NN.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DONE\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torchvision\n",
    "from torchvision import transforms\n",
    "print(\"DONE\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DONE\n"
     ]
    }
   ],
   "source": [
    "# data loading and pre processing\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "\n",
    "\n",
    "#importing the dataset\n",
    "dataset=pd.read_csv('matches.csv')\n",
    "print('DONE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DONE\n",
      "(2350, 52)\n"
     ]
    }
   ],
   "source": [
    "#getting the independent variables\n",
    "X=dataset.iloc[:,:-1].values\n",
    "#getting the dependent variable\n",
    "Y=dataset.iloc[:,-1].values\n",
    "print('DONE')\n",
    "print(X.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Y=Y.astype(int)\n",
    "# print(Y)\n",
    "# print('DONE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DONE\n"
     ]
    }
   ],
   "source": [
    "#train test split\n",
    "X_train,X_test,Y_train,Y_test=train_test_split(X,Y,test_size=0.2,random_state=0)\n",
    "print('DONE')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([1880])\n",
      "DONE\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\nikhileshwar\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\sklearn\\utils\\validation.py:475: DataConversionWarning: Data with input dtype int64 was converted to float64 by StandardScaler.\n",
      "  warnings.warn(msg, DataConversionWarning)\n"
     ]
    }
   ],
   "source": [
    "#scaling the inputs\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "ss=StandardScaler()\n",
    "X_train=ss.fit_transform(X_train)\n",
    "X_test=ss.transform(X_test)\n",
    "train_tensor_X = torch.from_numpy(X_train)\n",
    "train_tensor_Y = torch.from_numpy(Y_train)\n",
    "\n",
    "test_tensor_X = torch.from_numpy(X_test)\n",
    "test_tensor_Y = torch.from_numpy(Y_test)\n",
    "'''\n",
    "#resizing the dataset to match torch constraints\n",
    "train_tensor_X = train_tensor_X.view(-1,train_tensor_X.shape[0],train_tensor_X.shape[1])\n",
    "test_tensor_X = test_tensor_X.view(-1,test_tensor_X.shape[0],test_tensor_X.shape[1])\n",
    "\n",
    "train_tensor_Y = train_tensor_Y.view(-1,train_tensor_Y.shape[0])\n",
    "'''\n",
    "\n",
    "\n",
    "train_set_X = torch.utils.data.DataLoader(train_tensor_X, batch_size=5, shuffle = False)\n",
    "test_set_X = torch.utils.data.DataLoader(test_tensor_X, batch_size=5, shuffle = False)\n",
    "\n",
    "train_set_Y = torch.utils.data.DataLoader(train_tensor_Y, batch_size=5, shuffle = False)\n",
    "\n",
    "\n",
    "\n",
    "print(train_tensor_Y.shape)\n",
    "print('DONE')\n",
    "\n",
    "# pre preocessing done\n",
    "# got tensors for training and testing\n",
    "# now we move on to define our NN structure\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net(\n",
      "  (fc1): Linear(in_features=52, out_features=64, bias=True)\n",
      "  (fc2): Linear(in_features=64, out_features=64, bias=True)\n",
      "  (fc3): Linear(in_features=64, out_features=64, bias=True)\n",
      "  (fc4): Linear(in_features=64, out_features=2, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "# defining the structure of our neural network\n",
    "class Net(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "        self.fc1 = nn.Linear(52, 64)\n",
    "        self.fc2 = nn.Linear(64,64)\n",
    "        self.fc3 = nn.Linear(64,64)\n",
    "        self.fc4 = nn.Linear(64,2)\n",
    "    \n",
    "    def forward(self,x):\n",
    "        x = F.relu(self.fc1(x))\n",
    "        x = F.relu(self.fc2(x))\n",
    "        x = F.relu(self.fc3(x))\n",
    "        x = F.softmax(self.fc4(x),dim=1)\n",
    "        return x\n",
    "                \n",
    "net = Net()\n",
    "print(net)\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "EPOCH---> 0\n",
      "tensor([[8.6732e-04, 9.9913e-01],\n",
      "        [1.0000e+00, 3.5772e-07],\n",
      "        [1.6483e-03, 9.9835e-01],\n",
      "        [9.9697e-01, 3.0331e-03],\n",
      "        [6.3791e-01, 3.6209e-01]], grad_fn=<SoftmaxBackward>)\n",
      "EPOCH---> 1\n",
      "tensor([[7.1130e-05, 9.9993e-01],\n",
      "        [9.9999e-01, 5.0715e-06],\n",
      "        [3.6648e-05, 9.9996e-01],\n",
      "        [9.7063e-01, 2.9368e-02],\n",
      "        [9.5775e-03, 9.9042e-01]], grad_fn=<SoftmaxBackward>)\n",
      "EPOCH---> 2\n",
      "tensor([[5.8420e-06, 9.9999e-01],\n",
      "        [1.0000e+00, 2.1740e-07],\n",
      "        [4.6074e-05, 9.9995e-01],\n",
      "        [9.9752e-01, 2.4811e-03],\n",
      "        [4.6663e-04, 9.9953e-01]], grad_fn=<SoftmaxBackward>)\n"
     ]
    }
   ],
   "source": [
    "import torch.optim as optim\n",
    "optimizer = optim.Adam(net.parameters(),lr=0.001)\n",
    "EPOCHS = 3\n",
    "\n",
    "for epoch in range(EPOCHS):\n",
    "    print('EPOCH--->', epoch)\n",
    "    for (inp , out)in zip(train_set_X,train_set_Y):\n",
    "        inp = inp.view(-1,inp.shape[1])\n",
    "        #print(inp.shape)\n",
    "\n",
    "        #out = out.view(-1,1)\n",
    "        net.zero_grad()\n",
    "        output = net(inp.float())\n",
    "        loss = F.nll_loss(output,out.long())\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        #print(output)\n",
    "   # print(\"LOSS--> \" ,loss,inp.shape)\n",
    "    print(output)\n",
    "        \n",
    "\n",
    "      "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[1.0000e+00, 2.4470e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.2135e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4718e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5724e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2094e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1159e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.5542e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.3608e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.1302, 0.8698]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.7148e-04, 9.9943e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.5454e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0028, 0.9972]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9955e-01, 4.5362e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.4891e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.7511e-04, 9.9922e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.5081e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.5932e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6228e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.0408e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4591e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 6.4373e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2549e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.0029e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0017, 0.9983]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9605, 0.0395]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.2443e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.7300e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.2742e-04, 9.9957e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.6586e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.6227e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9996e-01, 3.7894e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3669e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0981e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2101e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2659e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.0798e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1348e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0186, 0.9814]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9988, 0.0012]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.5799e-05, 9.9992e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5080e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.2642, 0.7358]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.9380e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1010e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9938e-01, 6.1772e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.5614e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.8084e-04, 9.9962e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.6391e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5080e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2100e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0953e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.6027e-04, 9.9954e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0997e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.4363e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.5720e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.1121e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9954e-01, 4.6106e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.9558e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1767e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.0164e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.1091e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.5156e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9886e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0812e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.1540e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.1924e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9980e-01, 2.0405e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3417e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8093e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.9566e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.2060e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.8607e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.6937, 0.3063]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5489e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.7579e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9963e-01, 3.6903e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.1699e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.0972e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0187, 0.9813]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.6578e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.4460e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 1.7156e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9925e-01, 7.4561e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0454e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2224e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.2135e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4668e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6599e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.5021e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.3162e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.0801e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.1673e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.2381e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.4182e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.9302e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.5423e-05, 9.9995e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4139e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0012, 0.9988]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.2497e-04, 9.9938e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0860e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.0418e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.3742e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.1449e-04, 9.9969e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9885, 0.0115]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6362e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.8845e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 9.7340e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2021e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.9766e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1348e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.1328e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.5748, 0.4252]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2152e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.0615e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.5276e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0466e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.0955e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.7780e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1706e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.3339e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 5.6749e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0015, 0.9985]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.8378e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0014, 0.9986]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9960e-01, 4.0302e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2315e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2283e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0187e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.5442e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1474e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.9933e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0914e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.2793e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9991e-01, 9.4213e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 2.2797e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9989, 0.0011]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.8192e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.3704e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.1843e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8573e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2360e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9979e-01, 2.0798e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.9708e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.8975e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.6586e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[1.0000e+00, 6.4637e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.1777e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.7935, 0.2065]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.0138e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2407e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8648e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.5092e-04, 9.9945e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4357e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0104e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8472e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.1022e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.9460e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3525e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2407e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.1115e-05, 9.9991e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1211e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[2.7541e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9943e-01, 5.6738e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.7553e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9206e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[0.9235, 0.0765]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.7148e-04, 9.9943e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.7734e-04, 9.9982e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.4902, 0.5098]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0142, 0.9858]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.3906e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.2074e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2660e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1200e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.3252e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9974, 0.0026]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2021e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6630e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0364, 0.9636]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9995e-01, 5.4333e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[3.7073e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.5718e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8170e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[3.2135e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 8.6740e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.8372e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 1.4247e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 2.9865e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[1.9574e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3012e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[4.5623e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.1579e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.5144e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.2679e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.5531e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 2.2444e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.8432e-05, 9.9992e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[2.3060e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[4.5011e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[0.9975, 0.0025]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.4357e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[9.5874e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 4.4259e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0196e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[0.1442, 0.8558]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9407, 0.0593]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.9313e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.9879e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4357e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3113e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.0690e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 1.7156e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.1442, 0.8558]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.6932e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1695e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.1279e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9993e-01, 7.0354e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.0520e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9818, 