trials_hidden_lapicque.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Main Setup\n",
    "\n",
    "# imports\n",
    "import snntorch as snn\n",
    "from snntorch import spikeplot as splt\n",
    "from snntorch import spikegen\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "from torch.utils.data import DataLoader\n",
    "from torchvision import datasets, transforms\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import itertools\n",
    "\n",
    "# dataloader arguments\n",
    "batch_size = 128\n",
    "data_path='/tmp/data/mnist'\n",
    "\n",
    "dtype = torch.float\n",
    "device = torch.device(\"cuda\") if torch.cuda.is_available() else torch.device(\"mps\") if torch.backends.mps.is_available() else torch.device(\"cpu\")\n",
    "\n",
    "# Define a transform\n",
    "transform = transforms.Compose([\n",
    "            transforms.Resize((28, 28)),\n",
    "            transforms.Grayscale(),\n",
    "            transforms.ToTensor(),\n",
    "            transforms.Normalize((0,), (1,))])\n",
    "\n",
    "mnist_train = datasets.MNIST(data_path, train=True, download=True, transform=transform)\n",
    "mnist_test = datasets.MNIST(data_path, train=False, download=True, transform=transform)\n",
    "\n",
    "# Create DataLoaders\n",
    "train_loader = DataLoader(mnist_train, batch_size=batch_size, shuffle=True, drop_last=True)\n",
    "test_loader = DataLoader(mnist_test, batch_size=batch_size, shuffle=True, drop_last=True)\n",
    "\n",
    "# Network Architecture\n",
    "num_inputs = 28*28\n",
    "num_hidden = 1000\n",
    "num_outputs = 10\n",
    "\n",
    "# Temporal Dynamics\n",
    "num_steps = 25\n",
    "beta = 0.70\n",
    "\n",
    "R = 1\n",
    "C = 1.44\n",
    "\n",
    "# Define Network\n",
    "class Net(nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "\n",
    "        # Initialize layers\n",
    "        self.fc1 = nn.Linear(num_inputs, num_hidden)\n",
    "        self.lif1 = snn.Lapicque(beta=beta)\n",
    "        self.fc2 = nn.Linear(num_hidden, num_outputs)\n",
    "        self.lif2 = snn.Lapicque(R=R, C=C)\n",
    "\n",
    "    def forward(self, x):\n",
    "\n",
    "        # Initialize hidden states at t=0\n",
    "        mem1 = self.lif1.init_lapicque()\n",
    "        mem2 = self.lif2.init_lapicque()\n",
    "\n",
    "        # Record the final layer\n",
    "        spk2_rec = []\n",
    "        mem2_rec = []\n",
    "\n",
    "        for step in range(num_steps):\n",
    "            cur1 = self.fc1(x)\n",
    "            spk1, mem1 = self.lif1(cur1, mem1)\n",
    "            cur2 = self.fc2(spk1)\n",
    "            spk2, mem2 = self.lif2(cur2, mem2)\n",
    "            spk2_rec.append(spk2)\n",
    "            mem2_rec.append(mem2)\n",
    "\n",
    "        return torch.stack(spk2_rec, dim=0), torch.stack(mem2_rec, dim=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Testing Loaded Network\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_12191/1317753921.py:5: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
      "  test_net.load_state_dict(torch.load('net_generators/ref_snn_lapicque_0.pth'))\n"
     ]
    }
   ],
   "source": [
    "# Testing Setup\n",
    "\n",
    "test_net = Net()\n",
    "\n",
    "test_net.load_state_dict(torch.load('net_generators/ref_snn_lapicque_0.pth'))\n",
    "\n",
    "test_net.to(device)\n",
    "\n",
    "\n",
    "print(\"Testing Loaded Network\")\n",
    "\n",
    "\n",
    "def acc_test(net, mnist_test, batch_size):\n",
    "    # Test Accuracy\n",
    "\n",
    "    total = 0\n",
    "    correct = 0\n",
    "\n",
    "    # drop_last switched to False to keep all samples\n",
    "    test_loader = DataLoader(mnist_test, batch_size=batch_size, shuffle=True, drop_last=False)\n",
    "\n",
    "    with torch.no_grad():\n",
    "        net.eval()\n",
    "        for data, targets in test_loader:\n",
    "            data = data.to(device)\n",
    "            targets = targets.to(device)\n",
    "            \n",
    "            # forward pass\n",
    "            test_spk, _ = net(data.view(data.size(0), -1))\n",
    "\n",
    "            # calculate total accuracy\n",
    "            _, predicted = test_spk.sum(dim=0).max(1)\n",
    "            total += targets.size(0)\n",
    "            correct += (predicted == targets).sum().item()\n",
    "\n",
    "    # print(f\"Total correctly classified test set images: {correct}/{total}\")\n",
    "    # print(f\"Test Set Accuracy: {100 * correct / total:.2f}%\")\n",
    "    return 100 * correct / total\n",
    "\n",
    "def mod_fc1(net, neuron_index): # neuron_index 0 to 999\n",
    "    # Print the initial weights\n",
    "    # print(\"Initial weights:\", net.fc1.weight)\n",
    "\n",
    "    # Access the parameters\n",
    "    parameters = net.parameters()\n",
    "\n",
    "    # Assuming you want to modify the weights of the first neuron in the linear layer\n",
    "    # neuron_index = 1    # 0 to 999\n",
    "    for param in parameters:\n",
    "        if param is net.fc1.weight:\n",
    "            # Modify the weights of the first neuron\n",
    "            new_weights = torch.randn(param.size(1))  # Example: Initialize new weights randomly\n",
    "            param.data[neuron_index] = new_weights\n",
    "\n",
    "    # Print the modified weights\n",
    "    # print(\"Modified weights:\", net.fc1.weight)\n",
    "    # print(\"Size of Weights: \", net.fc1.weight.size())\n",
    "    return net\n",
    "\n",
    "def mod_fc2(net, neuron_index): # neuron_index 0 to 9\n",
    "    # Print the initial weights\n",
    "    # print(\"Initial weights:\", net.fc2.weight)\n",
    "\n",
    "    # Access the parameters\n",
    "    parameters = net.parameters()\n",
    "\n",
    "    # Assuming you want to modify the weights of the first neuron in the linear layer\n",
    "    # neuron_index = 4     # 0 to 9\n",
    "    for param in parameters:\n",
    "        if param is net.fc2.weight:\n",
    "            # Modify the weights of the first neuron\n",
    "            new_weights = torch.randn(param.size(1))  # Example: Initialize new weights randomly\n",
    "            param.data[neuron_index] = new_weights\n",
    "\n",
    "    # Print the modified weights\n",
    "    # print(\"Modified weights:\", net.fc2.weight)\n",
    "    # print(\"Size of Weights: \", net.fc2.weight.size())\n",
    "    return net"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/tmp/ipykernel_12191/2748073897.py:8: FutureWarning: You are using `torch.load` with `weights_only=False` (the current default value), which uses the default pickle module implicitly. It is possible to construct malicious pickle data which will execute arbitrary code during unpickling (See https://github.com/pytorch/pytorch/blob/main/SECURITY.md#untrusted-models for more details). In a future release, the default value for `weights_only` will be flipped to `True`. This limits the functions that could be executed during unpickling. Arbitrary objects will no longer be allowed to be loaded via this mode unless they are explicitly allowlisted by the user via `torch.serialization.add_safe_globals`. We recommend you start setting `weights_only=True` for any use case where you don't have full control of the loaded file. Please open an issue on GitHub for any issues related to this experimental feature.\n",
      "  test_net.load_state_dict(torch.load('net_generators/ref_snn_lapicque_0.pth'))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Base Accuracy: 91.25%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(0): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(1): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(2): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(3): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(4): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(5): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(6): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(7): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(8): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(9): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(10): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(11): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(12): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(13): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(14): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(15): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(16): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(17): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(18): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(19): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(20): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(21): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(22): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(23): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(24): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(25): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(26): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(27): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(28): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(29): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(30): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(31): 0.07%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(32): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(33): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(34): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(35): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(36): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(37): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(38): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(39): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(40): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(41): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(42): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(43): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(44): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(45): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(46): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(47): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(48): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(49): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(50): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(51): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(52): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(53): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(54): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(55): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(56): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(57): 0.07%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(58): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(59): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(60): -0.06%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(61): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(62): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(63): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(64): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(65): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(66): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(67): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(68): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(69): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(70): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(71): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(72): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(73): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(74): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(75): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(76): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(77): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(78): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(79): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(80): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(81): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(82): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(83): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(84): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(85): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(86): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(87): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(88): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(89): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(90): 