exercise_920.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Sequential Models for Toy Problem 5\n",
    "\n",
    "How do we train a classifier to count the non-zero values in a sequence of integers?\n",
    "\n",
    "We have the data ... having already generated data points consisting of features that consist of a sequence of $1$s and $0$ and an output label which is the count of the non-zero features.\n",
    "\n",
    "The sequences are all the same length - 20 numbers.\n",
    "\n",
    "So the problem is modeled as a sequential classification task where the sequential classifier reads a sequence, encodes it in its hidden state, and then classifies its hidden state into 21 states (0, 1, 2, 3 ... till 20).  There are 21 possible outputs in the range 0 to 20 since we're counting 0.\n",
    "\n",
    "The sequential classifier that we use for this task is the Recurrent Neural Network (RNN).\n",
    "\n",
    "The state of the RNN at the current time step $s_{t}$ is calculated using the equation $s_{t} = tanh(concat(x,s_{t-1})*W + b)$\n",
    "\n",
    "Essentially, we're passing the current inputs and the previous state through a linear transformation to obtain a pre-activation, then passing the pre-activation through a *tanh* activation function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The loss is now 3.178206205368042\n",
      "The loss is now 2.761789321899414\n",
      "The loss is now 2.40195631980896\n",
      "The loss is now 1.9011095762252808\n",
      "The loss is now 1.6962920427322388\n",
      "The loss is now 1.5676829814910889\n",
      "The loss is now 1.475290298461914\n",
      "The loss is now 1.4156066179275513\n",
      "The loss is now 1.338104248046875\n",
      "The loss is now 1.2655935287475586\n",
      "The loss is now 1.2155206203460693\n",
      "The loss is now 1.183990478515625\n",
      "The loss is now 1.1652604341506958\n",
      "The loss is now 1.1269582509994507\n",
      "The loss is now 1.1069254875183105\n",
      "The loss is now 1.0536913871765137\n",
      "The loss is now 1.042487382888794\n",
      "The loss is now 1.0027974843978882\n",
      "The loss is now 0.9753131866455078\n",
      "The loss is now 0.9355562925338745\n",
      "The loss is now 0.9311243295669556\n",
      "The loss is now 0.9141198396682739\n",
      "The loss is now 0.8737945556640625\n",
      "The loss is now 0.8723607063293457\n",
      "The loss is now 0.8570402264595032\n",
      "The loss is now 0.845655083656311\n",
      "The loss is now 0.831242561340332\n",
      "The loss is now 0.8302655816078186\n",
      "The loss is now 0.8038374781608582\n",
      "The loss is now 0.7995404601097107\n",
      "The loss is now 0.7664526104927063\n",
      "The loss is now 0.7582173347473145\n",
      "The loss is now 0.7314811944961548\n",
      "The loss is now 0.7105588912963867\n",
      "The loss is now 0.7449750304222107\n",
      "The loss is now 0.7229987978935242\n",
      "The loss is now 0.6696215271949768\n",
      "The loss is now 0.692316472530365\n",
      "The loss is now 0.6595412492752075\n",
      "The loss is now 0.6573500037193298\n",
      "The loss is now 0.6609928011894226\n",
      "The loss is now 0.6620859503746033\n",
      "The loss is now 0.6451762318611145\n",
      "The loss is now 0.6366395354270935\n",
      "The loss is now 0.626142680644989\n",
      "The loss is now 0.6169707179069519\n",
      "The loss is now 0.615212619304657\n",
      "The loss is now 0.6148163676261902\n",
      "The loss is now 0.5922496318817139\n",
      "The loss is now 0.5789420008659363\n",
      "The loss is now 0.5764870643615723\n",
      "The loss is now 0.5564984083175659\n",
      "The loss is now 0.5765429735183716\n",
      "The loss is now 0.5484527945518494\n",
      "The loss is now 0.5275099873542786\n",
      "The loss is now 0.5473129749298096\n",
      "The loss is now 0.5271931886672974\n",
      "The loss is now 0.5324238538742065\n",
      "The loss is now 0.523240327835083\n",
      "The loss is now 0.5270540118217468\n",
      "The loss is now 0.5044867396354675\n",
      "The loss is now 0.4830515384674072\n",
      "The loss is now 0.49048593640327454\n",
      "The loss is now 0.4747369885444641\n",
      "The loss is now 0.4779641926288605\n",
      "The loss is now 0.46268710494041443\n",
      "The loss is now 0.47510749101638794\n",
      "The loss is now 0.48843663930892944\n",
      "The loss is now 0.44547203183174133\n",
      "The loss is now 0.4494178593158722\n",
      "The loss is now 0.4393651783466339\n",
      "The loss is now 0.4576578736305237\n",
      "The loss is now 0.4627310037612915\n",
      "The loss is now 0.44491416215896606\n",
      "The loss is now 0.4465327858924866\n",
      "The loss is now 0.4401554465293884\n",
      "The loss is now 0.4455268979072571\n",
      "The loss is now 0.41785141825675964\n",
      "The loss is now 0.41489917039871216\n",
      "The loss is now 0.41524237394332886\n",
      "The loss is now 0.37555330991744995\n",
      "The loss is now 0.3937431573867798\n",
      "The loss is now 0.39889007806777954\n",
      "The loss is now 0.377886563539505\n",
      "The loss is now 0.39508914947509766\n",
      "The loss is now 0.38758403062820435\n",
      "The loss is now 0.394196093082428\n",
      "The loss is now 0.3600374758243561\n",
      "The loss is now 0.3675335943698883\n",
      "The loss is now 0.3611891567707062\n",
      "The loss is now 0.3594166338443756\n",
      "The loss is now 0.35833021998405457\n",
      "The loss is now 0.35850244760513306\n",
      "The loss is now 0.3508922755718231\n",
      "The loss is now 0.35309839248657227\n",
      "The loss is now 0.33402812480926514\n",
