,-3458.3943 1464.1893,-3446.4858 1479.9531,-3437.1777\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1481.83,-3440.1341 1488.6613,-3432.0357 1478.2708,-3434.1064 1481.83,-3440.1341\"/>\n",
       "</g>\n",
       "<!-- 4591723600 -->\n",
       "<g id=\"node145\" class=\"node\">\n",
       "<title>4591723600</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"1971.4585,-3128 1869.856,-3128 1869.856,-3108 1971.4585,-3108 1971.4585,-3128\"/>\n",
       "<text text-anchor=\"middle\" x=\"1920.6572\" y=\"-3114.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591723600&#45;&gt;4591724368 -->\n",
       "<g id=\"edge147\" class=\"edge\">\n",
       "<title>4591723600&#45;&gt;4591724368</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1930.4901,-3107.9883C1938.2147,-3100.1233 1949.1644,-3088.9745 1958.3481,-3079.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1961.0273,-3081.8909 1965.5373,-3072.3039 1956.0332,-3076.9859 1961.0273,-3081.8909\"/>\n",
       "</g>\n",
       "<!-- 4591723344 -->\n",
       "<g id=\"node146\" class=\"node\">\n",
       "<title>4591723344</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2035.5791,-3190 1945.7353,-3190 1945.7353,-3170 2035.5791,-3170 2035.5791,-3190\"/>\n",
       "<text text-anchor=\"middle\" x=\"1990.6572\" y=\"-3176.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591723344&#45;&gt;4591723600 -->\n",
       "<g id=\"edge148\" class=\"edge\">\n",
       "<title>4591723344&#45;&gt;4591723600</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M1979.0982,-3169.762C1968.3951,-3160.2821 1952.2795,-3146.0083 1939.6805,-3134.8492\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1941.8078,-3132.0579 1932.0012,-3128.0475 1937.1665,-3137.298 1941.8078,-3132.0579\"/>\n",
       "</g>\n",
       "<!-- 4591294160 -->\n",
       "<g id=\"node147\" class=\"node\">\n",
       "<title>4591294160</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"2120.9623,-3264 1990.3522,-3264 1990.3522,-3232 2120.9623,-3232 2120.9623,-3264\"/>\n",
       "<text text-anchor=\"middle\" x=\"2055.6572\" y=\"-3250.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group1.block1.affine0.a</text>\n",
       "<text text-anchor=\"middle\" x=\"2055.6572\" y=\"-3238.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (128)</text>\n",
       "</g>\n",
       "<!-- 4591294160&#45;&gt;4591723344 -->\n",
       "<g id=\"edge149\" class=\"edge\">\n",
       "<title>4591294160&#45;&gt;4591723344</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2040.2531,-3231.8849C2030.4407,-3221.6196 2017.7216,-3208.3135 2007.6207,-3197.7464\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2009.9383,-3195.1057 2000.4984,-3190.2954 2004.8782,-3199.9426 2009.9383,-3195.1057\"/>\n",
       "</g>\n",
       "<!-- 4591272880 -->\n",
       "<g id=\"node148\" class=\"node\">\n",
       "<title>4591272880</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"2079.6494,-3128 1989.665,-3128 1989.665,-3108 2079.6494,-3108 2079.6494,-3128\"/>\n",
       "<text text-anchor=\"middle\" x=\"2034.6572\" y=\"-3114.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 128, 28, 28)</text>\n",
       "</g>\n",
       "<!-- 4591272880&#45;&gt;4591724368 -->\n",
       "<g id=\"edge150\" class=\"edge\">\n",
       "<title>4591272880&#45;&gt;4591724368</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2024.1092,-3107.9883C2015.74,-3100.0446 2003.8415,-3088.7512 1993.9303,-3079.3439\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"1996.1757,-3076.6496 1986.5131,-3072.3039 1991.3567,-3081.7268 1996.1757,-3076.6496\"/>\n",
       "</g>\n",
       "<!-- 4591272952 -->\n",
       "<g id=\"node149\" class=\"node\">\n",
       "<title>4591272952</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"2187.6494,-3128 2097.665,-3128 2097.665,-3108 2187.6494,-3108 2187.6494,-3128\"/>\n",
       "<text text-anchor=\"middle\" x=\"2142.6572\" y=\"-3114.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 128, 28, 28)</text>\n",
       "</g>\n",
       "<!-- 4591272952&#45;&gt;4591724368 -->\n",
       "<g id=\"edge151\" class=\"edge\">\n",
       "<title>4591272952&#45;&gt;4591724368</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2112.801,-3107.9883C2085.5753,-3098.8587 2045.1547,-3085.3046 2015.243,-3075.2743\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2016.13,-3071.8802 2005.5361,-3072.0192 2013.9044,-3078.517 2016.13,-3071.8802\"/>\n",
       "</g>\n",
       "<!-- 4591724112 -->\n",
       "<g id=\"node150\" class=\"node\">\n",
       "<title>4591724112</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2246.4585,-3072 2144.856,-3072 2144.856,-3052 2246.4585,-3052 2246.4585,-3072\"/>\n",
       "<text text-anchor=\"middle\" x=\"2195.6572\" y=\"-3058.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591724112&#45;&gt;4591724624 -->\n",
       "<g id=\"edge152\" class=\"edge\">\n",
       "<title>4591724112&#45;&gt;4591724624</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2157.5301,-3051.9243C2123.4169,-3042.8228 2072.0859,-3028.9143 2027.6572,-3016 2024.3367,-3015.0348 2020.9025,-3014.0185 2017.455,-3012.9854\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2018.3725,-3009.6063 2007.7873,-3010.0579 2016.3438,-3016.3059 2018.3725,-3009.6063\"/>\n",
       "</g>\n",
       "<!-- 4591723856 -->\n",
       "<g id=\"node151\" class=\"node\">\n",
       "<title>4591723856</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2295.5791,-3128 2205.7353,-3128 2205.7353,-3108 2295.5791,-3108 2295.5791,-3128\"/>\n",
       "<text text-anchor=\"middle\" x=\"2250.6572\" y=\"-3114.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591723856&#45;&gt;4591724112 -->\n",
       "<g id=\"edge153\" class=\"edge\">\n",
       "<title>4591723856&#45;&gt;4591724112</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2240.8243,-3107.9883C2233.0997,-3100.1233 2222.15,-3088.9745 2212.9664,-3079.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2215.2813,-3076.9859 2205.7771,-3072.3039 2210.2871,-3081.8909 2215.2813,-3076.9859\"/>\n",
       "</g>\n",
       "<!-- 4591294480 -->\n",
       "<g id=\"node152\" class=\"node\">\n",
       "<title>4591294480</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"2316.1357,-3196 2185.1787,-3196 2185.1787,-3164 2316.1357,-3164 2316.1357,-3196\"/>\n",
       "<text text-anchor=\"middle\" x=\"2250.6572\" y=\"-3182.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group1.block1.affine0.b</text>\n",
       "<text text-anchor=\"middle\" x=\"2250.6572\" y=\"-3170.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (128)</text>\n",
       "</g>\n",
       "<!-- 4591294480&#45;&gt;4591723856 -->\n",
       "<g id=\"edge154\" class=\"edge\">\n",
       "<title>4591294480&#45;&gt;4591723856</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2250.6572,-3163.7102C2250.6572,-3156.0144 2250.6572,-3146.744 2250.6572,-3138.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2254.1573,-3138.3512 2250.6572,-3128.3512 2247.1573,-3138.3513 2254.1573,-3138.3512\"/>\n",
       "</g>\n",
       "<!-- 4591273168 -->\n",
       "<g id=\"node153\" class=\"node\">\n",
       "<title>4591273168</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"2126.6494,-3010 2036.665,-3010 2036.665,-2990 2126.6494,-2990 2126.6494,-3010\"/>\n",
       "<text text-anchor=\"middle\" x=\"2081.6572\" y=\"-2996.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 128, 28, 28)</text>\n",
       "</g>\n",
       "<!-- 4591273168&#45;&gt;4591724880 -->\n",
       "<g id=\"edge155\" class=\"edge\">\n",
       "<title>4591273168&#45;&gt;4591724880</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2066.1641,-2989.9664C2048.9487,-2978.8174 2020.9317,-2960.673 2000.8271,-2947.6529\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2002.51,-2944.5729 1992.2139,-2942.0748 1998.7049,-2950.4484 2002.51,-2944.5729\"/>\n",
       "</g>\n",
       "<!-- 4591289424 -->\n",
       "<g id=\"node154\" class=\"node\">\n",
       "<title>4591289424</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"2144.6396,-2948 2026.6748,-2948 2026.6748,-2916 2144.6396,-2916 2144.6396,-2948\"/>\n",
       "<text text-anchor=\"middle\" x=\"2085.6572\" y=\"-2934.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group1.block1.conv0</text>\n",
       "<text text-anchor=\"middle\" x=\"2085.6572\" y=\"-2922.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (128, 128, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591289424&#45;&gt;4591289168 -->\n",
       "<g id=\"edge156\" class=\"edge\">\n",
       "<title>4591289424&#45;&gt;4591289168</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2058.6039,-2915.8721C2042.7057,-2906.3943 2022.7302,-2894.4858 2007.1165,-2885.1777\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2008.873,-2882.15 1998.4913,-2880.0357 2005.2885,-2888.1627 2008.873,-2882.15\"/>\n",
       "</g>\n",
       "<!-- 4591725392 -->\n",
       "<g id=\"node155\" class=\"node\">\n",
       "<title>4591725392</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2153.4585,-2880 2051.856,-2880 2051.856,-2860 2153.4585,-2860 2153.4585,-2880\"/>\n",
       "<text text-anchor=\"middle\" x=\"2102.6572\" y=\"-2866.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591725392&#45;&gt;4591726160 -->\n",
       "<g id=\"edge157\" class=\"edge\">\n",
       "<title>4591725392&#45;&gt;4591726160</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2112.4901,-2859.9883C2120.2147,-2852.1233 2131.1644,-2840.9745 2140.3481,-2831.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2143.0273,-2833.8909 2147.5373,-2824.3039 2138.0332,-2828.9859 2143.0273,-2833.8909\"/>\n",
       "</g>\n",
       "<!-- 4591725136 -->\n",
       "<g id=\"node156\" class=\"node\">\n",
       "<title>4591725136</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2253.5791,-2942 2163.7353,-2942 2163.7353,-2922 2253.5791,-2922 2253.5791,-2942\"/>\n",
       "<text text-anchor=\"middle\" x=\"2208.6572\" y=\"-2928.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591725136&#45;&gt;4591725392 -->\n",
       "<g id=\"edge158\" class=\"edge\">\n",
       "<title>4591725136&#45;&gt;4591725392</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2191.1535,-2921.762C2174.097,-2911.7855 2147.9632,-2896.4997 2128.5116,-2885.1224\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2130.2343,-2882.0753 2119.8353,-2880.0475 2126.7,-2888.1176 2130.2343,-2882.0753\"/>\n",
       "</g>\n",
       "<!-- 4591294672 -->\n",
       "<g id=\"node157\" class=\"node\">\n",
       "<title>4591294672</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"2274.9623,-3016 2144.3522,-3016 2144.3522,-2984 2274.9623,-2984 2274.9623,-3016\"/>\n",
       "<text text-anchor=\"middle\" x=\"2209.6572\" y=\"-3002.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group1.block1.affine1.a</text>\n",
       "<text text-anchor=\"middle\" x=\"2209.6572\" y=\"-2990.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (128)</text>\n",
       "</g>\n",
       "<!-- 4591294672&#45;&gt;4591725136 -->\n",
       "<g id=\"edge159\" class=\"edge\">\n",
       "<title>4591294672&#45;&gt;4591725136</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2209.4202,-2983.8849C2209.2826,-2974.5254 2209.1078,-2962.6379 2208.9602,-2952.6036\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2212.4554,-2952.2428 2208.8086,-2942.2954 2205.4561,-2952.3458 2212.4554,-2952.2428\"/>\n",
       "</g>\n",
       "<!-- 4591273384 -->\n",
       "<g id=\"node158\" class=\"node\">\n",
       "<title>4591273384</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"2261.6494,-2880 2171.665,-2880 2171.665,-2860 2261.6494,-2860 2261.6494,-2880\"/>\n",
       "<text text-anchor=\"middle\" x=\"2216.6572\" y=\"-2866.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 128, 28, 28)</text>\n",
       "</g>\n",
       "<!-- 4591273384&#45;&gt;4591726160 -->\n",
       "<g id=\"edge160\" class=\"edge\">\n",
       "<title>4591273384&#45;&gt;4591726160</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2206.1092,-2859.9883C2197.74,-2852.0446 2185.8415,-2840.7512 2175.9303,-2831.3439\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2178.1757,-2828.6496 2168.5131,-2824.3039 2173.3567,-2833.7268 2178.1757,-2828.6496\"/>\n",
       "</g>\n",
       "<!-- 4591273456 -->\n",
       "<g id=\"node159\" class=\"node\">\n",
       "<title>4591273456</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"2369.6494,-2880 2279.665,-2880 2279.665,-2860 2369.6494,-2860 2369.6494,-2880\"/>\n",
       "<text text-anchor=\"middle\" x=\"2324.6572\" y=\"-2866.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 128, 28, 28)</text>\n",
       "</g>\n",
       "<!-- 4591273456&#45;&gt;4591726160 -->\n",
