path: root/fpga/python/golden_modules.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "\n",
    "def conv2x(in_c, out_c):\n",
    "    conv = nn.Sequential(\n",
    "        nn.Conv2d(in_c, out_c, kernel_size=3, padding=1),\n",
    "        nn.BatchNorm2d(out_c),\n",
    "        nn.ReLU(inplace=True),\n",
    "        nn.Conv2d(out_c, out_c, kernel_size=3, padding=1),\n",
    "        nn.BatchNorm2d(out_c),\n",
    "        nn.ReLU(inplace=True)\n",
    "    )\n",
    "    return conv\n",
    "\n",
    "class UNet2DQuantized(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(UNet2DQuantized, self).__init__()\n",
    "\n",
    "        self.quant = torch.ao.quantization.QuantStub()\n",
    "        self.dequant = torch.ao.quantization.DeQuantStub()\n",
    "        self.FF = torch.ao.nn.quantized.FloatFunctional()\n",
    "\n",
    "        self.upsample = nn.Upsample(scale_factor=2, mode='bilinear', align_corners=False)\n",
    "        self.pool = nn.MaxPool2d(kernel_size=2, stride=2)\n",
    "\n",
    "        self.conv2x_0 = conv2x(3, 16)\n",
    "        self.conv2x_1 = conv2x(16, 32)\n",
    "        self.conv2x_2 = conv2x(32, 64)\n",
    "        self.conv2x_3 = conv2x(64, 128)\n",
    "\n",
    "        self.conv2x_4 = conv2x(64 + 128, 64)\n",
    "        self.conv2x_5 = conv2x(32 + 64, 32)\n",
    "        self.conv2x_6 = conv2x(16 + 32, 16)\n",
    "        \n",
    "        self.out = nn.Conv2d(in_channels=16, out_channels=1, kernel_size=1)\n",
    "\n",
    "    def forward(self, volume):\n",
    "        volume = self.quant(volume)\n",
    "\n",
    "        e0 = self.conv2x_0(volume)\n",
    "        e1 = self.pool(e0)\n",
    "        e2 = self.conv2x_1(e1)\n",
    "        e3 = self.pool(e2)\n",
    "        e4 = self.conv2x_2(e3)\n",
    "        e5 = self.pool(e4)\n",
    "        e6 = self.conv2x_3(e5)\n",
    "\n",
    "        d0 = self.upsample(e6)\n",
    "        d0 = self.FF.cat((d0, e4), dim=1)\n",
    "        d0 = self.conv2x_4(d0)\n",
    "\n",
    "        d1 = self.upsample(d0)\n",
    "        d1 = self.FF.cat((d1, e2), dim=1)\n",
    "        d1 = self.conv2x_5(d1)\n",
    "\n",
    "        d2 = self.upsample(d1)\n",
    "        d2 = self.FF.cat((d2, e0), dim=1)\n",
    "        d2 = self.conv2x_6(d2)\n",
    "\n",
    "        out = self.out(d2)\n",
    "\n",
    "        out = self.FF.add(out, volume[:, 1:2, :, :])\n",
    "\n",
    "        out = self.dequant(out)\n",
    "\n",
    "        return out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OrderedDict([('conv2x_0.0.weight', tensor([[[[ 5.5973e-03,  2.5460e-03,  2.4540e-03],\n",
      "          [ 4.6657e-03,  6.1732e-03,  2.5301e-03],\n",
      "          [ 2.2725e-03,  2.1213e-03,  2.7480e-03]],\n",
      "\n",
      "         [[ 4.0184e-02,  6.6915e-02,  3.3522e-02],\n",
      "          [ 3.5423e-02, -1.7642e-01,  4.5986e-03],\n",
      "          [-8.1631e-03,  9.9451e-03, -1.0727e-02]],\n",
      "\n",
      "         [[ 2.7192e-03, -2.7097e-03,  7.7894e-04],\n",