0.0182]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5004e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9964e-01, 3.6093e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.3888e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.6968e-04, 9.9983e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.9034e-17, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8501e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.7095e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.6707e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8093e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9991e-01, 8.8633e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9992e-01, 8.0570e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.9862e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5328e-04, 9.9985e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0012, 0.9988]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9954e-01, 4.5608e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0226e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.9336e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.4212e-05, 9.9992e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.7833e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[8.9933e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.8563e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0555e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6760e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.2837e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9959e-01, 4.0683e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.3769e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4066e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.1372e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.3115e-04, 9.9967e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.7701e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.7169e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2440e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4357e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2387e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9988, 0.0012]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.2848e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.9617e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.8738e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.1658e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.3484e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.4440e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9634, 0.0366]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1010e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.8237e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.0474e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.6735e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.1307e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8501e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.1911e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.6471e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 1.7156e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0098e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.6805e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0735e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0192e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.3440e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[3.1924e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.7097e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.1406e-04, 9.9919e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.5531e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5004e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.6802e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1833e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.4673e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[3.6535e-04, 9.9963e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.3032e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0085e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 4.7803e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9902e-01, 9.8277e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.9056e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[4.5232e-04, 9.9955e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.1163e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[0.0252, 0.9748]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.8577e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.9583e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9993e-01, 7.0545e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.8073e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.3433e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.8398e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[9.9999e-01, 1.3702e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 2.4139e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.9583e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 3.3705e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3579e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9972e-01, 2.8036e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9988e-01, 1.2331e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.3609e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9991e-01, 8.9006e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.1903e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.9601e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.7914e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.6896e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.2892e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0266, 0.9734]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.5445e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9976e-01, 2.4089e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0985e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.5045e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.8151e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.6150e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2347e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 5.2549e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9602, 0.0398]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.2249e-04, 9.9948e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.6697, 0.3303]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.1257e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4427e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.5614e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.4646e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.9150e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.7461e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.7935, 0.2065]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9988, 0.0012]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0025e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9963e-01, 3.6903e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.4357e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.7058e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.3261e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.2124e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[6.6238e-04, 9.9934e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.0593e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 1.4677e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.2714e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2094e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0466e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.5899e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9997e-01, 3.0003e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.6237e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.8108e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.9314e-05, 9.9996e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.8889e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.7918e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.7759e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.4031e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8395e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3567e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2655e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.2876e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.7217e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0126e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.0408e-04, 9.9980e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.1776e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.0840e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9639, 0.0361]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5531e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.0770e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5282e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0051, 0.9949]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.4616e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.5144e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.6227e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.3285e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9909e-01, 9.1272e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.1918e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9915, 0.0085]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.7285e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9954e-01, 4.6106e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.9234e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.5796e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6016e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9485e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.8853e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.2030e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.0798e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.6831e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0036, 0.9964]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.9352e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 5.7664e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0570e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[7.8962e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.7898e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.7313e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.4520e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4122e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.7333e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.9711e-05, 9.9991e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.4097e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3816e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.4212e-05, 9.9992e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9915, 0.0085]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.8924e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.8754e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3632e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.7944e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.8474, 0.1526]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 6.1648e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.9283e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0794e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.8282e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.3479e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0020, 0.9980]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2874e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.0532e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.2246e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.9336e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.7759e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.6391e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9517e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.3824e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0142, 0.9858]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0981e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.4755e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5842e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.1683e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.2309e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9960e-01, 4.0073e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.3788e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9352e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.9391e-04, 9.9961e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9848, 0.0152]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.2296e-05, 9.9994e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0454e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9902e-01, 9.7723e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.1619e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.9589e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 1.6344e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0371, 0.9629]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.7485e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.0307e-04, 9.9950e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.5676e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8487e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.5261e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.6697, 0.3303]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.8906e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.8539e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.4381e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.2267e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.3188e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.6878e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.2330e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.6101e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3575e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1833e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.9872e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.7453e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6126e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.6740e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 6.4894e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.7871e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.7682e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0504e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9980, 0.0020]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.7632e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.0777e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.4722e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0085e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.1993e-04, 9.9978e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5328e-04, 9.9985e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.5915e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.5799e-05, 9.9992e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.6376e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.8355e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9940e-01, 5.9552e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.1343e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.1819e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.7216e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1376e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.7302e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.0615e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0010, 0.9990]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2233e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4287e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9485e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 5.9838e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.5391e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9984e-01, 1.5977e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1555e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0175, 0.9825]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.3824e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.3234e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8818e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.8128e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5842e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4677e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9916, 0.0084]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.9415e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9931e-01, 6.9492e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[1.9539e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[9.9989e-01, 1.0595e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2198e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.3567e-04, 9.9936e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.4619e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[5.0694e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[5.8889e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.1082e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.5117e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.8935, 0.1065]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9997e-01, 2.6507e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.2004e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9989e-01, 1.0595e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.9282e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0767e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0757e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.5837e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.4082e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.9420e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.1932e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.9432e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.2921e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9996e-01, 3.8986e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.4741e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.8371e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.5556e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.3390e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.0056e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5450e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9992e-01, 8.0570e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.7505e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.4474e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.1807e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.1037e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.0294e-05, 