       "<g id=\"edge161\" class=\"edge\">\n",
       "<title>4591273456&#45;&gt;4591726160</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2294.801,-2859.9883C2267.5753,-2850.8587 2227.1547,-2837.3046 2197.243,-2827.2743\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2198.13,-2823.8802 2187.5361,-2824.0192 2195.9044,-2830.517 2198.13,-2823.8802\"/>\n",
       "</g>\n",
       "<!-- 4591725904 -->\n",
       "<g id=\"node160\" class=\"node\">\n",
       "<title>4591725904</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2428.4585,-2824 2326.856,-2824 2326.856,-2804 2428.4585,-2804 2428.4585,-2824\"/>\n",
       "<text text-anchor=\"middle\" x=\"2377.6572\" y=\"-2810.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591725904&#45;&gt;4591333456 -->\n",
       "<g id=\"edge162\" class=\"edge\">\n",
       "<title>4591725904&#45;&gt;4591333456</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2338.3256,-2803.9883C2301.5238,-2794.6206 2246.4208,-2780.5944 2206.7511,-2770.4966\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2207.5729,-2767.0943 2197.0186,-2768.0192 2205.8461,-2773.878 2207.5729,-2767.0943\"/>\n",
       "</g>\n",
       "<!-- 4591725648 -->\n",
       "<g id=\"node161\" class=\"node\">\n",
       "<title>4591725648</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2477.5791,-2880 2387.7353,-2880 2387.7353,-2860 2477.5791,-2860 2477.5791,-2880\"/>\n",
       "<text text-anchor=\"middle\" x=\"2432.6572\" y=\"-2866.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591725648&#45;&gt;4591725904 -->\n",
       "<g id=\"edge163\" class=\"edge\">\n",
       "<title>4591725648&#45;&gt;4591725904</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2422.8243,-2859.9883C2415.0997,-2852.1233 2404.15,-2840.9745 2394.9664,-2831.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2397.2813,-2828.9859 2387.7771,-2824.3039 2392.2871,-2833.8909 2397.2813,-2828.9859\"/>\n",
       "</g>\n",
       "<!-- 4591294992 -->\n",
       "<g id=\"node162\" class=\"node\">\n",
       "<title>4591294992</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"2498.1357,-2948 2367.1787,-2948 2367.1787,-2916 2498.1357,-2916 2498.1357,-2948\"/>\n",
       "<text text-anchor=\"middle\" x=\"2432.6572\" y=\"-2934.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group1.block1.affine1.b</text>\n",
       "<text text-anchor=\"middle\" x=\"2432.6572\" y=\"-2922.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (128)</text>\n",
       "</g>\n",
       "<!-- 4591294992&#45;&gt;4591725648 -->\n",
       "<g id=\"edge164\" class=\"edge\">\n",
       "<title>4591294992&#45;&gt;4591725648</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2432.6572,-2915.7102C2432.6572,-2908.0144 2432.6572,-2898.744 2432.6572,-2890.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2436.1573,-2890.3512 2432.6572,-2880.3512 2429.1573,-2890.3513 2436.1573,-2890.3512\"/>\n",
       "</g>\n",
       "<!-- 4591273672 -->\n",
       "<g id=\"node163\" class=\"node\">\n",
       "<title>4591273672</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"2308.6494,-2768 2218.665,-2768 2218.665,-2748 2308.6494,-2748 2308.6494,-2768\"/>\n",
       "<text text-anchor=\"middle\" x=\"2263.6572\" y=\"-2754.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 128, 28, 28)</text>\n",
       "</g>\n",
       "<!-- 4591273672&#45;&gt;4591333712 -->\n",
       "<g id=\"edge165\" class=\"edge\">\n",
       "<title>4591273672&#45;&gt;4591333712</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2246.1535,-2747.762C2229.097,-2737.7855 2202.9632,-2722.4997 2183.5116,-2711.1224\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2185.2343,-2708.0753 2174.8353,-2706.0475 2181.7,-2714.1176 2185.2343,-2708.0753\"/>\n",
       "</g>\n",
       "<!-- 4591288784 -->\n",
       "<g id=\"node164\" class=\"node\">\n",
       "<title>4591288784</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"2325.6396,-2712 2207.6748,-2712 2207.6748,-2680 2325.6396,-2680 2325.6396,-2712\"/>\n",
       "<text text-anchor=\"middle\" x=\"2266.6572\" y=\"-2698.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group1.block1.conv1</text>\n",
       "<text text-anchor=\"middle\" x=\"2266.6572\" y=\"-2686.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (128, 128, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591288784&#45;&gt;4591288528 -->\n",
       "<g id=\"edge166\" class=\"edge\">\n",
       "<title>4591288784&#45;&gt;4591288528</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2253.623,-2679.8849C2245.4829,-2669.8209 2234.9789,-2656.8341 2226.5162,-2646.3711\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2228.9944,-2643.8695 2219.9844,-2638.2954 2223.5518,-2648.2716 2228.9944,-2643.8695\"/>\n",
       "</g>\n",
       "<!-- 4591334480 -->\n",
       "<g id=\"node165\" class=\"node\">\n",
       "<title>4591334480</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2395.4585,-2576 2293.856,-2576 2293.856,-2556 2395.4585,-2556 2395.4585,-2576\"/>\n",
       "<text text-anchor=\"middle\" x=\"2344.6572\" y=\"-2562.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591334480&#45;&gt;4591335248 -->\n",
       "<g id=\"edge168\" class=\"edge\">\n",
       "<title>4591334480&#45;&gt;4591335248</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2365.0381,-2555.9883C2382.8408,-2547.2431 2408.9082,-2534.4381 2429.0185,-2524.5594\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2430.636,-2527.6644 2438.0684,-2520.1138 2427.5497,-2521.3815 2430.636,-2527.6644\"/>\n",
       "</g>\n",
       "<!-- 4591334224 -->\n",
       "<g id=\"node166\" class=\"node\">\n",
       "<title>4591334224</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2412.5791,-2638 2322.7353,-2638 2322.7353,-2618 2412.5791,-2618 2412.5791,-2638\"/>\n",
       "<text text-anchor=\"middle\" x=\"2367.6572\" y=\"-2624.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591334224&#45;&gt;4591334480 -->\n",
       "<g id=\"edge169\" class=\"edge\">\n",
       "<title>4591334224&#45;&gt;4591334480</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2363.8592,-2617.762C2360.6105,-2609.0044 2355.8439,-2596.1555 2351.8728,-2585.4506\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2355.1442,-2584.2059 2348.3845,-2576.0475 2348.5812,-2586.6405 2355.1442,-2584.2059\"/>\n",
       "</g>\n",
       "<!-- 4591295184 -->\n",
       "<g id=\"node167\" class=\"node\">\n",
       "<title>4591295184</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"2473.9623,-2712 2343.3522,-2712 2343.3522,-2680 2473.9623,-2680 2473.9623,-2712\"/>\n",
       "<text text-anchor=\"middle\" x=\"2408.6572\" y=\"-2698.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group2.block0.affine0.a</text>\n",
       "<text text-anchor=\"middle\" x=\"2408.6572\" y=\"-2686.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (128)</text>\n",
       "</g>\n",
       "<!-- 4591295184&#45;&gt;4591334224 -->\n",
       "<g id=\"edge170\" class=\"edge\">\n",
       "<title>4591295184&#45;&gt;4591334224</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2398.9408,-2679.8849C2392.9941,-2670.0222 2385.355,-2657.3524 2379.1143,-2647.0019\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2382.0256,-2645.052 2373.8648,-2638.2954 2376.0309,-2648.6665 2382.0256,-2645.052\"/>\n",
       "</g>\n",
       "<!-- 4591273888 -->\n",
       "<g id=\"node168\" class=\"node\">\n",
       "<title>4591273888</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"2503.6494,-2576 2413.665,-2576 2413.665,-2556 2503.6494,-2556 2503.6494,-2576\"/>\n",
       "<text text-anchor=\"middle\" x=\"2458.6572\" y=\"-2562.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 128, 28, 28)</text>\n",
       "</g>\n",
       "<!-- 4591273888&#45;&gt;4591335248 -->\n",
       "<g id=\"edge171\" class=\"edge\">\n",
       "<title>4591273888&#45;&gt;4591335248</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2458.6572,-2555.9883C2458.6572,-2548.9098 2458.6572,-2539.1714 2458.6572,-2530.4779\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2462.1573,-2530.3038 2458.6572,-2520.3039 2455.1573,-2530.3039 2462.1573,-2530.3038\"/>\n",
       "</g>\n",
       "<!-- 4591273960 -->\n",
       "<g id=\"node169\" class=\"node\">\n",
       "<title>4591273960</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"2611.6494,-2576 2521.665,-2576 2521.665,-2556 2611.6494,-2556 2611.6494,-2576\"/>\n",
       "<text text-anchor=\"middle\" x=\"2566.6572\" y=\"-2562.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 128, 28, 28)</text>\n",
       "</g>\n",
       "<!-- 4591273960&#45;&gt;4591335248 -->\n",
       "<g id=\"edge172\" class=\"edge\">\n",
       "<title>4591273960&#45;&gt;4591335248</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2547.349,-2555.9883C2530.6359,-2547.3223 2506.2342,-2534.6696 2487.2547,-2524.8283\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2488.6511,-2521.6099 2478.1624,-2520.1138 2485.4289,-2527.8242 2488.6511,-2521.6099\"/>\n",
       "</g>\n",
       "<!-- 4591334992 -->\n",
       "<g id=\"node170\" class=\"node\">\n",
       "<title>4591334992</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2672.4585,-2520 2570.856,-2520 2570.856,-2500 2672.4585,-2500 2672.4585,-2520\"/>\n",
       "<text text-anchor=\"middle\" x=\"2621.6572\" y=\"-2506.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591334992&#45;&gt;4591335504 -->\n",
       "<g id=\"edge173\" class=\"edge\">\n",
       "<title>4591334992&#45;&gt;4591335504</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2603.8232,-2499.762C2586.445,-2489.7855 2559.8181,-2474.4997 2539.9994,-2463.1224\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2541.5745,-2459.9909 2531.1594,-2458.0475 2538.0894,-2466.0616 2541.5745,-2459.9909\"/>\n",
       "</g>\n",
       "<!-- 4591334736 -->\n",
       "<g id=\"node171\" class=\"node\">\n",
       "<title>4591334736</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2719.5791,-2576 2629.7353,-2576 2629.7353,-2556 2719.5791,-2556 2719.5791,-2576\"/>\n",
       "<text text-anchor=\"middle\" x=\"2674.6572\" y=\"-2562.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591334736&#45;&gt;4591334992 -->\n",
       "<g id=\"edge174\" class=\"edge\">\n",
       "<title>4591334736&#45;&gt;4591334992</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2665.1819,-2555.9883C2657.7382,-2548.1233 2647.1866,-2536.9745 2638.337,-2527.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2640.825,-2525.161 2631.4091,-2520.3039 2635.741,-2529.9727 2640.825,-2525.161\"/>\n",
       "</g>\n",
       "<!-- 4591295504 -->\n",
       "<g id=\"node172\" class=\"node\">\n",
       "<title>4591295504</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"2740.1357,-2644 2609.1787,-2644 2609.1787,-2612 2740.1357,-2612 2740.1357,-2644\"/>\n",
       "<text text-anchor=\"middle\" x=\"2674.6572\" y=\"-2630.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group2.block0.affine0.b</text>\n",
       "<text text-anchor=\"middle\" x=\"2674.6572\" y=\"-2618.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (128)</text>\n",
       "</g>\n",
       "<!-- 4591295504&#45;&gt;4591334736 -->\n",
       "<g id=\"edge175\" class=\"edge\">\n",
       "<title>4591295504&#45;&gt;4591334736</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2674.6572,-2611.7102C2674.6572,-2604.0144 2674.6572,-2594.744 2674.6572,-2586.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2678.1573,-2586.3512 2674.6572,-2576.3512 2671.1573,-2586.3513 2678.1573,-2586.3512\"/>\n",
       "</g>\n",
       "<!-- 4591274176 -->\n",
       "<g id=\"node173\" class=\"node\">\n",
       "<title>4591274176</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"2664.6494,-2458 2574.665,-2458 2574.665,-2438 2664.6494,-2438 2664.6494,-2458\"/>\n",
       "<text text-anchor=\"middle\" x=\"2619.6572\" y=\"-2444.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 128, 28, 28)</text>\n",
       "</g>\n",
       "<!-- 4591274176&#45;&gt;4591335760 -->\n",
       "<g id=\"edge176\" class=\"edge\">\n",
       "<title>4591274176&#45;&gt;4591335760</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2612.132,-2437.9664C2604.2976,-2427.5204 2591.8574,-2410.9336 2582.2879,-2398.1742\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2585.0134,-2395.9748 2576.2133,-2390.0748 2579.4134,-2400.1748 2585.0134,-2395.9748\"/>\n",
       "</g>\n",
       "<!-- 4591324816 -->\n",
       "<g id=\"node174\" class=\"node\">\n",
       "<title>4591324816</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"2736.6396,-2396 2618.6748,-2396 2618.6748,-2364 2736.6396,-2364 2736.6396,-2396\"/>\n",
       "<text text-anchor=\"middle\" x=\"2677.6572\" y=\"-2382.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group2.block0.conv0</text>\n",
