Model training.ipynb 359 KB
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{
 "cells": [
  {
   "cell_type": "code",
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   "execution_count": 76,
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   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riri/.pyenv/versions/3.7.3/lib/python3.7/site-packages/IPython/core/magics/pylab.py:160: UserWarning: pylab import has clobbered these variables: ['f', 'display']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
     ]
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    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 77,
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   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "import requests\n",
    "from sklearn import decomposition\n",
    "from IPython import display\n",
    "import ignite\n",
    "from skorch import NeuralNetClassifier, NeuralNet\n",
    "from sklearn import model_selection\n",
    "from torch import nn\n",
    "import torch\n",
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    "from sklearn import cluster, pipeline\n",
    "import seaborn as sns\n",
    "sns.set_style('white')"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 78,
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   "metadata": {},
   "outputs": [],
   "source": [
    "if False:\n",
    "    display.clear_output(wait=True)\n",
    "    while True:\n",
    "        display.clear_output(wait=True)\n",
    "        res = requests.get(\"http://pizero.local\").json()\n",
    "        imshow(res['frame'], vmin=18, vmax=25)\n",
    "        colorbar()\n",
    "        plt.title(str(res['classif']))\n",
    "        plt.show()\n",
    "        display.display(plt.gcf())"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 79,
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   "metadata": {},
   "outputs": [],
   "source": [
    "frames = []\n",
    "with open('./data.dat', 'r') as f:\n",
    "    for line in f:\n",
    "        try:\n",
    "            frame = json.loads(line)\n",
    "            frames.append(frame['frame'])\n",
    "        except json.JSONDecodeError:\n",
    "            print(f\"Failed at {len(frames)}\")\n",
    "            \n",
    "frames = frames[10:]"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 80,
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   "metadata": {},
   "outputs": [
    {
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     "ename": "IndexError",
     "evalue": "list index out of range",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mIndexError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-80-096e3ab9a8bc>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m100\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mcolorbar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mIndexError\u001b[0m: list index out of range"
     ]
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    }
   ],
   "source": [
    "imshow(frames[-100])\n",
    "colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "all_frames = np.array(frames).reshape(-1, 64)\n",
    "all_frames = all_frames.T\n",
    "all_frames -= all_frames.min(0)\n",
    "all_frames /= all_frames.max(0)\n",
    "all_frames = all_frames.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x127c9d400>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(all_frames[-5].reshape(8,8))\n",
    "colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x12e34d9b0>]"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "toob = pipeline.make_pipeline(\n",
    "    decomposition.PCA(4),\n",
    "    cluster.KMeans(5x)\n",
    ")\n",
    "whitened_frames = decomposition.PCA().fit_transform(all_frames)\n",
    "\n",
    "\n",
    "decomposed_frames = toob.fit_predict(all_frames)\n",
    "\n",
    "figure(figsize=(12, 3), dpi=100)\n",
    "plot(whitened_frames[:, 0], alpha=0.2)\n",
    "plot(whitened_frames[:, 1], alpha=0.2)\n",
    "plot(whitened_frames[:, 2], alpha=0.2)\n",
    "figure(figsize=(12, 3), dpi=100)\n",
    "plot(decomposed_frames)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[17.7500, 18.5000, 18.5000,  ..., 18.0000, 18.0000, 18.5000],\n",
       "        [17.7500, 18.0000, 18.2500,  ..., 17.7500, 17.7500, 18.2500],\n",