0.07%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(91): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(92): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(93): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(94): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(95): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(96): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(97): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(98): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(99): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(100): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(101): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(102): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(103): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(104): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(105): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(106): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(107): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(108): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(109): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(110): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(111): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(112): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(113): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(114): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(115): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(116): 0.06%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(117): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(118): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(119): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(120): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(121): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(122): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(123): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(124): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(125): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(126): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(127): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(128): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(129): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(130): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(131): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(132): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(133): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(134): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(135): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(136): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(137): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(138): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(139): 0.08%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(140): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(141): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(142): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(143): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(144): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(145): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(146): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(147): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(148): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(149): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(150): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(151): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(152): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(153): -0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(154): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(155): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(156): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(157): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(158): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(159): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(160): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(161): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(162): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(163): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(164): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(165): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(166): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(167): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(168): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(169): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(170): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(171): 0.07%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(172): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(173): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(174): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(175): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(176): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(177): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(178): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(179): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(180): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(181): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(182): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(183): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(184): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(185): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(186): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(187): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(188): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(189): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(190): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(191): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(192): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(193): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(194): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(195): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(196): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(197): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(198): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(199): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(200): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(201): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(202): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(203): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(204): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(205): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(206): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(207): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(208): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(209): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(210): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(211): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(212): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(213): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(214): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(215): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(216): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(217): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(218): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(219): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(220): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(221): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(222): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(223): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(224): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(225): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(226): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(227): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(228): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(229): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(230): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(231): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(232): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(233): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(234): 0.07%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(235): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(236): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(237): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(238): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(239): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(240): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(241): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(242): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(243): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(244): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(245): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(246): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(247): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(248): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(249): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(250): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(251): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(252): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(253): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(254): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(255): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(256): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(257): -0.06%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(258): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(259): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(260): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(261): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(262): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(263): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(264): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(265): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(266): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(267): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(268): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(269): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(270): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(271): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(272): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(273): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(274): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(275): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(276): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(277): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(278): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(279): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(280): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(281): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(282): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(283): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(284): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(285): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(286): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(287): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(288): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(289): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(290): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(291): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(292): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(293): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(294): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(295): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(296): 0.06%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(297): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(298): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(299): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(300): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(301): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(302): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(303): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(304): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(305): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(306): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(307): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(308): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(309): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(310): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(311): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(312): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(313): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(314): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(315): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(316): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(317): 