       "<text text-anchor=\"middle\" x=\"2677.6572\" y=\"-2370.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (256, 128, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591324816&#45;&gt;4591324560 -->\n",
       "<g id=\"edge177\" class=\"edge\">\n",
       "<title>4591324816&#45;&gt;4591324560</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2677.6572,-2363.7102C2677.6572,-2356.0144 2677.6572,-2346.744 2677.6572,-2338.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2681.1573,-2338.3512 2677.6572,-2328.3512 2674.1573,-2338.3513 2681.1573,-2338.3512\"/>\n",
       "</g>\n",
       "<!-- 4591336272 -->\n",
       "<g id=\"node175\" class=\"node\">\n",
       "<title>4591336272</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2849.4585,-2328 2747.856,-2328 2747.856,-2308 2849.4585,-2308 2849.4585,-2328\"/>\n",
       "<text text-anchor=\"middle\" x=\"2798.6572\" y=\"-2314.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591336272&#45;&gt;4591337040 -->\n",
       "<g id=\"edge178\" class=\"edge\">\n",
       "<title>4591336272&#45;&gt;4591337040</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2808.4901,-2307.9883C2816.2147,-2300.1233 2827.1644,-2288.9745 2836.3481,-2279.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2839.0273,-2281.8909 2843.5373,-2272.3039 2834.0332,-2276.9859 2839.0273,-2281.8909\"/>\n",
       "</g>\n",
       "<!-- 4591336016 -->\n",
       "<g id=\"node176\" class=\"node\">\n",
       "<title>4591336016</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"2844.5791,-2390 2754.7353,-2390 2754.7353,-2370 2844.5791,-2370 2844.5791,-2390\"/>\n",
       "<text text-anchor=\"middle\" x=\"2799.6572\" y=\"-2376.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591336016&#45;&gt;4591336272 -->\n",
       "<g id=\"edge179\" class=\"edge\">\n",
       "<title>4591336016&#45;&gt;4591336272</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2799.4921,-2369.762C2799.3538,-2361.185 2799.1521,-2348.6836 2798.9817,-2338.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2802.4802,-2337.9898 2798.8193,-2328.0475 2795.4811,-2338.1027 2802.4802,-2337.9898\"/>\n",
       "</g>\n",
       "<!-- 4591295696 -->\n",
       "<g id=\"node177\" class=\"node\">\n",
       "<title>4591295696</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"2864.9623,-2464 2734.3522,-2464 2734.3522,-2432 2864.9623,-2432 2864.9623,-2464\"/>\n",
       "<text text-anchor=\"middle\" x=\"2799.6572\" y=\"-2450.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group2.block0.affine1.a</text>\n",
       "<text text-anchor=\"middle\" x=\"2799.6572\" y=\"-2438.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (256)</text>\n",
       "</g>\n",
       "<!-- 4591295696&#45;&gt;4591336016 -->\n",
       "<g id=\"edge180\" class=\"edge\">\n",
       "<title>4591295696&#45;&gt;4591336016</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2799.6572,-2431.8849C2799.6572,-2422.5254 2799.6572,-2410.6379 2799.6572,-2400.6036\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2803.1573,-2400.2954 2799.6572,-2390.2954 2796.1573,-2400.2954 2803.1573,-2400.2954\"/>\n",
       "</g>\n",
       "<!-- 4591274392 -->\n",
       "<g id=\"node178\" class=\"node\">\n",
       "<title>4591274392</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"2957.6494,-2328 2867.665,-2328 2867.665,-2308 2957.6494,-2308 2957.6494,-2328\"/>\n",
       "<text text-anchor=\"middle\" x=\"2912.6572\" y=\"-2314.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 256, 14, 14)</text>\n",
       "</g>\n",
       "<!-- 4591274392&#45;&gt;4591337040 -->\n",
       "<g id=\"edge181\" class=\"edge\">\n",
       "<title>4591274392&#45;&gt;4591337040</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2902.1092,-2307.9883C2893.74,-2300.0446 2881.8415,-2288.7512 2871.9303,-2279.3439\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2874.1757,-2276.6496 2864.5131,-2272.3039 2869.3567,-2281.7268 2874.1757,-2276.6496\"/>\n",
       "</g>\n",
       "<!-- 4591274464 -->\n",
       "<g id=\"node179\" class=\"node\">\n",
       "<title>4591274464</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"3065.6494,-2328 2975.665,-2328 2975.665,-2308 3065.6494,-2308 3065.6494,-2328\"/>\n",
       "<text text-anchor=\"middle\" x=\"3020.6572\" y=\"-2314.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 256, 14, 14)</text>\n",
       "</g>\n",
       "<!-- 4591274464&#45;&gt;4591337040 -->\n",
       "<g id=\"edge182\" class=\"edge\">\n",
       "<title>4591274464&#45;&gt;4591337040</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2990.801,-2307.9883C2963.5753,-2298.8587 2923.1547,-2285.3046 2893.243,-2275.2743\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2894.13,-2271.8802 2883.5361,-2272.0192 2891.9044,-2278.517 2894.13,-2271.8802\"/>\n",
       "</g>\n",
       "<!-- 4591336784 -->\n",
       "<g id=\"node180\" class=\"node\">\n",
       "<title>4591336784</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3124.4585,-2272 3022.856,-2272 3022.856,-2252 3124.4585,-2252 3124.4585,-2272\"/>\n",
       "<text text-anchor=\"middle\" x=\"3073.6572\" y=\"-2258.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591336784&#45;&gt;4591353936 -->\n",
       "<g id=\"edge183\" class=\"edge\">\n",
       "<title>4591336784&#45;&gt;4591353936</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3034.3256,-2251.9883C2997.5238,-2242.6206 2942.4208,-2228.5944 2902.7511,-2218.4966\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2903.5729,-2215.0943 2893.0186,-2216.0192 2901.8461,-2221.878 2903.5729,-2215.0943\"/>\n",
       "</g>\n",
       "<!-- 4591336528 -->\n",
       "<g id=\"node181\" class=\"node\">\n",
       "<title>4591336528</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3173.5791,-2328 3083.7353,-2328 3083.7353,-2308 3173.5791,-2308 3173.5791,-2328\"/>\n",
       "<text text-anchor=\"middle\" x=\"3128.6572\" y=\"-2314.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591336528&#45;&gt;4591336784 -->\n",
       "<g id=\"edge184\" class=\"edge\">\n",
       "<title>4591336528&#45;&gt;4591336784</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3118.8243,-2307.9883C3111.0997,-2300.1233 3100.15,-2288.9745 3090.9664,-2279.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3093.2813,-2276.9859 3083.7771,-2272.3039 3088.2871,-2281.8909 3093.2813,-2276.9859\"/>\n",
       "</g>\n",
       "<!-- 4591296016 -->\n",
       "<g id=\"node182\" class=\"node\">\n",
       "<title>4591296016</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"3194.1357,-2396 3063.1787,-2396 3063.1787,-2364 3194.1357,-2364 3194.1357,-2396\"/>\n",
       "<text text-anchor=\"middle\" x=\"3128.6572\" y=\"-2382.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group2.block0.affine1.b</text>\n",
       "<text text-anchor=\"middle\" x=\"3128.6572\" y=\"-2370.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (256)</text>\n",
       "</g>\n",
       "<!-- 4591296016&#45;&gt;4591336528 -->\n",
       "<g id=\"edge185\" class=\"edge\">\n",
       "<title>4591296016&#45;&gt;4591336528</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3128.6572,-2363.7102C3128.6572,-2356.0144 3128.6572,-2346.744 3128.6572,-2338.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3132.1573,-2338.3512 3128.6572,-2328.3512 3125.1573,-2338.3513 3132.1573,-2338.3512\"/>\n",
       "</g>\n",
       "<!-- 4591274680 -->\n",
       "<g id=\"node183\" class=\"node\">\n",
       "<title>4591274680</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"3004.6494,-2216 2914.665,-2216 2914.665,-2196 3004.6494,-2196 3004.6494,-2216\"/>\n",
       "<text text-anchor=\"middle\" x=\"2959.6572\" y=\"-2202.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 256, 14, 14)</text>\n",
       "</g>\n",
       "<!-- 4591274680&#45;&gt;4591354192 -->\n",
       "<g id=\"edge186\" class=\"edge\">\n",
       "<title>4591274680&#45;&gt;4591354192</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2942.1535,-2195.762C2925.097,-2185.7855 2898.9632,-2170.4997 2879.5116,-2159.1224\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2881.2343,-2156.0753 2870.8353,-2154.0475 2877.7,-2162.1176 2881.2343,-2156.0753\"/>\n",
       "</g>\n",
       "<!-- 4591324176 -->\n",
       "<g id=\"node184\" class=\"node\">\n",
       "<title>4591324176</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"3021.6396,-2160 2903.6748,-2160 2903.6748,-2128 3021.6396,-2128 3021.6396,-2160\"/>\n",
       "<text text-anchor=\"middle\" x=\"2962.6572\" y=\"-2146.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group2.block0.conv1</text>\n",
       "<text text-anchor=\"middle\" x=\"2962.6572\" y=\"-2134.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (256, 256, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591324176&#45;&gt;4591323856 -->\n",
       "<g id=\"edge187\" class=\"edge\">\n",
       "<title>4591324176&#45;&gt;4591323856</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2938.0107,-2127.8849C2921.2858,-2116.9495 2899.2834,-2102.5633 2882.6898,-2091.7136\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2884.3806,-2088.6374 2874.0955,-2086.0943 2880.5498,-2094.4962 2884.3806,-2088.6374\"/>\n",
       "</g>\n",
       "<!-- 4591323920&#45;&gt;4591354448 -->\n",
       "<g id=\"edge188\" class=\"edge\">\n",
       "<title>4591323920&#45;&gt;4591354448</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2587.2466,-2307.8751C2628.3308,-2292.8428 2693.6572,-2260.3891 2693.6572,-2206 2693.6572,-2206 2693.6572,-2206 2693.6572,-2144 2693.6572,-2082.2882 2765.7515,-2045.3591 2814.6299,-2027.4136\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2815.807,-2030.7098 2824.0678,-2024.0759 2813.473,-2024.1103 2815.807,-2030.7098\"/>\n",
       "</g>\n",
       "<!-- 4591296080 -->\n",
       "<g id=\"node186\" class=\"node\">\n",
       "<title>4591296080</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"2517.8081,-2396 2381.5064,-2396 2381.5064,-2364 2517.8081,-2364 2517.8081,-2396\"/>\n",
       "<text text-anchor=\"middle\" x=\"2449.6572\" y=\"-2382.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group2.block0.conv_dim</text>\n",
       "<text text-anchor=\"middle\" x=\"2449.6572\" y=\"-2370.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (256, 128, 1, 1)</text>\n",
       "</g>\n",
       "<!-- 4591296080&#45;&gt;4591323920 -->\n",
       "<g id=\"edge190\" class=\"edge\">\n",
       "<title>4591296080&#45;&gt;4591323920</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2476.9706,-2363.8721C2493.0218,-2354.3943 2513.1893,-2342.4858 2528.9531,-2333.1777\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2530.83,-2336.1341 2537.6613,-2328.0357 2527.2708,-2330.1064 2530.83,-2336.1341\"/>\n",
       "</g>\n",
       "<!-- 4591354960 -->\n",
       "<g id=\"node187\" class=\"node\">\n",
       "<title>4591354960</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3020.4585,-2024 2918.856,-2024 2918.856,-2004 3020.4585,-2004 3020.4585,-2024\"/>\n",
       "<text text-anchor=\"middle\" x=\"2969.6572\" y=\"-2010.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591354960&#45;&gt;4591355728 -->\n",
       "<g id=\"edge191\" class=\"edge\">\n",
       "<title>4591354960&#45;&gt;4591355728</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M2979.4901,-2003.9883C2987.2147,-1996.1233 2998.1644,-1984.9745 3007.3481,-1975.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3010.0273,-1977.8909 3014.5373,-1968.3039 3005.0332,-1972.9859 3010.0273,-1977.8909\"/>\n",
       "</g>\n",
       "<!-- 4591354704 -->\n",
       "<g id=\"node188\" class=\"node\">\n",
       "<title>4591354704</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3082.5791,-2086 2992.7353,-2086 2992.7353,-2066 3082.5791,-2066 3082.5791,-2086\"/>\n",
       "<text text-anchor=\"middle\" x=\"3037.6572\" y=\"-2072.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591354704&#45;&gt;4591354960 -->\n",
       "<g id=\"edge192\" class=\"edge\">\n",
       "<title>4591354704&#45;&gt;4591354960</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3026.4284,-2065.762C3016.0312,-2056.2821 3000.376,-2042.0083 2988.137,-2030.8492\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"2990.4248,-2028.1987 2980.6771,-2024.0475 2985.7085,-2033.3715 2990.4248,-2028.1987\"/>\n",
       "</g>\n",
       "<!-- 4591296400 -->\n",
       "<g id=\"node189\" class=\"node\">\n",
       "<title>4591296400</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"3169.9623,-2160 3039.3522,-2160 3039.3522,-2128 3169.9623,-2128 3169.9623,-2160\"/>\n",
       "<text text-anchor=\"middle\" x=\"3104.6572\" y=\"-2146.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group2.block1.affine0.a</text>\n",