      "          [ 7.9399e-03,  2.2996e-03,  2.6248e-04],\n",
      "          [-1.2144e-04,  1.3697e-03, -8.9733e-04]]],\n",
      "\n",
      "\n",
      "        [[[-9.1647e-03, -2.1861e-02, -1.9560e-02],\n",
      "          [-1.0939e-02, -2.4553e-02, -2.8633e-02],\n",
      "          [ 1.9839e-02,  2.3873e-03,  2.3992e-03]],\n",
      "\n",
      "         [[-2.5004e-03,  2.0886e-02, -1.1970e-01],\n",
      "          [ 2.2750e-02,  2.1430e-02,  2.3191e-02],\n",
      "          [ 4.0559e-02,  2.4697e-02,  5.7554e-02]],\n",
      "\n",
      "         [[-3.2292e-02, -4.2249e-02, -3.9048e-02],\n",
      "          [-2.7609e-02, -3.9026e-02, -4.8245e-02],\n",
      "          [-8.1533e-03, -1.8887e-02, -2.8725e-02]]],\n",
      "\n",
      "\n",
      "        [[[-1.6167e-03,  7.9762e-03,  4.4232e-03],\n",
      "          [ 3.1338e-03,  2.4238e-03,  3.7471e-03],\n",
      "          [ 7.6092e-04,  3.4585e-04, -3.0065e-03]],\n",
      "\n",
      "         [[ 7.3361e-03,  5.5297e-03,  2.7559e-03],\n",
      "          [ 1.5885e-02, -7.3851e-02, -4.1211e-02],\n",
      "          [ 1.9078e-02, -4.7317e-02,  1.7672e-01]],\n",
      "\n",
      "         [[-3.0990e-04,  3.1574e-03,  1.0505e-03],\n",
      "          [ 3.9346e-04, -9.3379e-04,  5.1460e-03],\n",
      "          [ 1.3618e-03, -8.9196e-04, -4.4031e-03]]],\n",
      "\n",
      "\n",
      "        [[[ 1.8890e-03, -4.8230e-03, -9.0159e-03],\n",
      "          [ 3.1939e-03, -8.7667e-03, -1.1712e-02],\n",
      "          [ 7.8551e-04,  2.5984e-03,  4.5965e-03]],\n",
      "\n",
      "         [[ 2.1095e-02,  2.0986e-02, -2.9814e-02],\n",
      "          [ 2.0134e-02, -4.0230e-02, -9.4583e-02],\n",
      "          [ 1.0820e-02,  4.8726e-02, -8.0339e-02]],\n",
      "\n",
      "         [[-6.4143e-03, -1.4089e-02, -1.3059e-02],\n",
      "          [-3.6410e-03, -1.8455e-02, -1.9508e-02],\n",
      "          [-1.5446e-03,  1.8495e-03, -1.3307e-03]]],\n",
      "\n",
      "\n",
      "        [[[-5.1050e-03, -3.0986e-03, -1.6450e-03],\n",
      "          [-6.9209e-03,  7.0334e-04, -6.1296e-03],\n",
      "          [-4.9632e-03,  1.0033e-03, -1.6565e-03]],\n",
      "\n",
      "         [[-2.2690e-02,  6.4205e-02,  2.6944e-02],\n",
      "          [-1.5833e-01,  1.9154e-02,  4.8037e-02],\n",
      "          [-1.7513e-02, -6.0733e-02,  2.9339e-03]],\n",
      "\n",
      "         [[ 2.2834e-03, -9.3270e-04, -2.1826e-03],\n",
      "          [-6.0525e-04, -5.3457e-03, -1.1236e-02],\n",
      "          [-1.2069e-02, -1.2218e-02, -1.1631e-02]]],\n",
      "\n",
      "\n",
      "        [[[-1.0392e-02, -1.7705e-02, -2.6802e-02],\n",
      "          [-7.4113e-03, -1.4842e-02, -3.0052e-02],\n",
      "          [-9.2763e-03, -2.4664e-02, -2.5482e-02]],\n",
      "\n",
      "         [[ 2.9279e-02, -9.9103e-02,  7.0322e-02],\n",
      "          [ 6.8709e-02,  3.2180e-02, -2.2881e-02],\n",
      "          [ 1.1159e-02,  2.7048e-03, -7.5357e-03]],\n",
      "\n",
      "         [[-1.2815e-02, -9.9476e-03, -1.6626e-02],\n",
      "          [-5.5573e-05, -2.5119e-02, -1.6643e-02],\n",