9.9994e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0013, 0.9987]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.2381e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.7734e-04, 9.9982e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.5021e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0062, 0.9938]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9968, 0.0032]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0439e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.7730e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[0.0381, 0.9619]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.7809e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0010, 0.9990]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9846, 0.0154]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.9558e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.0217e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.5748e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2696e-04, 9.9987e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.5894e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5315e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6248e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 5.6386e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.3893e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.8391e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9974, 0.0026]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.8332e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8083e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9903, 0.0097]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6126e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1772e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.1885e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.0248e-04, 9.9970e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0874e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8586e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.0770e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0142, 0.9858]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.3015e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9977e-01, 2.3110e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.2337e-04, 9.9978e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.9352e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.0929e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.2000e-04, 9.9918e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1386e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.3608e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.4680e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.1932e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6456e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.7934e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.8235e-04, 9.9972e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.4429e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9993e-01, 6.7733e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.4560e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.2481e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.4680e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.4622e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.6558e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.1753e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6228e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.3922e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0559e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2407e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9352e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.2839e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0874e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9904e-01, 9.5516e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.9327e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6146e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.9038e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.4655, 0.5345]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.7632e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9989e-01, 1.0595e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9951, 0.0049]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.1821e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9934e-01, 6.6072e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.1975, 0.8025]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8670e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.6156e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9959e-01, 4.1067e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.3248e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.3701e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9206e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.7954e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.3162e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.7748e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.8614e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.7633e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.7653e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.1623e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.0966e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.5818e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3575e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.4619e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1246e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.9552e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0034, 0.9966]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.2307e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9989, 0.0011]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.1654e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.4444e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.0362e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5540e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.4673e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.3669e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0069, 0.9931]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1688e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6016e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.0164e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.9038e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9602, 0.0398]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9352e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.0801e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9959e-01, 4.1067e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.5563e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.2010e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9968, 0.0032]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1518e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.7780e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.7453e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9953, 0.0047]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6597e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.0847e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.2781e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.2513e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.5314e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.3742e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.4551e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.5344, 0.4656]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.4733e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.9865e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1788e-04, 9.9978e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.5704e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8805e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.9734e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0022, 0.9978]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.5441e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.2987e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.6672e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.1115e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.8384e-05, 9.9994e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.5394e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.3609e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.2892e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.7334e-05, 9.9995e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1535e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1701e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.2742e-04, 9.9957e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1998e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.7004e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.5830e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0771e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.6156e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.5871e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6431e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.9539e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0025, 0.9975]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.6391e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.0563e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.7759e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.1608e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.8754e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9996e-01, 3.7255e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.6182e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9969e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 5.6217e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.8229e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0757e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4091e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.9953e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4588e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.2145e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.9552e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 2.3706e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9966e-01, 3.3925e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.7303e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1139e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.8780e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[0.9989, 0.0011]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.9583e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.2381e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.3157e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.2048e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.6675e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.8879, 0.1121]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0742, 0.9258]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.8960e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0945e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.5445e-04, 9.9975e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.5296e-22]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.7544e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9902e-01, 9.8277e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9995e-01, 5.4333e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8845e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9925e-01, 7.4561e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.3414e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.8485e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.5916e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0794e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.4487e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4633e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.4622e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.2410e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.6027e-04, 9.9954e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.4381e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.9283e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.4396e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.8539e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.3319e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0021, 0.9979]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.3906e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9931e-01, 6.9492e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8700e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.6303e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.2517e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8118e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.9259e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.5379e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0040, 0.9960]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.4303e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.7062e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.3142e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.6098e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9985, 0.0015]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9991e-01, 8.7043e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9925, 0.0075]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.1445e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1425e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0014, 0.9986]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.1861e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.6558e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9975e-01, 2.4523e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0010, 0.9990]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9989e-01, 1.1262e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4907e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.4117e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0062, 0.9938]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.9440e-04, 9.9921e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.5697e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1244e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.7097e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4056e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.1260e-05, 9.9993e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9926, 0.0074]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.1608e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.9640e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.5534e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.3745e-18]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.6852e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.1437e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9983, 0.0017]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8818e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.7163e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8287e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.0294e-05, 9.9994e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9968e-01, 3.2076e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.1824e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.7944e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.3870, 0.6130]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.9693e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.4891e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.2503e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0040, 0.9960]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0196e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.7073e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9967e-01, 3.3286e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2631e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0459e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1631e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0013, 0.9987]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9910e-01, 8.9665e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6390e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2440e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.3285e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 1.9434e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.7302e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.5941e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.2437e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.6235e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9023e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0890e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.5542e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0343, 0.9657]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.3567e-04, 9.9936e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1169e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.9224e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4307e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9903, 0.0097]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9902e-01, 9.8277e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 6.3515e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 6.4373e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.5045e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0686e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2878e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.4961e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8455e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.3973e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.9558e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.8965e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.6377e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.7406e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.1343e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.2390, 0.7610]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9954, 0.0046]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.5489e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.2521e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.8365e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0127, 0.9873]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1912e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 