       "<text text-anchor=\"middle\" x=\"3104.6572\" y=\"-2134.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (256)</text>\n",
       "</g>\n",
       "<!-- 4591296400&#45;&gt;4591354704 -->\n",
       "<g id=\"edge193\" class=\"edge\">\n",
       "<title>4591296400&#45;&gt;4591354704</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3088.7792,-2127.8849C3078.5656,-2117.5189 3065.297,-2104.0523 3054.8373,-2093.4364\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3057.3129,-2090.9622 3047.8012,-2086.2954 3052.3266,-2095.8752 3057.3129,-2090.9622\"/>\n",
       "</g>\n",
       "<!-- 4591274968 -->\n",
       "<g id=\"node190\" class=\"node\">\n",
       "<title>4591274968</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"3128.6494,-2024 3038.665,-2024 3038.665,-2004 3128.6494,-2004 3128.6494,-2024\"/>\n",
       "<text text-anchor=\"middle\" x=\"3083.6572\" y=\"-2010.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 256, 14, 14)</text>\n",
       "</g>\n",
       "<!-- 4591274968&#45;&gt;4591355728 -->\n",
       "<g id=\"edge194\" class=\"edge\">\n",
       "<title>4591274968&#45;&gt;4591355728</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3073.1092,-2003.9883C3064.74,-1996.0446 3052.8415,-1984.7512 3042.9303,-1975.3439\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3045.1757,-1972.6496 3035.5131,-1968.3039 3040.3567,-1977.7268 3045.1757,-1972.6496\"/>\n",
       "</g>\n",
       "<!-- 4591275040 -->\n",
       "<g id=\"node191\" class=\"node\">\n",
       "<title>4591275040</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"3236.6494,-2024 3146.665,-2024 3146.665,-2004 3236.6494,-2004 3236.6494,-2024\"/>\n",
       "<text text-anchor=\"middle\" x=\"3191.6572\" y=\"-2010.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 256, 14, 14)</text>\n",
       "</g>\n",
       "<!-- 4591275040&#45;&gt;4591355728 -->\n",
       "<g id=\"edge195\" class=\"edge\">\n",
       "<title>4591275040&#45;&gt;4591355728</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3161.801,-2003.9883C3134.5753,-1994.8587 3094.1547,-1981.3046 3064.243,-1971.2743\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3065.13,-1967.8802 3054.5361,-1968.0192 3062.9044,-1974.517 3065.13,-1967.8802\"/>\n",
       "</g>\n",
       "<!-- 4591355472 -->\n",
       "<g id=\"node192\" class=\"node\">\n",
       "<title>4591355472</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3295.4585,-1968 3193.856,-1968 3193.856,-1948 3295.4585,-1948 3295.4585,-1968\"/>\n",
       "<text text-anchor=\"middle\" x=\"3244.6572\" y=\"-1954.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591355472&#45;&gt;4591355984 -->\n",
       "<g id=\"edge196\" class=\"edge\">\n",
       "<title>4591355472&#45;&gt;4591355984</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3206.5301,-1947.9243C3172.4169,-1938.8228 3121.0859,-1924.9143 3076.6572,-1912 3073.3367,-1911.0348 3069.9025,-1910.0185 3066.455,-1908.9854\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3067.3725,-1905.6063 3056.7873,-1906.0579 3065.3438,-1912.3059 3067.3725,-1905.6063\"/>\n",
       "</g>\n",
       "<!-- 4591355216 -->\n",
       "<g id=\"node193\" class=\"node\">\n",
       "<title>4591355216</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3344.5791,-2024 3254.7353,-2024 3254.7353,-2004 3344.5791,-2004 3344.5791,-2024\"/>\n",
       "<text text-anchor=\"middle\" x=\"3299.6572\" y=\"-2010.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591355216&#45;&gt;4591355472 -->\n",
       "<g id=\"edge197\" class=\"edge\">\n",
       "<title>4591355216&#45;&gt;4591355472</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3289.8243,-2003.9883C3282.0997,-1996.1233 3271.15,-1984.9745 3261.9664,-1975.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3264.2813,-1972.9859 3254.7771,-1968.3039 3259.2871,-1977.8909 3264.2813,-1972.9859\"/>\n",
       "</g>\n",
       "<!-- 4591382800 -->\n",
       "<g id=\"node194\" class=\"node\">\n",
       "<title>4591382800</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"3365.1357,-2092 3234.1787,-2092 3234.1787,-2060 3365.1357,-2060 3365.1357,-2092\"/>\n",
       "<text text-anchor=\"middle\" x=\"3299.6572\" y=\"-2078.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group2.block1.affine0.b</text>\n",
       "<text text-anchor=\"middle\" x=\"3299.6572\" y=\"-2066.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (256)</text>\n",
       "</g>\n",
       "<!-- 4591382800&#45;&gt;4591355216 -->\n",
       "<g id=\"edge198\" class=\"edge\">\n",
       "<title>4591382800&#45;&gt;4591355216</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3299.6572,-2059.7102C3299.6572,-2052.0144 3299.6572,-2042.744 3299.6572,-2034.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3303.1573,-2034.3512 3299.6572,-2024.3512 3296.1573,-2034.3513 3303.1573,-2034.3512\"/>\n",
       "</g>\n",
       "<!-- 4591275256 -->\n",
       "<g id=\"node195\" class=\"node\">\n",
       "<title>4591275256</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"3175.6494,-1906 3085.665,-1906 3085.665,-1886 3175.6494,-1886 3175.6494,-1906\"/>\n",
       "<text text-anchor=\"middle\" x=\"3130.6572\" y=\"-1892.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 256, 14, 14)</text>\n",
       "</g>\n",
       "<!-- 4591275256&#45;&gt;4591356240 -->\n",
       "<g id=\"edge199\" class=\"edge\">\n",
       "<title>4591275256&#45;&gt;4591356240</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3115.1641,-1885.9664C3097.9487,-1874.8174 3069.9317,-1856.673 3049.8271,-1843.6529\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3051.51,-1840.5729 3041.2139,-1838.0748 3047.7049,-1846.4484 3051.51,-1840.5729\"/>\n",
       "</g>\n",
       "<!-- 4591323344 -->\n",
       "<g id=\"node196\" class=\"node\">\n",
       "<title>4591323344</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"3193.6396,-1844 3075.6748,-1844 3075.6748,-1812 3193.6396,-1812 3193.6396,-1844\"/>\n",
       "<text text-anchor=\"middle\" x=\"3134.6572\" y=\"-1830.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group2.block1.conv0</text>\n",
       "<text text-anchor=\"middle\" x=\"3134.6572\" y=\"-1818.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (256, 256, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591323344&#45;&gt;4591323088 -->\n",
       "<g id=\"edge200\" class=\"edge\">\n",
       "<title>4591323344&#45;&gt;4591323088</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3107.6039,-1811.8721C3091.7057,-1802.3943 3071.7302,-1790.4858 3056.1165,-1781.1777\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3057.873,-1778.15 3047.4913,-1776.0357 3054.2885,-1784.1627 3057.873,-1778.15\"/>\n",
       "</g>\n",
       "<!-- 4591356752 -->\n",
       "<g id=\"node197\" class=\"node\">\n",
       "<title>4591356752</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3202.4585,-1776 3100.856,-1776 3100.856,-1756 3202.4585,-1756 3202.4585,-1776\"/>\n",
       "<text text-anchor=\"middle\" x=\"3151.6572\" y=\"-1762.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591356752&#45;&gt;4591357520 -->\n",
       "<g id=\"edge201\" class=\"edge\">\n",
       "<title>4591356752&#45;&gt;4591357520</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3161.4901,-1755.9883C3169.2147,-1748.1233 3180.1644,-1736.9745 3189.3481,-1727.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3192.0273,-1729.8909 3196.5373,-1720.3039 3187.0332,-1724.9859 3192.0273,-1729.8909\"/>\n",
       "</g>\n",
       "<!-- 4591356496 -->\n",
       "<g id=\"node198\" class=\"node\">\n",
       "<title>4591356496</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3302.5791,-1838 3212.7353,-1838 3212.7353,-1818 3302.5791,-1818 3302.5791,-1838\"/>\n",
       "<text text-anchor=\"middle\" x=\"3257.6572\" y=\"-1824.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591356496&#45;&gt;4591356752 -->\n",
       "<g id=\"edge202\" class=\"edge\">\n",
       "<title>4591356496&#45;&gt;4591356752</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3240.1535,-1817.762C3223.097,-1807.7855 3196.9632,-1792.4997 3177.5116,-1781.1224\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3179.2343,-1778.0753 3168.8353,-1776.0475 3175.7,-1784.1176 3179.2343,-1778.0753\"/>\n",
       "</g>\n",
       "<!-- 4591382992 -->\n",
       "<g id=\"node199\" class=\"node\">\n",
       "<title>4591382992</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"3323.9623,-1912 3193.3522,-1912 3193.3522,-1880 3323.9623,-1880 3323.9623,-1912\"/>\n",
       "<text text-anchor=\"middle\" x=\"3258.6572\" y=\"-1898.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group2.block1.affine1.a</text>\n",
       "<text text-anchor=\"middle\" x=\"3258.6572\" y=\"-1886.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (256)</text>\n",
       "</g>\n",
       "<!-- 4591382992&#45;&gt;4591356496 -->\n",
       "<g id=\"edge203\" class=\"edge\">\n",
       "<title>4591382992&#45;&gt;4591356496</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3258.4202,-1879.8849C3258.2826,-1870.5254 3258.1078,-1858.6379 3257.9602,-1848.6036\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3261.4554,-1848.2428 3257.8086,-1838.2954 3254.4561,-1848.3458 3261.4554,-1848.2428\"/>\n",
       "</g>\n",
       "<!-- 4591275472 -->\n",
       "<g id=\"node200\" class=\"node\">\n",
       "<title>4591275472</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"3310.6494,-1776 3220.665,-1776 3220.665,-1756 3310.6494,-1756 3310.6494,-1776\"/>\n",
       "<text text-anchor=\"middle\" x=\"3265.6572\" y=\"-1762.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 256, 14, 14)</text>\n",
       "</g>\n",
       "<!-- 4591275472&#45;&gt;4591357520 -->\n",
       "<g id=\"edge204\" class=\"edge\">\n",
       "<title>4591275472&#45;&gt;4591357520</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3255.1092,-1755.9883C3246.74,-1748.0446 3234.8415,-1736.7512 3224.9303,-1727.3439\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3227.1757,-1724.6496 3217.5131,-1720.3039 3222.3567,-1729.7268 3227.1757,-1724.6496\"/>\n",
       "</g>\n",
       "<!-- 4591275544 -->\n",
       "<g id=\"node201\" class=\"node\">\n",
       "<title>4591275544</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"3418.6494,-1776 3328.665,-1776 3328.665,-1756 3418.6494,-1756 3418.6494,-1776\"/>\n",
       "<text text-anchor=\"middle\" x=\"3373.6572\" y=\"-1762.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 256, 14, 14)</text>\n",
       "</g>\n",
       "<!-- 4591275544&#45;&gt;4591357520 -->\n",
       "<g id=\"edge205\" class=\"edge\">\n",
       "<title>4591275544&#45;&gt;4591357520</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3343.801,-1755.9883C3316.5753,-1746.8587 3276.1547,-1733.3046 3246.243,-1723.2743\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3247.13,-1719.8802 3236.5361,-1720.0192 3244.9044,-1726.517 3247.13,-1719.8802\"/>\n",
       "</g>\n",
       "<!-- 4591357264 -->\n",
       "<g id=\"node202\" class=\"node\">\n",
       "<title>4591357264</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3477.4585,-1720 3375.856,-1720 3375.856,-1700 3477.4585,-1700 3477.4585,-1720\"/>\n",
       "<text text-anchor=\"middle\" x=\"3426.6572\" y=\"-1706.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591357264&#45;&gt;4591304784 -->\n",
       "<g id=\"edge206\" class=\"edge\">\n",
       "<title>4591357264&#45;&gt;4591304784</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3387.3256,-1699.9883C3350.5238,-1690.6206 3295.4208,-1676.5944 3255.7511,-1666.4966\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3256.5729,-1663.0943 3246.0186,-1664.0192 3254.8461,-1669.878 3256.5729,-1663.0943\"/>\n",
       "</g>\n",
       "<!-- 4591357008 -->\n",
       "<g id=\"node203\" class=\"node\">\n",
       "<title>4591357008</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3526.5791,-1776 3436.7353,-1776 3436.7353,-1756 3526.5791,-1756 3526.5791,-1776\"/>\n",
       "<text text-anchor=\"middle\" x=\"3481.6572\" y=\"-1762.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591357008&#45;&gt;4591357264 -->\n",
       "<g id=\"edge207\" class=\"edge\">\n",
       "<title>4591357008&#45;&gt;4591357264</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3471.8243,-1755.9883C3464.0997,-1748.1233 3453.15,-1736.9745 3443.9664,-1727.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3446.2813,-1724.9859 3436.7771,-1720.3039 3441.2871,-1729.8909 3446.2813,-1724.9859\"/>\n",
       "</g>\n",
       "<!-- 4591383312 -->\n",
       "<g id=\"node204\" class=\"node\">\n",
       "<title>4591383312</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"3547.1357,-1844 3416.1787,-1844 3416.1787,-1812 3547.1357,-1812 3547.1357,-1844\"/>\n",