       "        [17.7500, 18.0000, 18.2500,  ..., 17.7500, 17.7500, 18.2500],\n",
       "        ...,\n",
       "        [18.0000, 19.0000, 18.7500,  ..., 18.5000, 18.7500, 18.5000],\n",
       "        [18.0000, 19.0000, 18.7500,  ..., 18.5000, 18.7500, 18.5000],\n",
       "        [18.2500, 19.2500, 19.2500,  ..., 17.7500, 18.5000, 19.2500]])"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torchdata = torch.tensor(frames).view(-1, 64).float()\n",
    "torchdata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = torchdata[:]\n",
    "y = torchdata[:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "decoder = nn.Sequential(\n",
    "    nn.Linear(64, 32),\n",
    "    nn.PReLU(),\n",
    "    nn.Linear(32, 4),\n",
    ")\n",
    "\n",
    "encoder = nn.Sequential(\n",
    "    nn.Linear(4, 16),\n",
    "    nn.PReLU(),\n",
    "    nn.Linear(16, 64),\n",
    ")\n",
    "\n",
    "net = nn.Sequential(\n",
    "    decoder,\n",
    "    encoder\n",
    ")\n",
    "\n",
    "opt = torch.optim.Adam(net.parameters(), amsgrad=True)\n",
    "loss = torch.nn.MSELoss()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(torch.Size([2480, 64]), torch.Size([2480, 64]))"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x.shape, y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training Results - Epoch: 50 {'accuracy': 23.514441229372608}\n",
      "Training Results - Epoch: 100 {'accuracy': 21.019813101632256}\n",
      "Training Results - Epoch: 150 {'accuracy': 17.924335308464205}\n",
      "Training Results - Epoch: 200 {'accuracy': 16.39731971585021}\n",
      "Training Results - Epoch: 250 {'accuracy': 15.417745146459463}\n",
      "Training Results - Epoch: 300 {'accuracy': 14.269157752212212}\n",
      "Training Results - Epoch: 350 {'accuracy': 13.364579632817483}\n",
      "Training Results - Epoch: 400 {'accuracy': 12.877606310163225}\n",
      "Training Results - Epoch: 450 {'accuracy': 12.451178507902185}\n",
      "Training Results - Epoch: 500 {'accuracy': 12.312315586635044}\n",
      "Training Results - Epoch: 550 {'accuracy': 12.101803962551818}\n",
      "Training Results - Epoch: 600 {'accuracy': 12.149661753128987}\n",
      "Training Results - Epoch: 650 {'accuracy': 11.908004542759487}\n",
      "Training Results - Epoch: 700 {'accuracy': 11.799759627361686}\n",
      "Training Results - Epoch: 750 {'accuracy': 11.873882605105031}\n",
      "Training Results - Epoch: 800 {'accuracy': 11.558896886085977}\n",
      "Training Results - Epoch: 850 {'accuracy': 11.604284854811064}\n",
      "Training Results - Epoch: 900 {'accuracy': 11.485453017877072}\n",
      "Training Results - Epoch: 950 {'accuracy': 11.37904052734375}\n",
      "Training Results - Epoch: 1000 {'accuracy': 11.296230767697704}\n",
      "Training Results - Epoch: 1050 {'accuracy': 11.313876794309031}\n",
      "Training Results - Epoch: 1100 {'accuracy': 11.210674083476164}\n",
      "Training Results - Epoch: 1150 {'accuracy': 11.105424468371332}\n",
      "Training Results - Epoch: 1200 {'accuracy': 11.056924656459264}\n",
      "Training Results - Epoch: 1250 {'accuracy': 11.073909993074379}\n",
      "Training Results - Epoch: 1300 {'accuracy': 11.00502604270468}\n",
      "Training Results - Epoch: 1350 {'accuracy': 10.971980410206074}\n",
      "Training Results - Epoch: 1400 {'accuracy': 10.919047951211734}\n",
      "Training Results - Epoch: 1450 {'accuracy': 10.885275517677774}\n",
      "Training Results - Epoch: 1500 {'accuracy': 10.826130069032008}\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "State:\n",
       "\titeration: 70500\n",
       "\tepoch: 1500\n",
       "\tepoch_length: 47\n",
       "\tmax_epochs: 1500\n",
       "\toutput: 0.11890707910060883\n",
       "\tbatch: <class 'list'>\n",
       "\tmetrics: <class 'dict'>\n",
       "\tdataloader: <class 'torch.utils.data.dataloader.DataLoader'>\n",
       "\tseed: <class 'NoneType'>\n",
       "\ttimes: <class 'dict'>"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_loader = torch.utils.data.DataLoader(\n",
    "    torch.utils.data.TensorDataset(x[:1500], y[:1500]),\n",
    "    batch_size=32,\n",
    "    shuffle=True,\n",
    ")\n",
    "\n",
    "test_loader = torch.utils.data.DataLoader(\n",