1.8237e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2050e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.3280e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.6735e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6300e-17]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9974, 0.0026]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.5961e-05, 9.9996e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5489e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.7630e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9902e-01, 9.7723e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.8121e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0957e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.6305e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.7748e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0860e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9997e-01, 2.6700e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.6042e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3840e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9990, 0.0010]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.9772e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5859e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.3893e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4907e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.3032e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.2848e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4797e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.7553e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 1.8237e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.1008e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.3563e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2360e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.6740e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.7346e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[1.6158e-04, 9.9984e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.5910e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.5534e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9966e-01, 3.4412e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1962e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.0590e-04, 9.9969e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0471, 0.9529]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.3202e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.9177e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4775e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3316e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.6636e-04, 9.9923e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6871e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0013, 0.9987]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2154e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.4363e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.5564e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4228e-20]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0285e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.7914e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.9420e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9965e-01, 3.4569e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8181e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.3955e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8181e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.2600e-17, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.8117e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.8981e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0074, 0.9926]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.8391e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6871e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8313e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.5078e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.0408e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.9302e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.3982e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0187, 0.9813]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2696e-04, 9.9987e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 2.1459e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.4520e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.6203e-05, 9.9994e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0012, 0.9988]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5175e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9949e-01, 5.1096e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.7163e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.5961e-05, 9.9996e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2518e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.8479e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 7.9583e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 2.2892e-17]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.6131e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.3669e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3469e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.1464e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.4489e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.4043e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1389e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.1307e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4677e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.2628e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.2390, 0.7610]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.5442e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9972e-01, 2.8036e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.3547, 0.6453]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4372e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3932e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[9.9997e-01, 3.0003e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.8601e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 1.2518e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[9.9959e-01, 4.1447e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9989, 0.0011]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0318, 0.9682]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.1692e-17, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.0446e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.2760e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.1185, 0.8815]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.7191e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.0613e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8201e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.7833e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9929e-01, 7.0686e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6630e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.7664e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.6034e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.0613e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.9175e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.5364e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.9541e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3293e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9992e-01, 8.3953e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.6238e-04, 9.9934e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.0891e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0577, 0.9423]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.8270e-04, 9.9952e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.6564e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.9848e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.6996e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9974, 0.0026]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.7754e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.5306e-04, 9.9985e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[3.1727e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.5280e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8012e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.3316e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.2893e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 1.3460e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.1616e-04, 9.9988e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8787e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0285e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.7632e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.1037e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[0.0013, 0.9987]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.9056e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.5563e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8395e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0397e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.8834e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0209, 0.9791]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0409e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.2572e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.5011e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.3124e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2686e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.5534e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3500e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.3480e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1249e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4677e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.7199e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.8985e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1966e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5032e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9960e-01, 4.0073e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.6270e-04, 9.9944e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.8332e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.2091e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.9705e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.9093e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.0474e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9970, 0.0030]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3334e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1389e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.4116e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.5781e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.1271e-05, 9.9996e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.7429e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 5.7664e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.4664e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0016, 0.9984]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9976, 0.0024]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[1.0000e+00, 4.1911e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9967e-01, 3.3286e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.1954e-04, 9.9958e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.0429e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.3705e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.3051e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1518e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.2987e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.7816e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.8229e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9970, 0.0030]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9980e-01, 2.0405e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.0465e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.4848e-04, 9.9975e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.4690e-04, 9.9955e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1149e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5842e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.7695e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.1777e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.4117e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8433e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2010e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.3433e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.6108e-04, 9.9964e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0051, 0.9949]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.8067e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.9728e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9982, 0.0018]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.2337e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.0801e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.5704e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0013, 0.9987]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6509e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.7416e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1484e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9970, 0.0030]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.2418e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.7035e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.9716e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.4081e-04, 9.9936e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.0946e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0854e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 1.8400e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.4213e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.3621e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4470e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.7058e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8648e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5323e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8064e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.0966e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 6.3411e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.1975, 0.8025]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.2182e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9975e-01, 2.4523e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0708e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.0690e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.4440e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3469e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.9223e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2224e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.8448e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.6987e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.5990, 0.4010]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4633e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 5.2288e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.3479e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8357e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.5079e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.4902, 0.5098]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.0335e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1386e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.6237e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0028, 0.9972]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6456e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9997e-01, 2.8085e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.5799e-05, 9.9992e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.7315e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1535e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6063e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.1343e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 6.1648e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.2921e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4436e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[0.9156, 0.0844]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.1548e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.6235e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.8684e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.7333e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4219e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8585e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.0694e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.6525e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9966e-01, 3.3709e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0154, 0.9846]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.5526e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.4100e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9983, 0.0017]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0504e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.8678e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.7803e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.8879, 0.1121]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0628e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.2351e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.8577e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0010, 0.9990]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0277e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.3171e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.5568e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.0515e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.5977e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.6802e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.4156e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.7954e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0217, 0.9783]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0023, 0.9977]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.7349e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9954, 0.0046]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.9259e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.5574e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9951e-01, 4.8748e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3658e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0308e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9904e-01, 9.5516e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.9586e-04, 9.9960e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0126e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.5332e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9901e-01, 