       "<text text-anchor=\"middle\" x=\"3481.6572\" y=\"-1830.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group2.block1.affine1.b</text>\n",
       "<text text-anchor=\"middle\" x=\"3481.6572\" y=\"-1818.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (256)</text>\n",
       "</g>\n",
       "<!-- 4591383312&#45;&gt;4591357008 -->\n",
       "<g id=\"edge208\" class=\"edge\">\n",
       "<title>4591383312&#45;&gt;4591357008</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3481.6572,-1811.7102C3481.6572,-1804.0144 3481.6572,-1794.744 3481.6572,-1786.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3485.1573,-1786.3512 3481.6572,-1776.3512 3478.1573,-1786.3513 3485.1573,-1786.3512\"/>\n",
       "</g>\n",
       "<!-- 4591275760 -->\n",
       "<g id=\"node205\" class=\"node\">\n",
       "<title>4591275760</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"3357.6494,-1664 3267.665,-1664 3267.665,-1644 3357.6494,-1644 3357.6494,-1664\"/>\n",
       "<text text-anchor=\"middle\" x=\"3312.6572\" y=\"-1650.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 256, 14, 14)</text>\n",
       "</g>\n",
       "<!-- 4591275760&#45;&gt;4591305040 -->\n",
       "<g id=\"edge209\" class=\"edge\">\n",
       "<title>4591275760&#45;&gt;4591305040</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3295.1535,-1643.762C3278.097,-1633.7855 3251.9632,-1618.4997 3232.5116,-1607.1224\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3234.2343,-1604.0753 3223.8353,-1602.0475 3230.7,-1610.1176 3234.2343,-1604.0753\"/>\n",
       "</g>\n",
       "<!-- 4591322704 -->\n",
       "<g id=\"node206\" class=\"node\">\n",
       "<title>4591322704</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"3374.6396,-1608 3256.6748,-1608 3256.6748,-1576 3374.6396,-1576 3374.6396,-1608\"/>\n",
       "<text text-anchor=\"middle\" x=\"3315.6572\" y=\"-1594.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group2.block1.conv1</text>\n",
       "<text text-anchor=\"middle\" x=\"3315.6572\" y=\"-1582.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (256, 256, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591322704&#45;&gt;4591322448 -->\n",
       "<g id=\"edge210\" class=\"edge\">\n",
       "<title>4591322704&#45;&gt;4591322448</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3302.623,-1575.8849C3294.4829,-1565.8209 3283.9789,-1552.8341 3275.5162,-1542.3711\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3277.9944,-1539.8695 3268.9844,-1534.2954 3272.5518,-1544.2716 3277.9944,-1539.8695\"/>\n",
       "</g>\n",
       "<!-- 4591305808 -->\n",
       "<g id=\"node207\" class=\"node\">\n",
       "<title>4591305808</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3445.4585,-1472 3343.856,-1472 3343.856,-1452 3445.4585,-1452 3445.4585,-1472\"/>\n",
       "<text text-anchor=\"middle\" x=\"3394.6572\" y=\"-1458.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591305808&#45;&gt;4591306576 -->\n",
       "<g id=\"edge212\" class=\"edge\">\n",
       "<title>4591305808&#45;&gt;4591306576</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3415.0381,-1451.9883C3432.8408,-1443.2431 3458.9082,-1430.4381 3479.0185,-1420.5594\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3480.636,-1423.6644 3488.0684,-1416.1138 3477.5497,-1417.3815 3480.636,-1423.6644\"/>\n",
       "</g>\n",
       "<!-- 4591305552 -->\n",
       "<g id=\"node208\" class=\"node\">\n",
       "<title>4591305552</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3462.5791,-1534 3372.7353,-1534 3372.7353,-1514 3462.5791,-1514 3462.5791,-1534\"/>\n",
       "<text text-anchor=\"middle\" x=\"3417.6572\" y=\"-1520.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591305552&#45;&gt;4591305808 -->\n",
       "<g id=\"edge213\" class=\"edge\">\n",
       "<title>4591305552&#45;&gt;4591305808</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3413.8592,-1513.762C3410.6105,-1505.0044 3405.8439,-1492.1555 3401.8728,-1481.4506\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3405.1442,-1480.2059 3398.3845,-1472.0475 3398.5812,-1482.6405 3405.1442,-1480.2059\"/>\n",
       "</g>\n",
       "<!-- 4591383504 -->\n",
       "<g id=\"node209\" class=\"node\">\n",
       "<title>4591383504</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"3522.9623,-1608 3392.3522,-1608 3392.3522,-1576 3522.9623,-1576 3522.9623,-1608\"/>\n",
       "<text text-anchor=\"middle\" x=\"3457.6572\" y=\"-1594.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group3.block0.affine0.a</text>\n",
       "<text text-anchor=\"middle\" x=\"3457.6572\" y=\"-1582.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (256)</text>\n",
       "</g>\n",
       "<!-- 4591383504&#45;&gt;4591305552 -->\n",
       "<g id=\"edge214\" class=\"edge\">\n",
       "<title>4591383504&#45;&gt;4591305552</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3448.1778,-1575.8849C3442.3761,-1566.0222 3434.9234,-1553.3524 3428.8348,-1543.0019\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3431.8004,-1541.1402 3423.7134,-1534.2954 3425.7668,-1544.6894 3431.8004,-1541.1402\"/>\n",
       "</g>\n",
       "<!-- 4591275976 -->\n",
       "<g id=\"node210\" class=\"node\">\n",
       "<title>4591275976</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"3553.6494,-1472 3463.665,-1472 3463.665,-1452 3553.6494,-1452 3553.6494,-1472\"/>\n",
       "<text text-anchor=\"middle\" x=\"3508.6572\" y=\"-1458.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 256, 14, 14)</text>\n",
       "</g>\n",
       "<!-- 4591275976&#45;&gt;4591306576 -->\n",
       "<g id=\"edge215\" class=\"edge\">\n",
       "<title>4591275976&#45;&gt;4591306576</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3508.6572,-1451.9883C3508.6572,-1444.9098 3508.6572,-1435.1714 3508.6572,-1426.4779\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3512.1573,-1426.3038 3508.6572,-1416.3039 3505.1573,-1426.3039 3512.1573,-1426.3038\"/>\n",
       "</g>\n",
       "<!-- 4591390800 -->\n",
       "<g id=\"node211\" class=\"node\">\n",
       "<title>4591390800</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"3661.6494,-1472 3571.665,-1472 3571.665,-1452 3661.6494,-1452 3661.6494,-1472\"/>\n",
       "<text text-anchor=\"middle\" x=\"3616.6572\" y=\"-1458.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 256, 14, 14)</text>\n",
       "</g>\n",
       "<!-- 4591390800&#45;&gt;4591306576 -->\n",
       "<g id=\"edge216\" class=\"edge\">\n",
       "<title>4591390800&#45;&gt;4591306576</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3597.349,-1451.9883C3580.6359,-1443.3223 3556.2342,-1430.6696 3537.2547,-1420.8283\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3538.6511,-1417.6099 3528.1624,-1416.1138 3535.4289,-1423.8242 3538.6511,-1417.6099\"/>\n",
       "</g>\n",
       "<!-- 4591306320 -->\n",
       "<g id=\"node212\" class=\"node\">\n",
       "<title>4591306320</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3722.4585,-1416 3620.856,-1416 3620.856,-1396 3722.4585,-1396 3722.4585,-1416\"/>\n",
       "<text text-anchor=\"middle\" x=\"3671.6572\" y=\"-1402.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591306320&#45;&gt;4591306832 -->\n",
       "<g id=\"edge217\" class=\"edge\">\n",
       "<title>4591306320&#45;&gt;4591306832</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3653.8232,-1395.762C3636.445,-1385.7855 3609.8181,-1370.4997 3589.9994,-1359.1224\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3591.5745,-1355.9909 3581.1594,-1354.0475 3588.0894,-1362.0616 3591.5745,-1355.9909\"/>\n",
       "</g>\n",
       "<!-- 4591306064 -->\n",
       "<g id=\"node213\" class=\"node\">\n",
       "<title>4591306064</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3769.5791,-1472 3679.7353,-1472 3679.7353,-1452 3769.5791,-1452 3769.5791,-1472\"/>\n",
       "<text text-anchor=\"middle\" x=\"3724.6572\" y=\"-1458.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591306064&#45;&gt;4591306320 -->\n",
       "<g id=\"edge218\" class=\"edge\">\n",
       "<title>4591306064&#45;&gt;4591306320</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3715.1819,-1451.9883C3707.7382,-1444.1233 3697.1866,-1432.9745 3688.337,-1423.6239\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3690.825,-1421.161 3681.4091,-1416.3039 3685.741,-1425.9727 3690.825,-1421.161\"/>\n",
       "</g>\n",
       "<!-- 4591383824 -->\n",
       "<g id=\"node214\" class=\"node\">\n",
       "<title>4591383824</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"3790.1357,-1540 3659.1787,-1540 3659.1787,-1508 3790.1357,-1508 3790.1357,-1540\"/>\n",
       "<text text-anchor=\"middle\" x=\"3724.6572\" y=\"-1526.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group3.block0.affine0.b</text>\n",
       "<text text-anchor=\"middle\" x=\"3724.6572\" y=\"-1514.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (256)</text>\n",
       "</g>\n",
       "<!-- 4591383824&#45;&gt;4591306064 -->\n",
       "<g id=\"edge219\" class=\"edge\">\n",
       "<title>4591383824&#45;&gt;4591306064</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3724.6572,-1507.7102C3724.6572,-1500.0144 3724.6572,-1490.744 3724.6572,-1482.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3728.1573,-1482.3512 3724.6572,-1472.3512 3721.1573,-1482.3513 3728.1573,-1482.3512\"/>\n",
       "</g>\n",
       "<!-- 4591391016 -->\n",
       "<g id=\"node215\" class=\"node\">\n",
       "<title>4591391016</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"3714.6494,-1354 3624.665,-1354 3624.665,-1334 3714.6494,-1334 3714.6494,-1354\"/>\n",
       "<text text-anchor=\"middle\" x=\"3669.6572\" y=\"-1340.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 256, 14, 14)</text>\n",
       "</g>\n",
       "<!-- 4591391016&#45;&gt;4591307088 -->\n",
       "<g id=\"edge220\" class=\"edge\">\n",
       "<title>4591391016&#45;&gt;4591307088</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3661.9844,-1333.9664C3653.9964,-1323.5204 3641.3124,-1306.9336 3631.5552,-1294.1742\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3634.2163,-1291.8923 3625.3615,-1286.0748 3628.6558,-1296.1445 3634.2163,-1291.8923\"/>\n",
       "</g>\n",
       "<!-- 4591321936 -->\n",
       "<g id=\"node216\" class=\"node\">\n",
       "<title>4591321936</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"3785.6396,-1292 3667.6748,-1292 3667.6748,-1260 3785.6396,-1260 3785.6396,-1292\"/>\n",
       "<text text-anchor=\"middle\" x=\"3726.6572\" y=\"-1278.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group3.block0.conv0</text>\n",
       "<text text-anchor=\"middle\" x=\"3726.6572\" y=\"-1266.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (512, 256, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591321936&#45;&gt;4591321680 -->\n",
       "<g id=\"edge221\" class=\"edge\">\n",
       "<title>4591321936&#45;&gt;4591321680</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3726.6572,-1259.7102C3726.6572,-1252.0144 3726.6572,-1242.744 3726.6572,-1234.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3730.1573,-1234.3512 3726.6572,-1224.3512 3723.1573,-1234.3513 3730.1573,-1234.3512\"/>\n",
       "</g>\n",
       "<!-- 4591307600 -->\n",
       "<g id=\"node217\" class=\"node\">\n",
       "<title>4591307600</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3898.4585,-1224 3796.856,-1224 3796.856,-1204 3898.4585,-1204 3898.4585,-1224\"/>\n",
       "<text text-anchor=\"middle\" x=\"3847.6572\" y=\"-1210.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591307600&#45;&gt;4591308368 -->\n",
       "<g id=\"edge222\" class=\"edge\">\n",
       "<title>4591307600&#45;&gt;4591308368</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3856.4174,-1203.9883C3863.2305,-1196.2019 3872.8597,-1185.1971 3880.9904,-1175.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3883.6903,-1178.1344 3887.6413,-1168.3039 3878.4222,-1173.5249 3883.6903,-1178.1344\"/>\n",
       "</g>\n",
       "<!-- 4591307344 -->\n",
       "<g id=\"node218\" class=\"node\">\n",
       "<title>4591307344</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"3893.5791,-1286 3803.7353,-1286 3803.7353,-1266 3893.5791,-1266 3893.5791,-1286\"/>\n",
       "<text text-anchor=\"middle\" x=\"3848.6572\" y=\"-1272.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591307344&#45;&gt;4591307600 -->\n",
       "<g id=\"edge223\" class=\"edge\">\n",
       "<title>4591307344&#45;&gt;4591307600</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3848.4921,-1265.762C3848.3538,-1257.185 3848.1521,-1244.6836 3847.9817,-1234.1154\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3851.4802,-1233.9898 3847.8193,-1224.0475 3844.4811,-1234.1027 3851.4802,-1233.9898\"/>\n",