      "The loss is now 0.33385682106018066\n",
      "The loss is now 0.3594687581062317\n",
      "The loss is now 0.3272368609905243\n",
      "The loss is now 0.36166074872016907\n",
      "The loss is now 0.31784555315971375\n",
      "Done training!\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn.functional as F\n",
    "from data_reader import Data\n",
    "\n",
    "data = Data(\"data/toy_problem_5_train.txt\")\n",
    "\n",
    "sequence_length = 20\n",
    "num_output = sequence_length+1\n",
    "num_hidden = 4\n",
    "\n",
    "W = torch.nn.Parameter(torch.rand(num_hidden+1, num_hidden))\n",
    "#print(\"Weights input & hidden to hidden => \"+str(W))\n",
    "\n",
    "b = torch.nn.Parameter(torch.rand(1, num_hidden))\n",
    "#print(\"Bias to hidden => \"+str(b))\n",
    "\n",
    "V = torch.nn.Parameter(torch.rand(num_hidden, num_output))\n",
    "#print(\"Weights hidden to output categories => \"+str(V))\n",
    "\n",
    "d = torch.nn.Parameter(torch.rand(1, num_output))\n",
    "#print(\"Bias to output categories => \"+str(d))\n",
    "\n",
    "optimizer = torch.optim.Adam([W, b, V, d], lr=0.01)\n",
    "\n",
    "for j in range(10001):\n",
    "    optimizer.zero_grad()   # zero the gradient buffers\n",
    "    \n",
    "    labels, features = data.get_sample(1000)\n",
    "    \n",
    "    features = torch.autograd.Variable(torch.Tensor(features))\n",
    "    #print(\"Features: \"+str(features))\n",
    "    \n",
    "    target = torch.autograd.Variable(torch.LongTensor(labels))\n",
    "    #print(\"Target: \"+str(target))\n",
    "    \n",
    "    state = torch.autograd.Variable(torch.zeros(features.size()[0],num_hidden))\n",
    "    #print(\"State: \"+str(state))\n",
    "\n",
    "    for i in range(sequence_length):\n",
    "        features_at_current_step = torch.unsqueeze(features[:,i], 1)\n",
    "        # This is the RNN's state update equation s[t] = tanh( concat(x,s[t-1]) * W + b)\n",
    "        x = torch.cat((state, features_at_current_step), 1)\n",
    "        state = F.tanh(x.mm(W) + b)\n",
    "    \n",
    "    result = state.mm(V) + d\n",
    "    \n",
    "    loss = F.cross_entropy(result, target)\n",
    "    #print(\"Cross entropy loss: \"+str(loss))\n",
    "\n",
    "    loss.backward()\n",
    "    \n",
    "    optimizer.step()\n",
    "    \n",
    "    if j % 100 == 0:\n",
    "        print(\"The loss is now \"+str(loss.data.item()))\n",
    "\n",
    "print(\"Done training!\")\n",
    "#print(\"The first layer weights are now \"+str(weights1.data))\n",
    "#print(\"\\tand the second layer's weights are now \"+str(weights2.data))\n",
    "\n",
    "torch.save(W, \"models/toy_problem_5_trained_sequential_deep_model_weights1.bin\")\n",
    "torch.save(b, \"models/toy_problem_5_trained_sequential_deep_model_bias1.bin\")\n",
    "torch.save(V, \"models/toy_problem_5_trained_sequential_deep_model_weights2.bin\")\n",
    "torch.save(d, \"models/toy_problem_5_trained_sequential_deep_model_bias2.bin\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The loss can be seen steadily decreasing.  Now to test the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cross entropy loss: tensor(0.3290)\n",
      "Features: [1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 1, 1, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(19) Obs: tensor(19)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(19) Obs: tensor(19)\n",
      "Features: [1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(19) Obs: tensor(19)\n",
      "Features: [1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(0)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(20) Obs: tensor(19)\n",
      "Features: [0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(19) Obs: tensor(19)\n",
      "Features: [1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(0)\n",
      "Features: [0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(0)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1] => Gold: tensor(19) Obs: tensor(19)\n",
      "Features: [1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(19) Obs: tensor(19)\n",
      "Features: [1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(0)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(19) Obs: tensor(19)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features: [1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(19) Obs: tensor(19)\n",
      "Features: [1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 1, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(0)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(15) Obs: tensor(15)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features: [0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 0, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(20) Obs: tensor(19)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(20) Obs: tensor(19)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(0)\n",
      "Features: [1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 0, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(0)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 0, 0, 1, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 1, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 1, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(19) Obs: tensor(19)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(19) Obs: tensor(19)\n",
      "Features: [1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(0)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(19) Obs: tensor(19)\n",