9.9186e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.1654e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9986e-01, 1.3972e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.7922e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1244e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.9357e-04, 9.9951e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5297e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.0429e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.8607e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1701e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.3299e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.5406e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.9128e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.6143e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5297e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.1176e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.2642, 0.7358]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 6.9525e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.1792e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.2307e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.5941e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0219, 0.9781]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.3066e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4968e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0133e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0669e-19]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9975e-01, 2.5399e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8677e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.5633e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.3051e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.7918e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.9056e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4797e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.8187e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.7866e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 2.0097e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.7682e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.2307e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6981e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5724e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 5.6749e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2330e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.2585e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.2547e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3862e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.2164e-04, 9.9978e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3863e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[4.3788e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.7914e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.1683e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5728e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.0955e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9975, 0.0025]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9989e-01, 1.0983e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.0801e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.9693e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.5306e-04, 9.9985e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8585e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.3702e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.6158e-04, 9.9984e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9933e-01, 6.7192e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.6337e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9973e-01, 2.6720e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.8282e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9991e-01, 9.4213e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.1008e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0061e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9989e-01, 1.1262e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.2683e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0217, 0.9783]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9992e-01, 8.1696e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 5.6217e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.5549e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2874e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9961e-01, 3.8849e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.8581e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8560e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.9705e-04, 9.9970e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0351, 0.9649]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.5748, 0.4252]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.7416e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.9177e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0142, 0.9858]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0527, 0.9473]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.4367e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.8472e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.8863e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.8398e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.5489e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.5676e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.6578e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.4832e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.9302e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.1004e-05, 9.9994e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.5824e-04, 9.9954e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.9283e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.7321e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0539, 0.9461]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5540e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9982e-01, 1.7761e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.6604e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9926, 0.0074]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.8099e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.7035e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.3717e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6431e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3106e-04, 9.9987e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.4038e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.9799e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.1187, 0.8813]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.3339e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.3156e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0266, 0.9734]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8805e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9996e-01, 3.5054e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8118e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.6135e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 2.2797e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0924e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.7629e-18]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3293e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.1548e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0011, 0.9989]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0017, 0.9983]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2347e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.4384e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.9953e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.6603e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9990, 0.0010]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.2091e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6336e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2549e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.1115e-05, 9.9991e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9983e-01, 1.6671e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.5781e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.8616e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8157e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0931e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.1707e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 2.0097e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5601e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0060, 0.9940]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.3844e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6777e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.5489e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.3202e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0616e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.0429e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.6155, 0.3845]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.7508e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.0408e-04, 9.9980e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1998e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.2522e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.6777e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9985, 0.0015]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8437e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.0668e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0628e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.7300e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.2000e-04, 9.9918e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.9662e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1734e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.1215e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.7701e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4470e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.3411e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.5394e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.8443e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.2793e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4372e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2152e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9983, 0.0017]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.2642, 0.7358]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 6.9525e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1734e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6613e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9988, 0.0012]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.1442, 0.8558]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.1187, 0.8813]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.0042e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1962e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.8985e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4588e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.6143e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9023e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9949e-01, 5.1096e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2631e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.3890e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.6742e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.1865e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0735e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.9351e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.9941e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.1683e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6404e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9930e-01, 7.0350e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5970e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0980, 0.9020]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 5.5313e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0669e-19]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1484e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8688e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.2327e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.2899e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.7032e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.9588e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.4018e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.5344e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.3250e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1411e-18]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.9791e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2878e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.6420e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9713, 0.0287]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.2513e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.7703e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9995e-01, 4.5837e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.9327e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[1.0000e+00, 2.4808e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1706e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9992e-01, 7.5131e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0011, 0.9989]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9980e-01, 2.0037e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9997e-01, 2.9884e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4227e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.0593e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9988, 0.0012]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.7342e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.2164e-04, 9.9978e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.0362e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0352e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.1978e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4436e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.9082e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0914e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.8099e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8573e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.1961e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2834e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.7213e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.4043e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0022, 0.9978]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3787e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.5391e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0059, 0.9941]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.6956e-05, 9.9991e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.4678e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.1388e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.7954e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1843e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1361e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.8998e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3575e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.1388e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.3411e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3113e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.5833e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.6042e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.7666e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.6135e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.1727e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9988, 0.0012]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9987e-01, 1.3033e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.1361e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.8965e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9958e-01, 4.1996e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.5910e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.6182e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.3591e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.9588e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.0615e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.9791e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.3906e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.8491e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8201e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9156, 0.0844]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8260e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.2091e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.8067e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9988, 0.0012]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 1.8400e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0257e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.7058e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.8187e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0017, 0.9983]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.5704e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1827e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0021, 0.9979]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1249e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.2547e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9974e-01, 2.6245e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8260e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0021, 0.9979]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1211e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9983, 0.0017]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.6619e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.3236e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.2390, 0.7610]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 1.8400e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8670e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.0532e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.6604e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8958e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.7461e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.5833e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.3156e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.7429e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9983, 0.0017]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.4770e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.8008e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5666e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.5445e-04, 