       "</g>\n",
       "<!-- 4591384016 -->\n",
       "<g id=\"node219\" class=\"node\">\n",
       "<title>4591384016</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"3913.9623,-1360 3783.3522,-1360 3783.3522,-1328 3913.9623,-1328 3913.9623,-1360\"/>\n",
       "<text text-anchor=\"middle\" x=\"3848.6572\" y=\"-1346.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group3.block0.affine1.a</text>\n",
       "<text text-anchor=\"middle\" x=\"3848.6572\" y=\"-1334.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (512)</text>\n",
       "</g>\n",
       "<!-- 4591384016&#45;&gt;4591307344 -->\n",
       "<g id=\"edge224\" class=\"edge\">\n",
       "<title>4591384016&#45;&gt;4591307344</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3848.6572,-1327.8849C3848.6572,-1318.5254 3848.6572,-1306.6379 3848.6572,-1296.6036\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3852.1573,-1296.2954 3848.6572,-1286.2954 3845.1573,-1296.2954 3852.1573,-1296.2954\"/>\n",
       "</g>\n",
       "<!-- 4591391232 -->\n",
       "<g id=\"node220\" class=\"node\">\n",
       "<title>4591391232</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"3994.6494,-1224 3916.665,-1224 3916.665,-1204 3994.6494,-1204 3994.6494,-1224\"/>\n",
       "<text text-anchor=\"middle\" x=\"3955.6572\" y=\"-1210.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591391232&#45;&gt;4591308368 -->\n",
       "<g id=\"edge225\" class=\"edge\">\n",
       "<title>4591391232&#45;&gt;4591308368</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3945.1092,-1203.9883C3936.74,-1196.0446 3924.8415,-1184.7512 3914.9303,-1175.3439\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3917.1757,-1172.6496 3907.5131,-1168.3039 3912.3567,-1177.7268 3917.1757,-1172.6496\"/>\n",
       "</g>\n",
       "<!-- 4591391304 -->\n",
       "<g id=\"node221\" class=\"node\">\n",
       "<title>4591391304</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"4090.6494,-1224 4012.665,-1224 4012.665,-1204 4090.6494,-1204 4090.6494,-1224\"/>\n",
       "<text text-anchor=\"middle\" x=\"4051.6572\" y=\"-1210.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591391304&#45;&gt;4591308368 -->\n",
       "<g id=\"edge226\" class=\"edge\">\n",
       "<title>4591391304&#45;&gt;4591308368</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4023.9463,-1203.9883C3998.8967,-1194.9381 3961.8124,-1181.5399 3934.1249,-1171.5367\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3934.9834,-1168.1255 3924.3891,-1168.0192 3932.6048,-1174.709 3934.9834,-1168.1255\"/>\n",
       "</g>\n",
       "<!-- 4591308112 -->\n",
       "<g id=\"node222\" class=\"node\">\n",
       "<title>4591308112</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4155.4585,-1168 4053.856,-1168 4053.856,-1148 4155.4585,-1148 4155.4585,-1168\"/>\n",
       "<text text-anchor=\"middle\" x=\"4104.6572\" y=\"-1154.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591308112&#45;&gt;4591255632 -->\n",
       "<g id=\"edge227\" class=\"edge\">\n",
       "<title>4591308112&#45;&gt;4591255632</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4067.471,-1147.9883C4032.824,-1138.6603 3981.0204,-1124.7132 3943.5508,-1114.6252\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3944.4377,-1111.2394 3933.8716,-1112.0192 3942.6178,-1117.9987 3944.4377,-1111.2394\"/>\n",
       "</g>\n",
       "<!-- 4591307856 -->\n",
       "<g id=\"node223\" class=\"node\">\n",
       "<title>4591307856</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4198.5791,-1224 4108.7353,-1224 4108.7353,-1204 4198.5791,-1204 4198.5791,-1224\"/>\n",
       "<text text-anchor=\"middle\" x=\"4153.6572\" y=\"-1210.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591307856&#45;&gt;4591308112 -->\n",
       "<g id=\"edge228\" class=\"edge\">\n",
       "<title>4591307856&#45;&gt;4591308112</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4144.897,-1203.9883C4138.0839,-1196.2019 4128.4547,-1185.1971 4120.324,-1175.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4122.8922,-1173.5249 4113.6731,-1168.3039 4117.6242,-1178.1344 4122.8922,-1173.5249\"/>\n",
       "</g>\n",
       "<!-- 4591384336 -->\n",
       "<g id=\"node224\" class=\"node\">\n",
       "<title>4591384336</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"4219.1357,-1292 4088.1787,-1292 4088.1787,-1260 4219.1357,-1260 4219.1357,-1292\"/>\n",
       "<text text-anchor=\"middle\" x=\"4153.6572\" y=\"-1278.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group3.block0.affine1.b</text>\n",
       "<text text-anchor=\"middle\" x=\"4153.6572\" y=\"-1266.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (512)</text>\n",
       "</g>\n",
       "<!-- 4591384336&#45;&gt;4591307856 -->\n",
       "<g id=\"edge229\" class=\"edge\">\n",
       "<title>4591384336&#45;&gt;4591307856</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4153.6572,-1259.7102C4153.6572,-1252.0144 4153.6572,-1242.744 4153.6572,-1234.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4157.1573,-1234.3512 4153.6572,-1224.3512 4150.1573,-1234.3513 4157.1573,-1234.3512\"/>\n",
       "</g>\n",
       "<!-- 4591391520 -->\n",
       "<g id=\"node225\" class=\"node\">\n",
       "<title>4591391520</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"4035.6494,-1112 3957.665,-1112 3957.665,-1092 4035.6494,-1092 4035.6494,-1112\"/>\n",
       "<text text-anchor=\"middle\" x=\"3996.6572\" y=\"-1098.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591391520&#45;&gt;4591255888 -->\n",
       "<g id=\"edge230\" class=\"edge\">\n",
       "<title>4591391520&#45;&gt;4591255888</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3980.1443,-1091.762C3964.1989,-1081.8758 3939.8443,-1066.776 3921.5479,-1055.4322\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3923.2063,-1052.3423 3912.8629,-1050.0475 3919.5177,-1058.2916 3923.2063,-1052.3423\"/>\n",
       "</g>\n",
       "<!-- 4591321296 -->\n",
       "<g id=\"node226\" class=\"node\">\n",
       "<title>4591321296</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"4064.6396,-1056 3946.6748,-1056 3946.6748,-1024 4064.6396,-1024 4064.6396,-1056\"/>\n",
       "<text text-anchor=\"middle\" x=\"4005.6572\" y=\"-1042.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group3.block0.conv1</text>\n",
       "<text text-anchor=\"middle\" x=\"4005.6572\" y=\"-1030.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (512, 512, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591321296&#45;&gt;4591599120 -->\n",
       "<g id=\"edge231\" class=\"edge\">\n",
       "<title>4591321296&#45;&gt;4591599120</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3981.0107,-1023.8849C3964.2858,-1012.9495 3942.2834,-998.5633 3925.6898,-987.7136\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3927.3806,-984.6374 3917.0955,-982.0943 3923.5498,-990.4962 3927.3806,-984.6374\"/>\n",
       "</g>\n",
       "<!-- 4591597200&#45;&gt;4591256144 -->\n",
       "<g id=\"edge232\" class=\"edge\">\n",
       "<title>4591597200&#45;&gt;4591256144</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3633.505,-1203.9796C3672.7178,-1188.7043 3736.6572,-1155.5817 3736.6572,-1102 3736.6572,-1102 3736.6572,-1102 3736.6572,-1040 3736.6572,-978.2882 3808.7515,-941.3591 3857.6299,-923.4136\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3858.807,-926.7098 3867.0678,-920.0759 3856.473,-920.1103 3858.807,-926.7098\"/>\n",
       "</g>\n",
       "<!-- 4591384400 -->\n",
       "<g id=\"node228\" class=\"node\">\n",
       "<title>4591384400</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"3566.8081,-1292 3430.5064,-1292 3430.5064,-1260 3566.8081,-1260 3566.8081,-1292\"/>\n",
       "<text text-anchor=\"middle\" x=\"3498.6572\" y=\"-1278.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group3.block0.conv_dim</text>\n",
       "<text text-anchor=\"middle\" x=\"3498.6572\" y=\"-1266.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (512, 256, 1, 1)</text>\n",
       "</g>\n",
       "<!-- 4591384400&#45;&gt;4591597200 -->\n",
       "<g id=\"edge234\" class=\"edge\">\n",
       "<title>4591384400&#45;&gt;4591597200</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M3525.9706,-1259.8721C3542.0218,-1250.3943 3562.1893,-1238.4858 3577.9531,-1229.1777\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"3579.83,-1232.1341 3586.6613,-1224.0357 3576.2708,-1226.1064 3579.83,-1232.1341\"/>\n",
       "</g>\n",
       "<!-- 4591256656 -->\n",
       "<g id=\"node229\" class=\"node\">\n",
       "<title>4591256656</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4063.4585,-920 3961.856,-920 3961.856,-900 4063.4585,-900 4063.4585,-920\"/>\n",
       "<text text-anchor=\"middle\" x=\"4012.6572\" y=\"-906.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591256656&#45;&gt;4591257424 -->\n",
       "<g id=\"edge235\" class=\"edge\">\n",
       "<title>4591256656&#45;&gt;4591257424</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4021.4174,-899.9883C4028.2305,-892.2019 4037.8597,-881.1971 4045.9904,-871.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4048.6903,-874.1344 4052.6413,-864.3039 4043.4222,-869.5249 4048.6903,-874.1344\"/>\n",
       "</g>\n",
       "<!-- 4591256400 -->\n",
       "<g id=\"node230\" class=\"node\">\n",
       "<title>4591256400</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4125.5791,-982 4035.7353,-982 4035.7353,-962 4125.5791,-962 4125.5791,-982\"/>\n",
       "<text text-anchor=\"middle\" x=\"4080.6572\" y=\"-968.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591256400&#45;&gt;4591256656 -->\n",
       "<g id=\"edge236\" class=\"edge\">\n",
       "<title>4591256400&#45;&gt;4591256656</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4069.4284,-961.762C4059.0312,-952.2821 4043.376,-938.0083 4031.137,-926.8492\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4033.4248,-924.1987 4023.6771,-920.0475 4028.7085,-929.3715 4033.4248,-924.1987\"/>\n",
       "</g>\n",
       "<!-- 4591384720 -->\n",
       "<g id=\"node231\" class=\"node\">\n",
       "<title>4591384720</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"4212.9623,-1056 4082.3522,-1056 4082.3522,-1024 4212.9623,-1024 4212.9623,-1056\"/>\n",
       "<text text-anchor=\"middle\" x=\"4147.6572\" y=\"-1042.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group3.block1.affine0.a</text>\n",
       "<text text-anchor=\"middle\" x=\"4147.6572\" y=\"-1030.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (512)</text>\n",
       "</g>\n",
       "<!-- 4591384720&#45;&gt;4591256400 -->\n",
       "<g id=\"edge237\" class=\"edge\">\n",
       "<title>4591384720&#45;&gt;4591256400</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4131.7792,-1023.8849C4121.5656,-1013.5189 4108.297,-1000.0523 4097.8373,-989.4364\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4100.3129,-986.9622 4090.8012,-982.2954 4095.3266,-991.8752 4100.3129,-986.9622\"/>\n",
       "</g>\n",
       "<!-- 4591391808 -->\n",
       "<g id=\"node232\" class=\"node\">\n",
       "<title>4591391808</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"4159.6494,-920 4081.665,-920 4081.665,-900 4159.6494,-900 4159.6494,-920\"/>\n",
       "<text text-anchor=\"middle\" x=\"4120.6572\" y=\"-906.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591391808&#45;&gt;4591257424 -->\n",
       "<g id=\"edge238\" class=\"edge\">\n",
       "<title>4591391808&#45;&gt;4591257424</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4110.1092,-899.9883C4101.74,-892.0446 4089.8415,-880.7512 4079.9303,-871.3439\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4082.1757,-868.6496 4072.5131,-864.3039 4077.3567,-873.7268 4082.1757,-868.6496\"/>\n",
       "</g>\n",
       "<!-- 4591391880 -->\n",
       "<g id=\"node233\" class=\"node\">\n",
       "<title>4591391880</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"4255.6494,-920 4177.665,-920 4177.665,-900 4255.6494,-900 4255.6494,-920\"/>\n",
       "<text text-anchor=\"middle\" x=\"4216.6572\" y=\"-906.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591391880&#45;&gt;4591257424 -->\n",
       "<g id=\"edge239\" class=\"edge\">\n",
       "<title>4591391880&#45;&gt;4591257424</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4188.9463,-899.9883C4163.8967,-890.9381 4126.8124,-877.5399 4099.1249,-867.5367\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4099.9834,-864.1255 4089.3891,-864.0192 4097.6048,-870.709 4099.9834,-864.1255\"/>\n",
       "</g>\n",
       "<!-- 4591257168 -->\n",
       "<g id=\"node234\" class=\"node\">\n",