    "    torch.utils.data.TensorDataset(x[1500:], y[1500:]),\n",
    "    batch_size=32,\n",
    "    shuffle=True,\n",
    ")\n",
    "\n",
    "\n",
    "trainer = ignite.engine.create_supervised_trainer(\n",
    "    model=net,\n",
    "    optimizer=opt,\n",
    "    loss_fn=loss\n",
    ")\n",
    "\n",
    "\n",
    "val_metrics = {\n",
    "    \"accuracy\": ignite.metrics.MeanSquaredError()\n",
    "}\n",
    "evaluator = ignite.engine.create_supervised_evaluator(model=net, metrics=val_metrics)\n",
    "\n",
    "# @trainer.on(ignite.engine.Events.ITERATION_COMPLETED(every=50))\n",
    "# def log_training_loss(trainer):\n",
    "#     print(\"Epoch[{}] Loss: {:.2f}\".format(trainer.state.epoch, trainer.state.output))\n",
    "\n",
    "@trainer.on(ignite.engine.Events.EPOCH_COMPLETED(every=50))\n",
    "def log_training_results(trainer):\n",
    "    evaluator.run(test_loader)\n",
    "    metrics = evaluator.state.metrics\n",
    "    print(\"Training Results - Epoch: {} {}\"\n",
    "          .format(trainer.state.epoch, metrics))\n",
    "\n",
    "trainer.run(data_loader, max_epochs=1500)"
   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 93,
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Richard Weiss committed
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   "metadata": {},
   "outputs": [
    {
     "data": {
419
      "image/png": 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\n",
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      "text/plain": [
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       "<Figure size 1440x720 with 1 Axes>"
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      ]
     },
     "metadata": {},
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     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12, 6), dpi=120)\n",
    "plot(decoder(x).detach())\n",
    "sns.despine()\n",
    "plt.savefig('./encoded.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
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    {
     "data": {
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      "image/png": 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      "text/plain": [
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       "<Figure size 1440x720 with 1 Axes>"
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      ]
     },
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     "metadata": {},
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     "output_type": "display_data"
    }
   ],
   "source": [
    "cls = cluster.KMeans(3).fit(decoder(x).detach())\n",
    "c = cls.predict(decoder(x).detach())\n",
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    "\n",
    "figure(figsize=(12, 6), dpi=120)\n",
    "plot(c)\n",
    "sns.despine()\n",
    "plt.savefig('./kmeans.png')"
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   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(0)\n",
      "graph(%input.1 : Float(64:1),\n",
      "      %net.0.bias : Float(32:1),\n",
      "      %net.1.weight : Float(1:1),\n",
      "      %net.2.bias : Float(4:1),\n",
      "      %39 : Float(64:1, 32:64),\n",
      "      %40 : Float(32:1, 4:32),\n",
      "      %41 : Float(1:4, 4:1),\n",
      "      %42 : Float(1:4, 4:1),\n",
      "      %43 : Float(1:4, 4:1)):\n",
      "  %8 : Float(32:1) = onnx::MatMul(%input.1, %39) # /Users/riri/.pyenv/versions/3.7.3/lib/python3.7/site-packages/torch/nn/functional.py:1676:0\n",
      "  %9 : Float(32:1) = onnx::Add(%8, %net.0.bias)\n",
      "  %10 : Float(32:1) = onnx::PRelu(%9, %net.1.weight) # /Users/riri/.pyenv/versions/3.7.3/lib/python3.7/site-packages/torch/nn/functional.py:1319:0\n",
      "  %12 : Float(4:1) = onnx::MatMul(%10, %40) # /Users/riri/.pyenv/versions/3.7.3/lib/python3.7/site-packages/torch/nn/functional.py:1676:0\n",
      "  %13 : Float(4:1) = onnx::Add(%12, %net.2.bias)\n",
      "  %16 : Float(4:1) = onnx::Sub(%13, %41) # <ipython-input-72-4300c352bb02>:11:0\n",
      "  %17 : FloatTensor = onnx::Mul(%16, %16)\n",
      "  %18 : Tensor = onnx::ReduceSum[keepdims=0](%17)\n",
      "  %19 : Float() = onnx::Sqrt(%18) # /Users/riri/.pyenv/versions/3.7.3/lib/python3.7/site-packages/torch/functional.py:1077:0\n",
      "  %22 : Float(4:1) = onnx::Sub(%13, %42) # <ipython-input-72-4300c352bb02>:11:0\n",