9.9975e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1518e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0192e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.5232e-04, 9.9955e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.7188e-18, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.0333e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0017, 0.9983]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9967e-01, 3.3286e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 6.4894e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.3701e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.7392e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.9683e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2604e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9502, 0.0498]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.5717e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 2.4126e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.1753e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.4637e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9953e-01, 4.6982e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.9617e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.9481e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.6878e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.7188e-18, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.4560e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.5676e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.6932e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.3609e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.6603e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.4837, 0.5163]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4219e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.2628e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.3690e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9966e-01, 3.4036e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.6309e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0985e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.5202e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.4472e-04, 9.9976e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.0798e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0142, 0.9858]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.3690e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.6742e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.6942, 0.3058]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9138, 0.0862]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9954e-01, 4.6106e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.1707e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.9259e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9984e-01, 1.5700e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.2060e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.1975e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0606, 0.9394]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0575e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.6926e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.8981e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.7199e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0104, 0.9896]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.8834e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.6735e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.4356e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.4891e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9997e-01, 3.4479e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.8608, 0.1392]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 2.0097e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[9.9999e-01, 5.8348e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.6802e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1546e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 2.1147e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.6718e-04, 9.9983e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.3188e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9909e-01, 9.1272e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.7085e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0577, 0.9423]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.7940e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8181e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.3231e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.6377e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.5261e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.9676e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0266, 0.9734]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9938, 0.0062]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.9541e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.6391e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.2389e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.2788e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5958e-18]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6783e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2010e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.6101e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5175e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 5.3365e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.1724e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.1961e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.7923e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.4556e-04, 9.9985e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6783e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0459e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.3235e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9992e-01, 8.0570e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.5083e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.9588e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.9353e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.9128e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.2811e-05, 9.9994e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9886e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 5.6221e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9986e-01, 1.3972e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.3920e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.6813e-04, 9.9943e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1706e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0478e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2995e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9984e-01, 1.5536e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0545, 0.9455]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.4562e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9973e-01, 2.7281e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.2522e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.5144e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.6047e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.7606e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.2124e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.2343e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.6227e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.7429e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0142, 0.9858]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.4780e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1200e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9964e-01, 3.5671e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.6391e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.7776e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.7662e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.7541e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.5614e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3525e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1246e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8064e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 3.8906e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[9.9999e-01, 1.2125e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 5.1900e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1916e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 4.6872e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[3.0280e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.4662e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.8225e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.4213e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0339e-21]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1943e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.1918e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.3218e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.7199e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.6580e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 1.1771e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.2725e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.2572e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 2.1526e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.9586e-04, 9.9960e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[5.2249e-04, 9.9948e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[0.9846, 0.0154]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0043, 0.9957]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.5248e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3567e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 4.6872e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3135e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[0.9951, 0.0049]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.4770e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 1.1139e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.7546e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 3.7730e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[1.0000e+00, 3.9464e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[2.0362e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[1.6158e-04, 9.9984e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.5156e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[0.9981, 0.0019]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
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      "PREDICTED-->  tensor([[9.9996e-01, 4.4511e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.3590e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.5534e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3263e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.3051e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.6920e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.3236e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.4646e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0253e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.3274e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9971, 0.0029]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.7313e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0064, 0.9936]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.3590e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9965e-01, 3.4569e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.4472e-04, 9.9976e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.9791e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.7257e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.8432e-05, 9.9992e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.7934e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9971, 0.0029]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.1127e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.3503e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.5718e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.6143e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.3658e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.5504e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.5748, 0.4252]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9485e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.4182e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.4057e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9951e-01, 4.8748e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1916e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8143e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9963e-01, 3.6904e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9948, 0.0052]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.0217e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0064, 0.9936]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9925, 0.0075]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.8257e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0020, 0.9980]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.9716e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0352e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9949, 0.0051]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9962, 0.0038]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.2872e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4427e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.9879e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0409e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.3299e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.4487e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.6025e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.9601e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1966e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.9848e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.6564e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1943e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.4975e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.2515e-04, 9.9947e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.1619e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.2410e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.2444e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.8012e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.7437e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.4620e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.6926e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8137e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0192e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.7922e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.1257e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.4357e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9991e-01, 8.8633e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.0623e-04, 9.9979e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4718e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.5950e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 6.7374e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0100, 0.9900]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.5504e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.5364e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.9464e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.7321e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0059, 0.9941]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 2.1147e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9989e-01, 1.0983e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.4117e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.8073e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.8866e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9984, 0.0016]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.4259e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0035, 0.9965]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.9374e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9986, 0.0014]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.3210e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.1779e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9996e-01, 4.0144e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.0202e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.9128e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.1361e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9987e-01, 1.3033e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.9196e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.8863e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.5202e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.9676e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0420, 0.9580]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9876, 0.0124]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.9795e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.9175e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2990e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.9705e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.3466e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0075, 0.9925]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[1.0000e+00, 2.6362e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.7630e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.3414e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9993e-01, 6.7733e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.6033e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0013, 0.9987]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.0280e-05, 9.9997e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1368e-18]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.0847e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.9341e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.7703e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.9107e-05, 9.9995e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9974, 0.0026]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.0307e-04, 9.9950e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "ACCURACY :  0.9101063829787234\n"
     ]
    }
   ],
   "source": [
    "#train accuracy\n",
    "import math\n",
    "crct =0\n",
    "for (row,orow) in zip(train_tensor_X,train_tensor_Y):\n",
    "    inputt = row.view(-1,train_tensor_X[0].shape[0])\n",
    "    outp = net(inputt.float())\n",
    "    print(\"PREDICTED--> \",outp,\" ACTUAL--> \",orow)\n",
    "    #print(outp[0][1])\n",
    "    if(outp[0][0] > outp[0][1]):\n",
    "        if(orow == 0):\n",
    "            crct = crct+1\n",
    "    elif(outp[0][1] > outp[0][0]):\n",