       "<title>4591257168</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4320.4585,-864 4218.856,-864 4218.856,-844 4320.4585,-844 4320.4585,-864\"/>\n",
       "<text text-anchor=\"middle\" x=\"4269.6572\" y=\"-850.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591257168&#45;&gt;4591257680 -->\n",
       "<g id=\"edge240\" class=\"edge\">\n",
       "<title>4591257168&#45;&gt;4591257680</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4235.2328,-843.9752C4203.6,-834.7335 4155.4277,-820.5842 4113.6572,-808 4110.4918,-807.0464 4107.22,-806.0544 4103.93,-805.0525\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4104.6801,-801.6219 4094.0937,-802.0448 4102.6332,-808.316 4104.6801,-801.6219\"/>\n",
       "</g>\n",
       "<!-- 4591256912 -->\n",
       "<g id=\"node235\" class=\"node\">\n",
       "<title>4591256912</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4363.5791,-920 4273.7353,-920 4273.7353,-900 4363.5791,-900 4363.5791,-920\"/>\n",
       "<text text-anchor=\"middle\" x=\"4318.6572\" y=\"-906.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591256912&#45;&gt;4591257168 -->\n",
       "<g id=\"edge241\" class=\"edge\">\n",
       "<title>4591256912&#45;&gt;4591257168</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4309.897,-899.9883C4303.0839,-892.2019 4293.4547,-881.1971 4285.324,-871.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4287.8922,-869.5249 4278.6731,-864.3039 4282.6242,-874.1344 4287.8922,-869.5249\"/>\n",
       "</g>\n",
       "<!-- 4591385040 -->\n",
       "<g id=\"node236\" class=\"node\">\n",
       "<title>4591385040</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"4384.1357,-988 4253.1787,-988 4253.1787,-956 4384.1357,-956 4384.1357,-988\"/>\n",
       "<text text-anchor=\"middle\" x=\"4318.6572\" y=\"-974.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group3.block1.affine0.b</text>\n",
       "<text text-anchor=\"middle\" x=\"4318.6572\" y=\"-962.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (512)</text>\n",
       "</g>\n",
       "<!-- 4591385040&#45;&gt;4591256912 -->\n",
       "<g id=\"edge242\" class=\"edge\">\n",
       "<title>4591385040&#45;&gt;4591256912</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4318.6572,-955.7102C4318.6572,-948.0144 4318.6572,-938.744 4318.6572,-930.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4322.1573,-930.3512 4318.6572,-920.3512 4315.1573,-930.3513 4322.1573,-930.3512\"/>\n",
       "</g>\n",
       "<!-- 4591392096 -->\n",
       "<g id=\"node237\" class=\"node\">\n",
       "<title>4591392096</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"4200.6494,-802 4122.665,-802 4122.665,-782 4200.6494,-782 4200.6494,-802\"/>\n",
       "<text text-anchor=\"middle\" x=\"4161.6572\" y=\"-788.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591392096&#45;&gt;4591257936 -->\n",
       "<g id=\"edge243\" class=\"edge\">\n",
       "<title>4591392096&#45;&gt;4591257936</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4146.9019,-781.9664C4130.5801,-770.8676 4104.0635,-752.8363 4084.9354,-739.8291\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4086.7105,-736.8037 4076.4731,-734.0748 4082.7743,-742.5922 4086.7105,-736.8037\"/>\n",
       "</g>\n",
       "<!-- 4591597392 -->\n",
       "<g id=\"node238\" class=\"node\">\n",
       "<title>4591597392</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"4229.6396,-740 4111.6748,-740 4111.6748,-708 4229.6396,-708 4229.6396,-740\"/>\n",
       "<text text-anchor=\"middle\" x=\"4170.6572\" y=\"-726.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group3.block1.conv0</text>\n",
       "<text text-anchor=\"middle\" x=\"4170.6572\" y=\"-714.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (512, 512, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591597392&#45;&gt;4591597008 -->\n",
       "<g id=\"edge244\" class=\"edge\">\n",
       "<title>4591597392&#45;&gt;4591597008</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4143.6039,-707.8721C4127.7057,-698.3943 4107.7302,-686.4858 4092.1165,-677.1777\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4093.873,-674.15 4083.4913,-672.0357 4090.2885,-680.1627 4093.873,-674.15\"/>\n",
       "</g>\n",
       "<!-- 4591258448 -->\n",
       "<g id=\"node239\" class=\"node\">\n",
       "<title>4591258448</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4238.4585,-672 4136.856,-672 4136.856,-652 4238.4585,-652 4238.4585,-672\"/>\n",
       "<text text-anchor=\"middle\" x=\"4187.6572\" y=\"-658.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591258448&#45;&gt;4591259216 -->\n",
       "<g id=\"edge245\" class=\"edge\">\n",
       "<title>4591258448&#45;&gt;4591259216</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4196.4174,-651.9883C4203.2305,-644.2019 4212.8597,-633.1971 4220.9904,-623.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4223.6903,-626.1344 4227.6413,-616.3039 4218.4222,-621.5249 4223.6903,-626.1344\"/>\n",
       "</g>\n",
       "<!-- 4591258192 -->\n",
       "<g id=\"node240\" class=\"node\">\n",
       "<title>4591258192</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4337.5791,-734 4247.7353,-734 4247.7353,-714 4337.5791,-714 4337.5791,-734\"/>\n",
       "<text text-anchor=\"middle\" x=\"4292.6572\" y=\"-720.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591258192&#45;&gt;4591258448 -->\n",
       "<g id=\"edge246\" class=\"edge\">\n",
       "<title>4591258192&#45;&gt;4591258448</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4275.3186,-713.762C4258.4995,-703.8307 4232.7699,-688.638 4213.5297,-677.2771\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4215.0637,-674.1183 4204.6732,-672.0475 4211.5045,-680.1459 4215.0637,-674.1183\"/>\n",
       "</g>\n",
       "<!-- 4591385232 -->\n",
       "<g id=\"node241\" class=\"node\">\n",
       "<title>4591385232</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"4357.9623,-808 4227.3522,-808 4227.3522,-776 4357.9623,-776 4357.9623,-808\"/>\n",
       "<text text-anchor=\"middle\" x=\"4292.6572\" y=\"-794.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group3.block1.affine1.a</text>\n",
       "<text text-anchor=\"middle\" x=\"4292.6572\" y=\"-782.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (512)</text>\n",
       "</g>\n",
       "<!-- 4591385232&#45;&gt;4591258192 -->\n",
       "<g id=\"edge247\" class=\"edge\">\n",
       "<title>4591385232&#45;&gt;4591258192</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4292.6572,-775.8849C4292.6572,-766.5254 4292.6572,-754.6379 4292.6572,-744.6036\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4296.1573,-744.2954 4292.6572,-734.2954 4289.1573,-744.2954 4296.1573,-744.2954\"/>\n",
       "</g>\n",
       "<!-- 4591392312 -->\n",
       "<g id=\"node242\" class=\"node\">\n",
       "<title>4591392312</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"4334.6494,-672 4256.665,-672 4256.665,-652 4334.6494,-652 4334.6494,-672\"/>\n",
       "<text text-anchor=\"middle\" x=\"4295.6572\" y=\"-658.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591392312&#45;&gt;4591259216 -->\n",
       "<g id=\"edge248\" class=\"edge\">\n",
       "<title>4591392312&#45;&gt;4591259216</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4285.1092,-651.9883C4276.74,-644.0446 4264.8415,-632.7512 4254.9303,-623.3439\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4257.1757,-620.6496 4247.5131,-616.3039 4252.3567,-625.7268 4257.1757,-620.6496\"/>\n",
       "</g>\n",
       "<!-- 4591392384 -->\n",
       "<g id=\"node243\" class=\"node\">\n",
       "<title>4591392384</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"4430.6494,-672 4352.665,-672 4352.665,-652 4430.6494,-652 4430.6494,-672\"/>\n",
       "<text text-anchor=\"middle\" x=\"4391.6572\" y=\"-658.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591392384&#45;&gt;4591259216 -->\n",
       "<g id=\"edge249\" class=\"edge\">\n",
       "<title>4591392384&#45;&gt;4591259216</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4363.9463,-651.9883C4338.8967,-642.9381 4301.8124,-629.5399 4274.1249,-619.5367\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4274.9834,-616.1255 4264.3891,-616.0192 4272.6048,-622.709 4274.9834,-616.1255\"/>\n",
       "</g>\n",
       "<!-- 4591258960 -->\n",
       "<g id=\"node244\" class=\"node\">\n",
       "<title>4591258960</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4495.4585,-616 4393.856,-616 4393.856,-596 4495.4585,-596 4495.4585,-616\"/>\n",
       "<text text-anchor=\"middle\" x=\"4444.6572\" y=\"-602.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591258960&#45;&gt;4591308880 -->\n",
       "<g id=\"edge250\" class=\"edge\">\n",
       "<title>4591258960&#45;&gt;4591308880</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4407.471,-595.9883C4372.824,-586.6603 4321.0204,-572.7132 4283.5508,-562.6252\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4284.4377,-559.2394 4273.8716,-560.0192 4282.6178,-565.9987 4284.4377,-559.2394\"/>\n",
       "</g>\n",
       "<!-- 4591258704 -->\n",
       "<g id=\"node245\" class=\"node\">\n",
       "<title>4591258704</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4538.5791,-672 4448.7353,-672 4448.7353,-652 4538.5791,-652 4538.5791,-672\"/>\n",
       "<text text-anchor=\"middle\" x=\"4493.6572\" y=\"-658.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591258704&#45;&gt;4591258960 -->\n",
       "<g id=\"edge251\" class=\"edge\">\n",
       "<title>4591258704&#45;&gt;4591258960</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4484.897,-651.9883C4478.0839,-644.2019 4468.4547,-633.1971 4460.324,-623.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4462.8922,-621.5249 4453.6731,-616.3039 4457.6242,-626.1344 4462.8922,-621.5249\"/>\n",
       "</g>\n",
       "<!-- 4591385552 -->\n",
       "<g id=\"node246\" class=\"node\">\n",
       "<title>4591385552</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"4559.1357,-740 4428.1787,-740 4428.1787,-708 4559.1357,-708 4559.1357,-740\"/>\n",
       "<text text-anchor=\"middle\" x=\"4493.6572\" y=\"-726.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group3.block1.affine1.b</text>\n",
       "<text text-anchor=\"middle\" x=\"4493.6572\" y=\"-714.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (512)</text>\n",
       "</g>\n",
       "<!-- 4591385552&#45;&gt;4591258704 -->\n",
       "<g id=\"edge252\" class=\"edge\">\n",
       "<title>4591385552&#45;&gt;4591258704</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4493.6572,-707.7102C4493.6572,-700.0144 4493.6572,-690.744 4493.6572,-682.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4497.1573,-682.3512 4493.6572,-672.3512 4490.1573,-682.3513 4497.1573,-682.3512\"/>\n",
       "</g>\n",
       "<!-- 4591392600 -->\n",
       "<g id=\"node247\" class=\"node\">\n",
       "<title>4591392600</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"4375.6494,-560 4297.665,-560 4297.665,-540 4375.6494,-540 4375.6494,-560\"/>\n",
       "<text text-anchor=\"middle\" x=\"4336.6572\" y=\"-546.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591392600&#45;&gt;4591309136 -->\n",
       "<g id=\"edge253\" class=\"edge\">\n",
       "<title>4591392600&#45;&gt;4591309136</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4320.1443,-539.762C4304.1989,-529.8758 4279.8443,-514.776 4261.5479,-503.4322\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4263.2063,-500.3423 4252.8629,-498.0475 4259.5177,-506.2916 4263.2063,-500.3423\"/>\n",
       "</g>\n",
       "<!-- 4591701712 -->\n",
       "<g id=\"node248\" class=\"node\">\n",
       "<title>4591701712</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"4404.6396,-504 4286.6748,-504 4286.6748,-472 4404.6396,-472 4404.6396,-504\"/>\n",
       "<text text-anchor=\"middle\" x=\"4345.6572\" y=\"-490.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">group3.block1.conv1</text>\n",
       "<text text-anchor=\"middle\" x=\"4345.6572\" y=\"-478.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (512, 512, 3, 3)</text>\n",
       "</g>\n",
       "<!-- 4591701712&#45;&gt;4591701072 -->\n",
       "<g id=\"edge254\" class=\"edge\">\n",
       "<title>4591701712&#45;&gt;4591701072</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4332.386,-471.8849C4324.0151,-461.7202 4313.1888,-448.5741 4304.5285,-438.058\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4307.1947,-435.7898 4298.1358,-430.2954 4301.7911,-440.2397 4307.1947,-435.7898\"/>\n",
       "</g>\n",
       "<!-- 4591309904 -->\n",
       "<g id=\"node249\" class=\"node\">\n",
       "<title>4591309904</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4467.4585,-368 4365.856,-368 4365.856,-348 4467.4585,-348 4467.4585,-368\"/>\n",