      "          [-5.9010e-03, -1.1138e-02, -1.6866e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 4.7342e-03, -1.2839e-03,  8.6603e-04],\n",
      "          [-1.7566e-03, -4.3900e-03, -4.3186e-03],\n",
      "          [-7.2061e-04, -1.4310e-03,  1.8916e-03]],\n",
      "\n",
      "         [[ 2.1836e-02,  1.2394e-02, -9.9357e-03],\n",
      "          [ 3.7665e-02,  3.6203e-02, -2.1227e-02],\n",
      "          [ 1.0582e-03, -1.5057e-01, -1.1079e-02]],\n",
      "\n",
      "         [[-2.3117e-03, -4.5231e-03, -1.6206e-03],\n",
      "          [-2.9786e-03, -5.7654e-03, -8.1490e-03],\n",
      "          [-4.4331e-03, -8.0820e-03, -5.9134e-03]]],\n",
      "\n",
      "\n",
      "        [[[ 1.3734e-02,  4.2052e-02,  1.0436e-02],\n",
      "          [ 3.9628e-02,  2.5470e-02,  1.8795e-02],\n",
      "          [ 1.8646e-02,  5.8869e-02,  4.2731e-02]],\n",
      "\n",
      "         [[-1.2582e-02, -4.7533e-02,  1.9089e-02],\n",
      "          [-2.7794e-02, -6.8793e-02, -8.6029e-03],\n",
      "          [-3.5537e-03,  7.7184e-03, -2.7476e-02]],\n",
      "\n",
      "         [[ 1.1661e-02,  5.8633e-02,  1.1313e-02],\n",
      "          [ 1.6197e-02,  3.9820e-02,  3.4311e-02],\n",
      "          [ 4.6913e-02,  1.6440e-02,  4.5868e-02]]],\n",
      "\n",
      "\n",
      "        [[[-2.2920e-02, -6.3563e-03, -5.3816e-03],\n",
      "          [-1.7647e-02, -1.0175e-02,  9.8464e-04],\n",
      "          [-8.6090e-03, -3.1623e-03, -2.3607e-04]],\n",
      "\n",
      "         [[-6.0830e-02,  1.0597e-02,  2.1939e-02],\n",
      "          [-3.4822e-02, -5.4481e-02,  6.5039e-02],\n",
      "          [ 6.0363e-03,  1.1233e-01,  1.2976e-02]],\n",
      "\n",
      "         [[-1.9342e-03,  7.5244e-03,  5.3701e-03],\n",
      "          [ 3.4251e-03,  9.4163e-04,  1.1673e-02],\n",
      "          [-5.7113e-04,  2.2270e-02,  1.0888e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 1.5075e-02,  1.0726e-02, -4.7569e-03],\n",
      "          [ 2.6138e-02,  3.9337e-02,  8.9454e-03],\n",
      "          [ 3.0813e-03,  4.4174e-03,  6.3529e-03]],\n",
      "\n",
      "         [[ 7.8783e-02,  3.7420e-02,  2.4104e-03],\n",
      "          [-2.0626e-02, -7.0474e-02, -2.9199e-02],\n",
      "          [ 6.0316e-02,  5.7525e-02, -4.0368e-02]],\n",
      "\n",
      "         [[ 1.7150e-02, -5.3905e-04,  1.8334e-03],\n",
      "          [ 1.9783e-02,  6.0813e-02,  3.5257e-02],\n",
      "          [ 1.9800e-02,  5.4800e-02,  1.6497e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 2.7431e-02,  4.3693e-03,  1.9447e-02],\n",
      "          [ 3.5236e-02,  3.7725e-02,  3.8381e-02],\n",
      "          [ 9.8424e-03,  5.2048e-02,  3.2269e-02]],\n",
      "\n",
      "         [[ 3.0575e-02,  1.6203e-02, -6.1375e-02],\n",
      "          [-2.2026e-02,  9.5483e-03, -1.0995e-02],\n",
      "          [-3.7046e-02,  3.0836e-02,  2.0284e-02]],\n",
      "\n",
      "         [[ 1.0637e-02,  1.1800e-02,  1.0374e-02],\n",
      "          [ 3.1855e-02,  4.9605e-03,  3.2149e-02],\n",