      "  %23 : FloatTensor = onnx::Mul(%22, %22)\n",
      "  %24 : Tensor = onnx::ReduceSum[keepdims=0](%23)\n",
      "  %25 : Float() = onnx::Sqrt(%24) # /Users/riri/.pyenv/versions/3.7.3/lib/python3.7/site-packages/torch/functional.py:1077:0\n",
      "  %28 : Float(4:1) = onnx::Sub(%13, %43) # <ipython-input-72-4300c352bb02>:11:0\n",
      "  %29 : FloatTensor = onnx::Mul(%28, %28)\n",
      "  %30 : Tensor = onnx::ReduceSum[keepdims=0](%29)\n",
      "  %31 : Float() = onnx::Sqrt(%30) # /Users/riri/.pyenv/versions/3.7.3/lib/python3.7/site-packages/torch/functional.py:1077:0\n",
      "  %32 : Tensor = onnx::Unsqueeze[axes=[0]](%19)\n",
      "  %33 : Tensor = onnx::Unsqueeze[axes=[0]](%25)\n",
      "  %34 : Tensor = onnx::Unsqueeze[axes=[0]](%31)\n",
      "  %35 : Float(3:1) = onnx::Concat[axis=0](%32, %33, %34) # <ipython-input-72-4300c352bb02>:12:0\n",
      "  %36 : Tensor = onnx::Constant[value={-1}]()\n",
      "  %37 : Tensor = onnx::Reshape(%35, %36)\n",
      "  %38 : Long() = onnx::ArgMin[axis=0, keepdims=0](%37) # <ipython-input-72-4300c352bb02>:13:0\n",
      "  return (%38)\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/riri/.pyenv/versions/3.7.3/lib/python3.7/site-packages/torch/tensor.py:455: RuntimeWarning: Iterating over a tensor might cause the trace to be incorrect. Passing a tensor of different shape won't change the number of iterations executed (and might lead to errors or silently give incorrect results).\n",
      "  'incorrect results).', category=RuntimeWarning)\n"
     ]
    }
   ],
   "source": [
    "class KMeansLookup(nn.Module):\n",
    "    def __init__(self, centroids, net):\n",
    "        super().__init__()\n",
    "        self.centroids = nn.Parameter(centroids)\n",
    "        self.net = net\n",
    "        \n",
    "    def forward(self, x):\n",
    "        cls_x = self.net(x)\n",
    "        dists = []\n",
    "        for ix, c in enumerate(self.centroids):\n",
    "            dists.append(torch.norm(cls_x - c))\n",
    "        dists = torch.stack(dists)\n",
    "        return dists.argmin()\n",
    "\n",
    "    \n",
    "class FinalModel(nn.Module):\n",
    "    def __init__(self, centroids, net):\n",
    "        super().__init__()\n",
    "        self.km = KMeansLookup(centroids, net)\n",
    "        \n",
    "    def forward(self, x, xp):\n",
    "        r1 = self.km(x)\n",
    "        r2 = self.km(xp)\n",
    "        \n",
    "        ignore_stmt = r1 * 0\n",
    "        inc_stmt = ignore_stmt * 0 + 1\n",
    "        dec_stmt = ignore_stmt * 0 - 1\n",
    "        \n",
    "        return torch.where(\n",
    "            r1 == 1,\n",
    "            torch.where(\n",
    "                r2 == 0, \n",
    "                inc_stmt,\n",
    "                torch.where(\n",
    "                    r2 == 2,\n",
    "                    dec_stmt,\n",
    "                    ignore_stmt\n",
    "                )\n",
    "            ),\n",
    "            ignore_stmt\n",
    "        )\n",
    "#         if r1 == 1:\n",
    "#             if r2 == 0:\n",
    "#                 return r1 * 0 + 1\n",
    "#             elif r2 == 2:\n",
    "#                 return r1 * 0 - 1\n",
    "#         return r2 * 0\n",
    "\n",
    "#a = FinalModel(torch.tensor(cls.cluster_centers_).float(), decoder)\n",
    "a = KMeansLookup(torch.tensor(cls.cluster_centers_).float(), decoder)\n",
    "fmdl = torch.jit.script(a)\n",
    "r = fmdl(x[262])\n",
    "print(r)\n",
    "\n",
    "torch.onnx.export(a, x[0], 'test.onnx', verbose=True, training=False, example_outputs=r)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[17.7500, 18.5000, 18.5000,  ..., 18.0000, 18.0000, 18.5000],\n",
       "        [17.7500, 18.0000, 18.2500,  ..., 17.7500, 17.7500, 18.2500],\n",
       "        [17.7500, 18.0000, 18.2500,  ..., 17.7500, 17.7500, 18.2500],\n",
       "        ...,\n",
       "        [18.0000, 19.0000, 18.7500,  ..., 18.5000, 18.7500, 18.5000],\n",
       "        [18.0000, 19.0000, 18.7500,  ..., 18.5000, 18.7500, 18.5000],\n",
       "        [18.2500, 19.2500, 19.2500,  ..., 17.7500, 18.5000, 19.2500]])"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x"
   ]
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