       "<text text-anchor=\"middle\" x=\"4416.6572\" y=\"-354.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591309904&#45;&gt;4591310672 -->\n",
       "<g id=\"edge256\" class=\"edge\">\n",
       "<title>4591309904&#45;&gt;4591310672</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4435.9655,-347.9883C4452.6785,-339.3223 4477.0802,-326.6696 4496.0598,-316.8283\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4497.8856,-319.8242 4505.152,-312.1138 4494.6633,-313.6099 4497.8856,-319.8242\"/>\n",
       "</g>\n",
       "<!-- 4591309648 -->\n",
       "<g id=\"node250\" class=\"node\">\n",
       "<title>4591309648</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4477.5791,-430 4387.7353,-430 4387.7353,-410 4477.5791,-410 4477.5791,-430\"/>\n",
       "<text text-anchor=\"middle\" x=\"4432.6572\" y=\"-416.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591309648&#45;&gt;4591309904 -->\n",
       "<g id=\"edge257\" class=\"edge\">\n",
       "<title>4591309648&#45;&gt;4591309904</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4430.0152,-409.762C4427.7784,-401.0947 4424.5075,-388.42 4421.7623,-377.7823\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4425.138,-376.8557 4419.2501,-368.0475 4418.36,-378.6049 4425.138,-376.8557\"/>\n",
       "</g>\n",
       "<!-- 4591385744 -->\n",
       "<g id=\"node251\" class=\"node\">\n",
       "<title>4591385744</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"4496.9704,-504 4422.3441,-504 4422.3441,-472 4496.9704,-472 4496.9704,-504\"/>\n",
       "<text text-anchor=\"middle\" x=\"4459.6572\" y=\"-490.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">affine_last.a</text>\n",
       "<text text-anchor=\"middle\" x=\"4459.6572\" y=\"-478.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (512)</text>\n",
       "</g>\n",
       "<!-- 4591385744&#45;&gt;4591309648 -->\n",
       "<g id=\"edge258\" class=\"edge\">\n",
       "<title>4591385744&#45;&gt;4591309648</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4453.2586,-471.8849C4449.4224,-462.2234 4444.5167,-449.8684 4440.4549,-439.6385\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4443.6885,-438.2979 4436.7451,-430.2954 4437.1825,-440.8812 4443.6885,-438.2979\"/>\n",
       "</g>\n",
       "<!-- 4591392816 -->\n",
       "<g id=\"node252\" class=\"node\">\n",
       "<title>4591392816</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"4563.6494,-368 4485.665,-368 4485.665,-348 4563.6494,-348 4563.6494,-368\"/>\n",
       "<text text-anchor=\"middle\" x=\"4524.6572\" y=\"-354.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591392816&#45;&gt;4591310672 -->\n",
       "<g id=\"edge259\" class=\"edge\">\n",
       "<title>4591392816&#45;&gt;4591310672</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4524.6572,-347.9883C4524.6572,-340.9098 4524.6572,-331.1714 4524.6572,-322.4779\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4528.1573,-322.3038 4524.6572,-312.3039 4521.1573,-322.3039 4528.1573,-322.3038\"/>\n",
       "</g>\n",
       "<!-- 4591392888 -->\n",
       "<g id=\"node253\" class=\"node\">\n",
       "<title>4591392888</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"4659.6494,-368 4581.665,-368 4581.665,-348 4659.6494,-348 4659.6494,-368\"/>\n",
       "<text text-anchor=\"middle\" x=\"4620.6572\" y=\"-354.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591392888&#45;&gt;4591310672 -->\n",
       "<g id=\"edge260\" class=\"edge\">\n",
       "<title>4591392888&#45;&gt;4591310672</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4603.4944,-347.9883C4588.8418,-339.441 4567.5409,-327.0155 4550.7732,-317.2343\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4552.3966,-314.1293 4541.9952,-312.1138 4548.8694,-320.1758 4552.3966,-314.1293\"/>\n",
       "</g>\n",
       "<!-- 4591310416 -->\n",
       "<g id=\"node254\" class=\"node\">\n",
       "<title>4591310416</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4729.4585,-312 4627.856,-312 4627.856,-292 4729.4585,-292 4729.4585,-312\"/>\n",
       "<text text-anchor=\"middle\" x=\"4678.6572\" y=\"-298.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ExpandBackward</text>\n",
       "</g>\n",
       "<!-- 4591310416&#45;&gt;4591310928 -->\n",
       "<g id=\"edge261\" class=\"edge\">\n",
       "<title>4591310416&#45;&gt;4591310928</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4660.958,-291.9883C4645.8476,-283.441 4623.881,-271.0155 4606.5893,-261.2343\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4607.9642,-257.9909 4597.537,-256.1138 4604.5178,-264.0837 4607.9642,-257.9909\"/>\n",
       "</g>\n",
       "<!-- 4591310160 -->\n",
       "<g id=\"node255\" class=\"node\">\n",
       "<title>4591310160</title>\n",
       "<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"4767.5791,-368 4677.7353,-368 4677.7353,-348 4767.5791,-348 4767.5791,-368\"/>\n",
       "<text text-anchor=\"middle\" x=\"4722.6572\" y=\"-354.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">ViewBackward</text>\n",
       "</g>\n",
       "<!-- 4591310160&#45;&gt;4591310416 -->\n",
       "<g id=\"edge262\" class=\"edge\">\n",
       "<title>4591310160&#45;&gt;4591310416</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4714.7909,-347.9883C4708.7348,-340.2806 4700.2008,-329.4191 4692.947,-320.187\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4695.6835,-318.0047 4686.7531,-312.3039 4690.1793,-322.3295 4695.6835,-318.0047\"/>\n",
       "</g>\n",
       "<!-- 4591386064 -->\n",
       "<g id=\"node256\" class=\"node\">\n",
       "<title>4591386064</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"4760.1436,-436 4685.1709,-436 4685.1709,-404 4760.1436,-404 4760.1436,-436\"/>\n",
       "<text text-anchor=\"middle\" x=\"4722.6572\" y=\"-422.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">affine_last.b</text>\n",
       "<text text-anchor=\"middle\" x=\"4722.6572\" y=\"-410.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (512)</text>\n",
       "</g>\n",
       "<!-- 4591386064&#45;&gt;4591310160 -->\n",
       "<g id=\"edge263\" class=\"edge\">\n",
       "<title>4591386064&#45;&gt;4591310160</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4722.6572,-403.7102C4722.6572,-396.0144 4722.6572,-386.744 4722.6572,-378.5691\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4726.1573,-378.3512 4722.6572,-368.3512 4719.1573,-378.3513 4726.1573,-378.3512\"/>\n",
       "</g>\n",
       "<!-- 4591393104 -->\n",
       "<g id=\"node257\" class=\"node\">\n",
       "<title>4591393104</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"4718.6494,-256 4640.665,-256 4640.665,-236 4718.6494,-236 4718.6494,-256\"/>\n",
       "<text text-anchor=\"middle\" x=\"4679.6572\" y=\"-242.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591393104&#45;&gt;4591311184 -->\n",
       "<g id=\"edge264\" class=\"edge\">\n",
       "<title>4591393104&#45;&gt;4591311184</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4670.7182,-235.9883C4663.7661,-228.2019 4653.9404,-217.1971 4645.6438,-207.9049\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4648.1281,-205.4322 4638.8571,-200.3039 4642.9065,-210.0943 4648.1281,-205.4322\"/>\n",
       "</g>\n",
       "<!-- 4591393176 -->\n",
       "<g id=\"node258\" class=\"node\">\n",
       "<title>4591393176</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"4757.6494,-200 4679.665,-200 4679.665,-180 4757.6494,-180 4757.6494,-200\"/>\n",
       "<text text-anchor=\"middle\" x=\"4718.6572\" y=\"-186.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512, 7, 7)</text>\n",
       "</g>\n",
       "<!-- 4591393176&#45;&gt;4591311440 -->\n",
       "<g id=\"edge265\" class=\"edge\">\n",
       "<title>4591393176&#45;&gt;4591311440</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4710.6121,-179.9883C4704.4184,-172.2806 4695.6904,-161.4191 4688.2718,-152.187\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4690.9294,-149.9066 4681.9371,-144.3039 4685.4728,-154.2914 4690.9294,-149.9066\"/>\n",
       "</g>\n",
       "<!-- 4590782096 -->\n",
       "<g id=\"node259\" class=\"node\">\n",
       "<title>4590782096</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"4811.1494,-88 4736.165,-88 4736.165,-56 4811.1494,-56 4811.1494,-88\"/>\n",
       "<text text-anchor=\"middle\" x=\"4773.6572\" y=\"-74.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">fc.weight</text>\n",
       "<text text-anchor=\"middle\" x=\"4773.6572\" y=\"-62.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (1000, 512)</text>\n",
       "</g>\n",
       "<!-- 4590782096&#45;&gt;4591311952 -->\n",
       "<g id=\"edge266\" class=\"edge\">\n",
       "<title>4590782096&#45;&gt;4591311952</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4804.3523,-55.8721C4822.5593,-46.3057 4845.4792,-34.263 4863.2661,-24.9174\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4865.3326,-27.7854 4872.5571,-20.0357 4862.0767,-21.5886 4865.3326,-27.7854\"/>\n",
       "</g>\n",
       "<!-- 4474039760 -->\n",
       "<g id=\"node260\" class=\"node\">\n",
       "<title>4474039760</title>\n",
       "<polygon fill=\"#add8e6\" stroke=\"#000000\" points=\"4882.6572,-88 4828.6572,-88 4828.6572,-56 4882.6572,-56 4882.6572,-88\"/>\n",
       "<text text-anchor=\"middle\" x=\"4855.6572\" y=\"-74.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">fc.bias</text>\n",
       "<text text-anchor=\"middle\" x=\"4855.6572\" y=\"-62.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\"> (1000)</text>\n",
       "</g>\n",
       "<!-- 4474039760&#45;&gt;4591311952 -->\n",
       "<g id=\"edge267\" class=\"edge\">\n",
       "<title>4474039760&#45;&gt;4591311952</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4865.1158,-55.7102C4869.8382,-47.5771 4875.5818,-37.6855 4880.5166,-29.1867\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4883.6522,-30.7566 4885.6468,-20.3512 4877.5987,-27.2416 4883.6522,-30.7566\"/>\n",
       "</g>\n",
       "<!-- 4591393248 -->\n",
       "<g id=\"node261\" class=\"node\">\n",
       "<title>4591393248</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"4954.6572,-82 4900.6572,-82 4900.6572,-62 4954.6572,-62 4954.6572,-82\"/>\n",
       "<text text-anchor=\"middle\" x=\"4927.6572\" y=\"-68.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1, 512)</text>\n",
       "</g>\n",
       "<!-- 4591393248&#45;&gt;4591311952 -->\n",
       "<g id=\"edge268\" class=\"edge\">\n",
       "<title>4591393248&#45;&gt;4591311952</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4921.7126,-61.762C4916.5227,-52.8238 4908.8582,-39.6239 4902.5682,-28.7912\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4905.5394,-26.9379 4897.4913,-20.0475 4899.4859,-30.4529 4905.5394,-26.9379\"/>\n",
       "</g>\n",
       "<!-- 4591393320 -->\n",
       "<g id=\"node262\" class=\"node\">\n",
       "<title>4591393320</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"5044.6494,-82 4972.665,-82 4972.665,-62 5044.6494,-62 5044.6494,-82\"/>\n",
       "<text text-anchor=\"middle\" x=\"5008.6572\" y=\"-68.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1000, 512)</text>\n",
       "</g>\n",
       "<!-- 4591393320&#45;&gt;4591311952 -->\n",
       "<g id=\"edge269\" class=\"edge\">\n",
       "<title>4591393320&#45;&gt;4591311952</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M4989.5988,-61.9006C4970.6465,-51.8576 4941.3563,-36.3362 4919.741,-24.882\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4921.1824,-21.6848 4910.7075,-20.095 4917.9048,-27.8701 4921.1824,-21.6848\"/>\n",
       "</g>\n",
       "<!-- 4591393392 -->\n",
       "<g id=\"node263\" class=\"node\">\n",
       "<title>4591393392</title>\n",
       "<polygon fill=\"#ffa500\" stroke=\"#000000\" points=\"5116.6572,-82 5062.6572,-82 5062.6572,-62 5116.6572,-62 5116.6572,-82\"/>\n",
       "<text text-anchor=\"middle\" x=\"5089.6572\" y=\"-68.4\" font-family=\"Times,serif\" font-size=\"12.00\" fill=\"#000000\">(1000)</text>\n",
       "</g>\n",
       "<!-- 4591393392&#45;&gt;4591311952 -->\n",
       "<g id=\"edge270\" class=\"edge\">\n",
       "<title>4591393392&#45;&gt;4591311952</title>\n",
       "<path fill=\"none\" stroke=\"#000000\" d=\"M5068.1581,-61.8509C5063.4317,-59.7873 5058.416,-57.7233 5053.6572,-56 5017.3175,-42.84 4975.311,-31.0053 4943.18,-22.6363\"/>\n",
       "<polygon fill=\"#000000\" stroke=\"#000000\" points=\"4943.6715,-19.1487 4933.1145,-20.0436 4941.9254,-25.9274 4943.6715,-19.1487\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg>\n"
      ],
      "text/plain": [
       "<graphviz.dot.Digraph at 0x10aac6ad0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "make_dot(y, params)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}