      "          [ 7.1572e-03, -3.0936e-03,  2.1316e-02]]],\n",
      "\n",
      "\n",
      "        [[[-1.0510e-02, -1.4223e-02,  7.7824e-03],\n",
      "          [-2.1443e-02, -3.9195e-02, -1.7222e-02],\n",
      "          [-2.9065e-02, -5.1579e-02, -3.1246e-02]],\n",
      "\n",
      "         [[ 3.9080e-02,  2.5153e-02,  5.5341e-02],\n",
      "          [-3.0230e-02,  4.7753e-03,  7.5463e-02],\n",
      "          [-6.7429e-03, -6.2716e-03, -2.6749e-02]],\n",
      "\n",
      "         [[-1.8091e-02, -2.8787e-02, -1.2921e-02],\n",
      "          [-3.5493e-02, -4.9471e-02, -3.5271e-02],\n",
      "          [-4.1041e-02, -4.5317e-02, -2.9985e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 2.2587e-02,  1.7172e-02,  1.7982e-02],\n",
      "          [ 2.1217e-02,  6.0357e-03,  4.6680e-02],\n",
      "          [ 2.2979e-02,  1.2040e-02,  3.1205e-02]],\n",
      "\n",
      "         [[ 5.7165e-03, -6.9088e-03, -2.9713e-03],\n",
      "          [-1.1174e-01,  8.1499e-03, -4.9297e-02],\n",
      "          [-2.7098e-02, -5.7039e-02,  9.7843e-03]],\n",
      "\n",
      "         [[ 2.4477e-02,  3.2368e-02,  1.7343e-02],\n",
      "          [ 8.9075e-03,  9.9019e-03,  2.7805e-02],\n",
      "          [ 1.8494e-02,  2.8660e-02,  2.7908e-02]]],\n",
      "\n",
      "\n",
      "        [[[-1.9281e-02,  1.4325e-02,  6.3585e-03],\n",
      "          [ 2.0899e-02,  3.0353e-02,  2.2438e-02],\n",
      "          [ 5.4671e-04,  1.0454e-02, -3.9624e-03]],\n",
      "\n",
      "         [[-7.4907e-03, -3.2438e-02,  2.3569e-02],\n",
      "          [ 6.7121e-02, -1.0486e-02,  7.1702e-02],\n",
      "          [ 2.1555e-02,  7.5290e-02, -4.8815e-03]],\n",
      "\n",
      "         [[-2.1870e-02,  1.8677e-03, -3.6036e-03],\n",
      "          [-1.2457e-02, -1.3862e-03,  1.4306e-02],\n",
      "          [ 1.8363e-02,  3.1600e-02,  2.6810e-03]]],\n",
      "\n",
      "\n",
      "        [[[-2.5832e-02, -4.1200e-02, -1.7871e-02],\n",
      "          [-2.6658e-02, -4.0035e-02, -2.9186e-02],\n",
      "          [-1.1665e-02, -4.5785e-02, -2.2288e-03]],\n",
      "\n",
      "         [[-1.0957e-02, -2.3390e-02, -3.2144e-02],\n",
      "          [-9.0380e-03,  7.6771e-02, -7.7837e-03],\n",
      "          [-5.4885e-03,  3.5007e-02, -2.4284e-02]],\n",
      "\n",
      "         [[-2.0261e-03, -6.1241e-03, -1.0892e-02],\n",
      "          [-7.8020e-04, -1.3843e-02, -8.7737e-03],\n",
      "          [ 4.6676e-03, -1.8655e-02, -4.0796e-03]]],\n",
      "\n",
      "\n",
      "        [[[ 3.9302e-03, -4.4803e-03,  2.2865e-04],\n",
      "          [ 1.0467e-02, -2.2515e-03,  4.7165e-03],\n",
      "          [ 9.8584e-03,  2.8504e-03,  6.9409e-03]],\n",
      "\n",
      "         [[ 6.9969e-03, -5.4793e-02, -3.0192e-02],\n",
      "          [ 1.1893e-01, -4.3958e-02, -4.9422e-02],\n",
      "          [ 1.4375e-02,  5.1150e-02,  6.1155e-03]],\n",
      "\n",
      "         [[ 3.5228e-03, -1.2958e-03,  2.3948e-03],\n",
      "          [ 6.2399e-03,  5.4718e-03,  5.6337e-03],\n",