    "        if(orow==1):\n",
    "            crct = crct+1\n",
    "print(\"ACCURACY : \" ,crct / train_tensor_X.shape[0])        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[4.2781e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.7036e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.1738e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.1608e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9959e-01, 4.1067e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0043, 0.9957]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.9566e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.2599e-05, 9.9991e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.2164e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.3236e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.9305e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.1022e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.9093e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 5.2549e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0228e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.9107e-05, 9.9995e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0012, 0.9988]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5601e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.5291e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.1127e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1695e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.9704e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.4182e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9978, 0.0022]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.4367e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.9374e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6871e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.2877e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9988, 0.0012]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9980e-01, 2.0037e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.8108e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0253e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.7749e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4659e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9179, 0.0821]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.8866e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.3252e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.6570, 0.3430]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9996e-01, 4.0144e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9579, 0.0421]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9502, 0.0498]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.1792e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0061e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9284, 0.0716]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.2503e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.2198e-04, 9.9968e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9023e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.0855e-04, 9.9939e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.9223e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.4038e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.6025e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9904e-01, 9.5516e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1598e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1583e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.6956e-05, 9.9991e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9933e-01, 6.7192e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8257e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8437e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.8563e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9984e-01, 1.6373e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9580, 0.0420]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4659e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.7918e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3263e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0069, 0.9931]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1807e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0158, 0.9842]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.4408e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.5083e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.4487e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.7004e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.9676e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.8940e-04, 9.9981e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.2974e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4797e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4122e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5574e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.9728e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0294, 0.9706]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.4520e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.2547e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9746, 0.0254]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.4832e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.4095e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.0029e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.9848e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 1.5926e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.3520e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2100e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.2249e-04, 9.9948e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0343, 0.9657]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.7199e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 2.3227e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9965e-01, 3.4971e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.7285e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.3890e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8170e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9526, 0.0474]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.5526e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.3009e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.6042e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2553e-04, 9.9987e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.0829e-04, 9.9979e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0219, 0.9781]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9997e-01, 2.6700e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.0615e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.3503e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.5045e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9989, 0.0011]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.3162e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.9799e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.3157e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0010, 0.9990]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9579, 0.0421]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.9716e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9965e-01, 3.4743e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.3769e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.1115e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.4970e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5323e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0209, 0.9791]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1139e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.2522e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.7199e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.8355e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.7776e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.9524e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.9460e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.2474e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.2125e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.0840e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.5717e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.4620e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.2389e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0379e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.5515e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.2343e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0397e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.4551e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.3508e-05, 9.9996e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 9.8083e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4775e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9965e-01, 3.4971e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.1328e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.8684e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[6.0231e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.4031e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.8306e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 5.6749e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0154, 0.9846]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.1911e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.2877e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.8203e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1618e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.9941e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.8235e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.8469e-05, 9.9994e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.1932e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.8432e-05, 9.9992e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.1016, 0.8984]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.6710e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2185e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.5445e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.7810e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.7334e-05, 9.9995e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6570e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[1.0000e+00, 1.5315e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.3090e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3812e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5601e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9988, 0.0012]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0011, 0.9989]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9639, 0.0361]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.8996e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0297e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.9026e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.6227e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2655e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.4556e-04, 9.9985e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.0996e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.5344, 0.4656]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9993e-01, 7.0997e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.1484e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.6525e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.2411e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1279e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.1738e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3863e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4883e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.1328e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.4097e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.7289e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.1449e-04, 9.9969e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9965e-01, 3.4743e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.6235e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 1.8237e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.1200e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0020, 0.9980]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 5.8348e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4193e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9580, 0.0420]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9983e-01, 1.6671e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.4673e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9940e-01, 5.9552e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0158, 0.9842]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.1961e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.9224e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.1777e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0067, 0.9933]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.0801e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.6034e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8201e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.2631e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.7453e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9948, 0.0052]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.2573e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.2631e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2990e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0628e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9938, 0.0062]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.7866e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0175, 0.9825]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.1083e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.4174e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9938, 0.0062]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9961e-01, 3.8894e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4122e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.8022, 0.1978]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.8712e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.7944e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.2198e-04, 9.9968e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6362e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 6.9525e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.2480e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9925, 0.0075]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9976e-01, 2.4140e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.9380e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.4853e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.4444e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1513e-18]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.8664e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.5568e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1300e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.6735e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.6558e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.5052e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[8.4678e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.7383e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.6156e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9959e-01, 4.0683e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9517e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.8472e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9954e-01, 4.5642e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9996e-01, 3.5054e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6760e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.5092e-04, 9.9945e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0308e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.9517e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0028, 0.9972]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.5441e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1833e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.6578e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0244e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.7416e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0980, 0.9020]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.7871e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.7566e-18]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.3124e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.1449e-04, 9.9969e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.0563e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.8479e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.3280e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.0042e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.2481e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.2327e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.3057e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 2.2889e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 5.3365e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.0801e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4056e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.9524e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.2145e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0035, 0.9965]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9992e-01, 7.7866e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.1779e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6599e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.5332e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.0308e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1598e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1484e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.0474e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6783e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.3009e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.7289e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9938e-01, 6.1772e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.0840e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.1738e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9904e-01, 9.5665e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[3.6182e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0559e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9235, 0.0765]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.3701e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8700e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.8601e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3788e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.5423e-05, 