0.08%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(318): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(319): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(320): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(321): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(322): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(323): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(324): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(325): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(326): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(327): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(328): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(329): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(330): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(331): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(332): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(333): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(334): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(335): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(336): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(337): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(338): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(339): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(340): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(341): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(342): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(343): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(344): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(345): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(346): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(347): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(348): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(349): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(350): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(351): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(352): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(353): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(354): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(355): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(356): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(357): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(358): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(359): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(360): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(361): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(362): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(363): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(364): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(365): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(366): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(367): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(368): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(369): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(370): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(371): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(372): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(373): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(374): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(375): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(376): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(377): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(378): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(379): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(380): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(381): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(382): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(383): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(384): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(385): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(386): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(387): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(388): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(389): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(390): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(391): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(392): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(393): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(394): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(395): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(396): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(397): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(398): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(399): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(400): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(401): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(402): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(403): 0.06%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(404): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(405): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(406): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(407): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(408): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(409): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(410): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(411): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(412): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(413): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(414): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(415): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(416): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(417): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(418): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(419): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(420): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(421): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(422): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(423): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(424): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(425): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(426): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(427): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(428): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(429): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(430): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(431): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(432): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(433): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(434): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(435): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(436): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(437): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(438): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(439): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(440): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(441): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(442): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(443): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(444): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(445): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(446): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(447): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(448): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(449): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(450): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(451): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(452): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(453): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(454): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(455): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(456): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(457): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(458): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(459): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(460): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(461): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(462): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(463): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(464): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(465): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(466): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(467): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(468): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(469): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(470): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(471): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(472): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(473): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(474): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(475): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(476): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(477): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(478): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(479): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(480): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(481): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(482): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(483): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(484): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(485): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(486): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(487): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(488): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(489): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(490): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(491): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(492): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(493): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(494): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(495): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(496): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(497): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(498): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(499): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(500): 0.06%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(501): 0.06%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(502): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(503): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(504): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(505): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(506): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(507): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(508): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(509): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(510): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(511): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(512): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(513): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(514): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(515): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(516): -0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(517): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(518): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(519): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(520): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(521): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(522): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(523): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(524): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(525): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(526): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(527): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(528): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(529): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(530): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(531): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(532): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(533): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(534): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(535): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(536): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(537): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(538): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(539): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(540): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(541): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(542): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(543): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(544): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(545): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(546): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(547): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(548): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(549): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(550): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(551): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(552): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(553): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(554): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(555): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(556): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(557): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(558): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(559): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(560): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(561): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(562): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(563): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(564): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(565): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(566): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(567): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(568): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(569): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(570): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(571): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(572): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(573): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(574): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(575): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(576): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(577): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(578): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(579): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(580): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(581): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(582): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(583): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(584): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(585): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(586): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(587): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(588): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(589): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(590): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(591): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(592): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(593): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(594): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(595): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(596): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(597): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(598): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(599): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(600): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(601): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(602): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(603): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(604): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(605): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(606): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(607): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(608): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(609): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(610): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(611): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(612): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(613): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(614): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(615): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(616): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(617): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(618): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(619): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(620): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(621): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(622): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(623): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(624): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(625): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(626): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(627): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(628): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(629): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(630): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(631): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(632): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(633): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(634): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(635): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(636): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(637): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(638): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(639): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(640): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(641): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(642): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(643): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(644): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(645): 0.06%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(646): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(647): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(648): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(649): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(650): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(651): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(652): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(653): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(654): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(655): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(656): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(657): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(658): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(659): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(660): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(661): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(662): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(663): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(664): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(665): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(666): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(667): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(668): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(669): 0.07%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(670): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(671): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(672): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(673): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(674): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(675): -0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(676): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(677): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(678): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(679): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(680): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(681): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(682): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(683): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(684): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(685): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(686): -0.07%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(687): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(688): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(689): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(690): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(691): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(692): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(693): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(694): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(695): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(696): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(697): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(698): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(699): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(700): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(701): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(702): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(703): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(704): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(705): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(706): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(707): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(708): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(709): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(710): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(711): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(712): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(713): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(714): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(715): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(716): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(717): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(718): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(719): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(720): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(721): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(722): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(723): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(724): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(725): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(726): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(727): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(728): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(729): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(730): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(731): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(732): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(733): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(734): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(735): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(736): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(737): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(738): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(739): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(740): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(741): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(742): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(743): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(744): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(745): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(746): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(747): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(748): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(749): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(750): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(751): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(752): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(753): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(754): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(755): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(756): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(757): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(758): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(759): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(760): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(761): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(762): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(763): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(764): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(765): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(766): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(767): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(768): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(769): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(770): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(771): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(772): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(773): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(774): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(775): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(776): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(777): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(778): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(779): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(780): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(781): 