      "          [ 1.6470e-02,  1.0586e-02,  9.7613e-03]]]])), ('conv2x_0.0.bias', tensor([ 1.6488e-02,  8.0328e-03,  1.5162e-02,  1.1876e-02, -2.5011e-03,\n",
      "        -1.1163e-02, -5.3209e-03, -1.4710e-02,  2.3125e-03,  8.9119e-03,\n",
      "        -5.9460e-03, -3.6158e-05,  5.3992e-03, -6.4786e-03,  3.9780e-03,\n",
      "        -3.7566e-04])), ('conv2x_0.1.weight', tensor([1.0567, 1.0394, 1.0454, 1.0036, 1.0423, 0.9912, 1.0301, 0.9838, 0.9652,\n",
      "        0.9825, 0.9570, 1.0511, 0.9361, 0.9681, 0.9980, 0.9884])), ('conv2x_0.1.bias', tensor([ 0.1987,  0.0290,  0.2915, -0.0721, -0.0302, -0.0418,  0.0576,  0.0581,\n",
      "         0.2477,  0.0464,  0.0365,  0.0165,  0.1093,  0.0405, -0.0017,  0.1818])), ('conv2x_0.1.running_mean', tensor([ 0.0182, -0.0016,  0.0180,  0.0052, -0.0084, -0.0177, -0.0099, -0.0015,\n",
      "         0.0045,  0.0232,  0.0069, -0.0129,  0.0112,  0.0049, -0.0067,  0.0038])), ('conv2x_0.1.running_var', tensor([8.1954e-05, 5.0590e-04, 1.1674e-04, 2.7053e-04, 2.4966e-04, 2.5324e-04,\n",
      "        1.4011e-04, 8.6436e-04, 8.5818e-05, 1.0228e-03, 7.9240e-04, 8.0264e-04,\n",
      "        2.0523e-04, 6.5650e-04, 5.6005e-04, 1.3993e-04])), ('conv2x_0.1.num_batches_tracked', tensor(1321)), ('conv2x_0.3.weight', tensor([[[[ 0.0531,  0.0172, -0.0223],\n",
      "          [-0.0388, -0.0343, -0.0148],\n",
      "          [-0.0028,  0.0310,  0.0475]],\n",
      "\n",
      "         [[ 0.0142,  0.0124,  0.0008],\n",
      "          [ 0.0073, -0.0135,  0.0278],\n",
      "          [-0.0382,  0.0150,  0.0103]],\n",
      "\n",
      "         [[ 0.1321, -0.0119,  0.0032],\n",
      "          [-0.0005, -0.0427, -0.0272],\n",
      "          [-0.0035, -0.0008, -0.0280]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 0.0230,  0.0303,  0.0176],\n",
      "          [ 0.0315,  0.0150,  0.0751],\n",
      "          [-0.0016,  0.0110, -0.0104]],\n",
      "\n",
      "         [[-0.0182,  0.0119,  0.0120],\n",
      "          [-0.0457,  0.0226, -0.0104],\n",
      "          [-0.0253, -0.0064, -0.0193]],\n",
      "\n",
      "         [[-0.0260,  0.0341,  0.0206],\n",
      "          [-0.0627, -0.0233,  0.1069],\n",
      "          [-0.0808, -0.0707, -0.0262]]],\n",
      "\n",
      "\n",
      "        [[[ 0.0309,  0.0555,  0.0121],\n",
      "          [-0.0068, -0.0197, -0.0282],\n",
      "          [-0.0363, -0.0216, -0.0494]],\n",
      "\n",
      "         [[-0.0421,  0.0174, -0.0034],\n",
      "          [ 0.0218,  0.0035, -0.0160],\n",
      "          [ 0.0423,  0.0730,  0.0214]],\n",
      "\n",
      "         [[-0.0260, -0.0467, -0.0130],\n",
      "          [-0.0638, -0.0058, -0.0521],\n",
      "          [-0.0191, -0.0414,  0.0058]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-0.0174,  0.0541, -0.0493],\n",
      "          [-0.0123, -0.0247, -0.0317],\n",
      "          [ 0.0040,  0.0106, -0.0168]],\n",
      "\n",
      "         [[ 0.0414,  0.0213, -0.0047],\n",
      "          [ 0.0808,  0.0365,  0.0104],\n",