9.9995e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.6150e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0397e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.5916e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9972, 0.0028]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1993e-04, 9.9978e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3106e-04, 9.9987e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9977e-01, 2.3110e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.2987e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3788e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.1912e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5970e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1688e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.9056e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[1.0000e+00, 6.1724e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0364, 0.9636]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.8012e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.2246e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.3973e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9903, 0.0097]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.5871e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.5767e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2440e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0681, 0.9319]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0767e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.9862e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.3272e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0539, 0.9461]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9910e-01, 8.9665e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.1246e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8137e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.9283e-05, 9.9998e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.8563e-15, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.7826e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.3417e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0053e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.8935, 0.1065]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0379e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.6603e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.5032e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0069, 0.9931]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8257e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5119e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3852e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.5176e-04, 9.9975e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0032, 0.9968]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.8128e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9969e-01, 3.1263e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.7216e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.8225e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.5666e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9876, 0.0124]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.6579e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0318, 0.9682]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.3669e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.1819e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.4440e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9979e-01, 2.0798e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.0615e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1540e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.1397e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.3015e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9998e-01, 1.9843e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.5629e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.8008e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.8022, 0.1978]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.1555e-13, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.5824e-04, 9.9954e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.7511e-04, 9.9922e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.0932e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[5.9589e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8357e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.9034e-17, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.6131e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.8201e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[7.7754e-11, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.6980e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.5767e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.3870, 0.6130]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.3187e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.8332e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.5916e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 8.5941e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.8995, 0.1005]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9992e-01, 7.7866e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.8324e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 6.2996e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.6182e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.9156, 0.0844]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.4615e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0997e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.7124e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.1243e-14, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.5623e-06, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.7730e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.2899e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.9552e-06, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9984e-01, 1.5700e-04]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.1535e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.3932e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9997e-01, 3.0003e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0016, 0.9984]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0074, 0.9926]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[6.2296e-05, 9.9994e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[2.6309e-08, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[8.9711e-05, 9.9991e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.9705e-04, 9.9970e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 6.6672e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.8108e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[5.8469e-05, 9.9994e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.7124e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0555e-05, 9.9999e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0277e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.2327e-16, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.3811e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.8998e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.0703e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.3922e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2283e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.2659e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.6108e-04, 9.9964e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0459e-08]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9848, 0.0152]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.8698e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9994e-01, 5.6221e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.3547, 0.6453]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0666e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.8805e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.6839e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.1772e-12, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.1993e-04, 9.9978e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 1.2513e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.3292e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.2387e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[9.9997e-01, 2.9884e-05]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.6509e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.1302, 0.8698]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[9.9999e-01, 8.1903e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[2.0042e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8455e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 7.7216e-11]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8990e-07]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.0153e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PREDICTED-->  tensor([[1.1425e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 1.8201e-14]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[4.2267e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0371, 0.9629]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.8889e-10]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.4718e-06]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.7004e-13]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9971, 0.0029]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 4.5454e-16]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.0014, 0.9986]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 9.7191e-15]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.2389e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[1.5720e-07, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[3.3440e-09, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 2.0985e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9156, 0.0844]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 5.9026e-12]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[7.6636e-04, 9.9923e-01]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[4.8780e-10, 1.0000e+00]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[0.0621, 0.9379]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(1)\n",
      "PREDICTED-->  tensor([[1.0000e+00, 3.2517e-09]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "PREDICTED-->  tensor([[0.9916, 0.0084]], grad_fn=<SoftmaxBackward>)  ACTUAL-->  tensor(0)\n",
      "ACCURACY :  0.8638297872340426\n"
     ]
    }
   ],
   "source": [
    "# test accuracy\n",
    "import math\n",
    "crct =0\n",
    "for (row,orow) in zip(test_tensor_X,test_tensor_Y):\n",
    "    inputt = row.view(-1,test_tensor_X[0].shape[0])\n",
    "    outp = net(inputt.float())\n",
    "    print(\"PREDICTED--> \",outp,\" ACTUAL--> \",orow)\n",
    "    if(outp[0][0] > outp[0][1]):\n",
    "        if(orow == 0):\n",
    "            crct = crct+1\n",
    "    elif(outp[0][1] > outp[0][0]):\n",
    "        if(orow==1):\n",
    "            crct = crct+1\n",
    "print(\"ACCURACY : \" ,crct / test_tensor_X.shape[0])        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([470]) torch.Size([470, 52])\n"
     ]
    }
   ],
   "source": [
    "print(test_tensor_Y.shape,test_tensor_X.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\nikhileshwar\\appdata\\local\\programs\\python\\python36\\lib\\site-packages\\torch\\serialization.py:256: UserWarning: Couldn't retrieve source code for container of type Net. It won't be checked for correctness upon loading.\n",
      "  \"type \" + obj.__name__ + \". It won't be checked \"\n"
     ]
    }
   ],
   "source": [
    "torch.save(net, \"./updated_weights.h5\")\n",
    "# abc = torch.load('./weights')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net(\n",
      "  (fc1): Linear(in_features=52, out_features=64, bias=True)\n",
      "  (fc2): Linear(in_features=64, out_features=64, bias=True)\n",
      "  (fc3): Linear(in_features=64, out_features=64, bias=True)\n",
      "  (fc4): Linear(in_features=64, out_features=2, bias=True)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "# print(abc)\n",
    "# #train accuracy\n",
    "# import math\n",
    "# crct =0\n",
    "# for (row,orow) in zip(train_tensor_X,train_tensor_Y):\n",
    "#     inputt = row.view(-1,train_tensor_X[0].shape[0])\n",
    "#     outp = abc(inputt.float())\n",
    "#     #print(outp[0][1])\n",
    "#     if(outp[0][0] > outp[0][1]):\n",
    "#         if(orow == 0):\n",
    "#             crct = crct+1\n",
    "#     elif(outp[0][1] > outp[0][0]):\n",
    "#         if(orow==1):\n",
    "#             crct = crct+1\n",
    "# print(\"ACCURACY : \" ,crct / train_tensor_X.shape[0]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OrderedDict([('fc1.weight', tensor([[-0.1514, -0.0949, -0.0133,  ..., -0.0940,  0.1145, -0.0446],\n",
      "        [ 0.1036, -0.0701,  0.0443,  ..., -0.0721, -0.0011,  0.1565],\n",
      "        [ 0.1922, -0.1298,  0.1246,  ..., -0.0290, -0.0490,  0.1618],\n",
      "        ...,\n",
      "        [-0.0637,  0.1192, -0.0539,  ..., -0.0842, -0.0223, -0.0747],\n",
      "        [ 0.1255, -0.1349,  0.0115,  ..., -0.2259, -0.0040,  0.0935],\n",
      "        [-0.0069, -0.0646, -0.0030,  ..., -0.0279,  0.0898, -0.0729]])), ('fc1.bias', tensor([-0.1297,  0.1002, -0.1280, -0.0009, -0.1202,  0.0329,  0.0390, -0.1392,\n",
      "         0.1374,  0.0777,  0.1855,  0.1354, -0.0502, -0.1309, -0.1415,  0.1693,\n",
      "        -0.0683, -0.0114,  0.0730,  0.0524,  0.0369,  0.0918, -0.0330,  0.0722,\n",
      "        -0.0792,  0.0951, -0.1499,  0.0946,  0.1311, -0.0028,  0.0827,  0.0981,\n",
      "         0.1607,  0.0508,  0.0619,  0.0153, -0.0067, -0.0150,  0.0670,  0.1157,\n",
      "         0.0749,  0.0219, -0.0378,  0.0735, -0.0131, -0.0063, -0.0320, -0.0985,\n",
      "         0.1665,  0.1043, -0.1837,  0.0489, -0.1208, -0.0290,  0.0468,  0.1156,\n",
      "         0.0130, -0.1193, -0.0096, -0.0350, -0.0074,  0.1087, -0.0014, -0.1687])), ('fc2.weight', tensor([[-0.1370,  0.0042,  0.0998,  ...,  0.0204, -0.0134, -0.0877],\n",
      "        [-0.0187,  0.0608, -0.0060,  ..., -0.0895, -0.1245, -0.1017],\n",
      "        [-0.0178, -0.0946, -0.0530,  ...,  0.1028,  0.0091, -0.0348],\n",
      "        ...,\n",
      "        [ 0.1470,  0.0536,  0.0422,  ..., -0.0159, -0.0620,  0.1289],\n",
      "        [-0.0887,  0.0842, -0.0616,  ...,  0.0520,  0.1705, -0.0546],\n",
      "        [-0.0074, -0.1241,  0.0644,  ..., -0.0961, -0.0729, -0.1294]])), ('fc2.bias', tensor([ 0.1132,  0.0489, -0.0513, -0.0374,  0.0468, -0.0041, -0.0803, -0.0185,\n",
      "         0.0308,  0.1276, -0.1040, -0.0027,  0.0434, -0.0933,  0.0161,  0.1301,\n",
      "         0.1135,  0.0298, -0.0429,  0.0829,  0.1037,  0.0758,  0.1291,  0.0073,\n",
      "        -0.0251,  0.0730,  0.0290, -0.0051,  0.1257,  0.1452, -0.0918,  0.1284,\n",
      "         0.0951,  0.0236, -0.0197, -0.0560, -0.1208, -0.1096,  0.0973,  0.0124,\n",
      "        -0.0485,  0.0947, -0.0213,  0.0474, -0.0283,  0.0531,  0.0588,  0.0188,\n",
      "        -0.0710, -0.0085,  0.0006, -0.0946, -0.0365, -0.0694,  0.1107, -0.0745,\n",
      "        -0.0944,  0.1041,  0.0828,  0.1428,  0.1650,  0.0640,  0.1575, -0.0828])), ('fc3.weight', tensor([[-0.0397,  0.1300,  0.2017,  ...,  0.1519, -0.0191,  0.0008],\n",
      "        [-0.1246, -0.0063, -0.1047,  ..., -0.0321, -0.0234,  0.0800],\n",
      "        [ 0.0390,  0.1417,  0.1704,  ...,  0.1088, -0.0153,  0.1818],\n",
      "        ...,\n",
      "        [-0.0439,  0.0809,  0.0623,  ...,  0.0902, -0.0710,  0.0129],\n",
      "        [-0.0141, -0.0427,  0.0672,  ..., -0.1156,  0.0018, -0.0712],\n",
      "        [ 0.0398, -0.0640, -0.0745,  ..., -0.0791,  0.0879,  0.0285]])), ('fc3.bias', tensor([ 0.1197, -0.0790,  0.0394, -0.0322,  0.1740,  0.0569, -0.0532, -0.0840,\n",
      "         0.0054, -0.1257, -0.1215,  0.0130,  0.0608, -0.0455, -0.0791,  0.0215,\n",
      "        -0.0727, -0.0712,  0.1019,  0.0680,  0.0559,  0.0453,  0.1662,  0.0428,\n",
      "         0.0541,  0.1190,  0.0095,  0.0866,  0.0178,  0.1221,  0.1050, -0.0036,\n",
      "        -0.0707, -0.1312,  0.0814, -0.1457,  0.0671,  0.0309,  0.0842, -0.0674,\n",
      "        -0.0041,  0.0426,  0.0869, -0.0439,  0.0705,  0.0255,  0.0233, -0.0893,\n",
      "        -0.0979,  0.0451, -0.0800, -0.0168,  0.0348, -0.0624, -0.0227, -0.0859,\n",
      "         0.0757,  0.0565,  0.1349,  0.0619,  0.0032,  0.1118, -0.0276, -0.0326])), ('fc4.weight', tensor([[-2.2114e-01, -1.1767e-01, -1.2529e-01,  1.7707e-01, -1.3034e-01,\n",
      "          5.3144e-02, -9.6278e-02,  8.9471e-02, -3.0260e-02, -2.4289e-02,\n",
      "         -7.7979e-02,  8.8151e-02, -1.5176e-01, -1.3891e-02,  1.2581e-01,\n",
      "         -2.4220e-01,  1.7781e-01,  1.4947e-01,  1.1125e-01,  9.9797e-02,\n",
      "          1.9928e-01, -2.0429e-01, -1.1201e-01,  9.9610e-02,  1.8380e-01,\n",
      "          2.0099e-01,  2.4439e-04, -4.4847e-02, -7.0641e-03,  1.0146e-01,\n",
      "         -2.3200e-01, -2.1941e-01, -9.3658e-02,  2.3961e-02,  1.1393e-01,\n",
      "          1.0301e-01,  9.2138e-02, -2.5281e-01,  7.3053e-02, -5.7103e-02,\n",
      "         -1.4930e-01,  9.5607e-02,  2.1466e-01, -1.4232e-01,  5.3269e-02,\n",
      "          8.1023e-02,  8.9732e-04, -1.5295e-02,  2.0421e-01, -1.7845e-01,\n",
      "          2.2337e-01, -1.7478e-01,  1.8826e-01,  1.7284e-01,  2.3308e-01,\n",
      "          1.6762e-01, -1.6762e-01,  1.9089e-01, -1.8983e-01,  6.4134e-03,\n",
      "          5.2496e-02, -2.0043e-01,  2.0299e-01,  1.4380e-01],\n",
      "        [ 1.2446e-02,  4.3048e-02,  2.1367e-01, -3.9864e-02,  1.8213e-01,\n",
      "         -1.9687e-01, -2.1676e-02, -1.1417e-01,  1.1928e-01,  2.8393e-02,\n",
      "         -6.0311e-02, -1.0093e-01,  1.4855e-02,  2.1371e-01, -1.2876e-01,\n",
      "          1.2878e-01, -1.1472e-01, -2.3673e-01, -9.8587e-02, -1.7560e-01,\n",
      "         -8.7860e-02,  2.0246e-01,  1.6403e-01, -1.5532e-01, -2.2285e-01,\n",
      "         -1.0023e-01, -2.0202e-01, -4.9529e-02, -1.6605e-02, -1.5602e-01,\n",
      "          2.2066e-01,  6.2646e-02, -8.2777e-02,  1.5673e-02, -4.4545e-02,\n",
      "          1.9758e-02, -7.9992e-02,  1.0542e-01, -1.2375e-01,  2.2497e-01,\n",
      "          1.7609e-01,  5.2762e-02, -1.7210e-01,  1.8839e-01, -1.2978e-02,\n",
      "         -1.9214e-01, -2.2510e-01,  5.1392e-03, -8.3978e-02,  1.6339e-01,\n",
      "         -1.7412e-01,  2.3074e-01, -1.1269e-01, -1.6421e-01, -1.3870e-01,\n",
      "         -1.8714e-02,  1.6055e-01, -1.9501e-01,  1.6293e-01,  7.9769e-02,\n",
      "         -2.0194e-01,  4.9650e-02, -1.0021e-01, -2.0427e-01]])), ('fc4.bias', tensor([-0.0021,  0.0629]))])\n"
     ]
    }
   ],
   "source": [
    "print(net.state_dict())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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