      "Features: [1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 0, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 0, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [1, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [1, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 1, 0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(19) Obs: tensor(19)\n",
      "Features: [0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 0, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(20) Obs: tensor(19)\n",
      "Features: [1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 0, 0] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(20) Obs: tensor(19)\n",
      "Features: [1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [1, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1] => Gold: tensor(19) Obs: tensor(18)\n",
      "Features: [1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(19) Obs: tensor(19)\n",
      "Features: [1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0] => Gold: tensor(14) Obs: tensor(14)\n",
      "Features: [0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [1, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(13) Obs: tensor(13)\n",
      "Features: [1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0] => Gold: tensor(5) Obs: tensor(5)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0] => Gold: tensor(19) Obs: tensor(18)\n",
      "Features: [1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(1) Obs: tensor(1)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [0, 0, 0, 1, 0, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1, 0, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(4) Obs: tensor(4)\n",
      "Features: [0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0] => Gold: tensor(3) Obs: tensor(3)\n",
      "Features: [1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [1, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1] => Gold: tensor(10) Obs: tensor(10)\n",
      "Features: [1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(18) Obs: tensor(18)\n",
      "Features: [0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0] => Gold: tensor(9) Obs: tensor(9)\n",
      "Features: [1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0] => Gold: tensor(6) Obs: tensor(6)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(0) Obs: tensor(0)\n",
      "Features: [0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 1] => Gold: tensor(11) Obs: tensor(11)\n",
      "Features: [0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0] => Gold: tensor(7) Obs: tensor(7)\n",
      "Features: [0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1] => Gold: tensor(8) Obs: tensor(8)\n",
      "Features: [1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(15) Obs: tensor(15)\n",
      "Features: [0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0] => Gold: tensor(2) Obs: tensor(2)\n",
      "Features: [1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(16) Obs: tensor(16)\n",
      "Features: [0, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0] => Gold: tensor(12) Obs: tensor(12)\n",
      "Features: [0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1] => Gold: tensor(17) Obs: tensor(17)\n",
      "Features: [0, 0, 1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 1] => Gold: tensor(6) Obs: tensor(6)\n",
      "Accuracy: 0.98\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn.functional as F\n",
    "from data_reader import Data\n",
    "\n",
    "data = Data(\"data/toy_problem_5_test.txt\")\n",
    "\n",
    "sequence_length = 20\n",
    "num_output = sequence_length+1\n",
    "num_hidden = 4\n",
    "\n",
    "W = torch.load(\"models/toy_problem_5_trained_sequential_deep_model_weights1.bin\")\n",
    "#print(W)\n",
    "V = torch.load(\"models/toy_problem_5_trained_sequential_deep_model_weights2.bin\")\n",
    "#print(V)\n",
    "b = torch.load(\"models/toy_problem_5_trained_sequential_deep_model_bias1.bin\")\n",
    "#print(b)\n",
    "d = torch.load(\"models/toy_problem_5_trained_sequential_deep_model_bias2.bin\")\n",
    "#print(d)\n",
    "\n",
    "labels, features_list = data.get_all()\n",
    "\n",
    "features = torch.autograd.Variable(torch.Tensor(features_list))\n",
    "#print(features)\n",
    "\n",
    "target = torch.autograd.Variable(torch.LongTensor(labels))\n",
    "#print(target)\n",
    "\n",
    "state = torch.autograd.Variable(torch.zeros(features.size()[0],num_hidden))\n",
    "#print(\"State: \"+str(state))\n",
    "\n",
    "for i in range(sequence_length):\n",
    "    features_at_current_step = torch.unsqueeze(features[:,i], 1)\n",
    "    #print(\"Features at current step: \"+str(features_at_current_step))\n",
    "    x = torch.cat((state, features_at_current_step), 1)\n",
    "    state = F.tanh(x.mm(W) + b)\n",
    "\n",
    "result = state.mm(V) + d\n",
    "\n",
    "maxv, observed = torch.max(result, 1)\n",
    "\n",
    "loss = F.cross_entropy(result, target)\n",
    "print(\"Cross entropy loss: \"+str(loss))\n",
    "\n",
    "#print(\"Target: \"+str(target))\n",
    "#print(\"Result: \"+str(observed))\n",
    "\n",
    "total = 0\n",
    "correct = 0\n",
    "for i in range(len(labels)):\n",
    "    total += 1\n",
    "    print(\"Features: \"+str(features_list[i])+\" => Gold: \"+str(target.data[i]) + \" Obs: \" + str(observed.data[i]))\n",
    "    if target.data[i] == observed.data[i]:\n",
    "        correct += 1\n",
    "accuracy = correct / total\n",
    "print(\"Accuracy: \"+str(accuracy))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see, the accuracy of this sequential model (an RNN) at this task is pretty impressive (in the high 90s)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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