0.06%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(782): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(783): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(784): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(785): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(786): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(787): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(788): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(789): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(790): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(791): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(792): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(793): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(794): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(795): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(796): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(797): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(798): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(799): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(800): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(801): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(802): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(803): 0.07%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(804): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(805): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(806): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(807): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(808): 0.06%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(809): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(810): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(811): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(812): 0.06%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(813): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(814): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(815): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(816): 0.09%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(817): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(818): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(819): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(820): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(821): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(822): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(823): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(824): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(825): 0.07%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(826): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(827): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(828): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(829): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(830): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(831): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(832): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(833): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(834): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(835): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(836): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(837): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(838): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(839): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(840): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(841): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(842): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(843): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(844): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(845): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(846): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(847): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(848): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(849): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(850): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(851): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(852): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(853): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(854): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(855): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(856): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(857): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(858): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(859): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(860): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(861): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(862): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(863): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(864): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(865): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(866): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(867): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(868): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(869): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(870): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(871): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(872): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(873): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(874): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(875): -0.06%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(876): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(877): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(878): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(879): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(880): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(881): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(882): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(883): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(884): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(885): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(886): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(887): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(888): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(889): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(890): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(891): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(892): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(893): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(894): -0.06%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(895): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(896): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(897): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(898): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(899): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(900): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(901): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(902): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(903): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(904): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(905): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(906): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(907): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(908): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(909): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(910): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(911): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(912): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(913): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(914): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(915): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(916): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(917): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(918): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(919): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(920): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(921): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(922): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(923): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(924): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(925): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(926): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(927): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(928): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(929): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(930): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(931): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(932): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(933): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(934): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(935): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(936): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(937): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(938): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(939): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(940): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(941): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(942): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(943): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(944): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(945): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(946): 0.08%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(947): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(948): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(949): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(950): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(951): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(952): 0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(953): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(954): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(955): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(956): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(957): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(958): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(959): 0.07%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(960): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(961): -0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(962): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(963): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(964): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(965): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(966): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(967): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(968): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(969): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(970): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(971): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(972): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(973): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(974): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(975): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(976): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(977): -0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(978): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(979): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(980): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(981): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(982): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(983): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(984): -0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(985): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(986): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(987): 0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(988): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(989): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(990): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(991): 0.01%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(992): 0.00%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(993): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(994): -0.04%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(995): -0.05%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(996): -0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(997): 0.02%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(998): 0.03%\n",
      "Accuracy loss of Hidden Layer Parameter Corruption(999): 0.01%\n"
     ]
    }
   ],
   "source": [
    "# Hidden Layer Corruption\n",
    "\n",
    "fc1_acc_loss_rec = []\n",
    "\n",
    "\n",
    "test_net = Net()\n",
    "\n",
    "test_net.load_state_dict(torch.load('net_generators/ref_snn_lapicque_0.pth'))\n",
    "\n",
    "test_net.to(device)\n",
    "\n",
    "neuron = 0\n",
    "\n",
    "acc_ref = acc_test(test_net, mnist_test, batch_size)\n",
    "print(f\"Base Accuracy: {(acc_ref):.2f}%\")\n",
    "for x in range(0,1000):\n",
    "    acc = acc_test(mod_fc1(test_net, neuron), mnist_test, batch_size)\n",
    "    print(f\"Accuracy loss of Hidden Layer Parameter Corruption({x}): {(acc_ref-acc):.2f}%\")\n",
    "    fc1_acc_loss_rec.append(acc_ref-acc)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.09000000000000341\n"
     ]
    }
   ],
   "source": [
    "print(max(fc1_acc_loss_rec))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "snntorch-env",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}