      "          [ 0.0276,  0.0479,  0.0954]],\n",
      "\n",
      "         [[-0.0107,  0.0297, -0.0368],\n",
      "          [-0.0105, -0.0091,  0.0178],\n",
      "          [ 0.0031, -0.0262, -0.0147]]],\n",
      "\n",
      "\n",
      "        [[[ 0.0233,  0.0043, -0.0433],\n",
      "          [-0.0295,  0.1059,  0.1074],\n",
      "          [-0.0515, -0.0397, -0.0031]],\n",
      "\n",
      "         [[ 0.0065, -0.0199, -0.0062],\n",
      "          [-0.0220, -0.0068, -0.0036],\n",
      "          [-0.0226, -0.0014, -0.0289]],\n",
      "\n",
      "         [[-0.0465, -0.0550, -0.0171],\n",
      "          [ 0.0196,  0.0478,  0.0035],\n",
      "          [-0.0333, -0.0088, -0.0021]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 0.0794,  0.0100,  0.0016],\n",
      "          [ 0.0193,  0.0045, -0.0234],\n",
      "          [ 0.0073,  0.0053,  0.0312]],\n",
      "\n",
      "         [[-0.0325, -0.0065, -0.0549],\n",
      "          [-0.0260, -0.0038, -0.0244],\n",
      "          [-0.0076,  0.0023, -0.0026]],\n",
      "\n",
      "         [[ 0.0045, -0.0762, -0.0186],\n",
      "          [ 0.0223,  0.0538, -0.0795],\n",
      "          [-0.0055,  0.0552,  0.0106]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[ 0.0230, -0.0109,  0.0165],\n",
      "          [ 0.0183, -0.0482,  0.0012],\n",
      "          [ 0.0240,  0.0349,  0.0098]],\n",
      "\n",
      "         [[-0.0175, -0.0029, -0.0337],\n",
      "          [ 0.0081, -0.0106,  0.0055],\n",
      "          [-0.0466, -0.0353, -0.0087]],\n",
      "\n",
      "         [[ 0.0689,  0.0267,  0.0459],\n",
      "          [ 0.0048, -0.0106, -0.0079],\n",
      "          [ 0.0252,  0.0110,  0.0076]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 0.0160, -0.0129,  0.0178],\n",
      "          [-0.0313, -0.0486, -0.0217],\n",
      "          [-0.0046, -0.0590, -0.0712]],\n",
      "\n",
      "         [[-0.0138,  0.0374,  0.0018],\n",
      "          [ 0.0383,  0.0262, -0.0062],\n",
      "          [-0.0055,  0.0066,  0.0156]],\n",
      "\n",
      "         [[-0.0153,  0.0009, -0.0172],\n",
      "          [-0.0221, -0.0494,  0.0377],\n",
      "          [ 0.0140,  0.0065,  0.0066]]],\n",
      "\n",
      "\n",
      "        [[[ 0.0207, -0.0015,  0.0225],\n",
      "          [ 0.0041,  0.0298,  0.0228],\n",
      "          [ 0.0148, -0.0079,  0.0314]],\n",
      "\n",
      "         [[-0.0405, -0.0520, -0.0310],\n",
      "          [-0.0166, -0.0226, -0.0586],\n",
      "          [ 0.0066, -0.0235, -0.0778]],\n",
      "\n",
      "         [[-0.0171,  0.0418,  0.0605],\n",
      "          [ 0.0109,  0.0276,  0.0058],\n",
      "          [ 0.0172,  0.0400,  0.0252]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-0.0340, -0.0466, -0.0542],\n",
      "          [-0.0507, -0.0449, -0.0642],\n",
      "          [-0.0599, -0.0332, -0.0189]],\n",
      "\n",
      "         [[-0.0374, -0.0083, -0.0749],\n",
      "          [-0.0308, -0.0439, -0.0040],\n",
      "          [-0.0352, -0.0227, -0.0607]],\n",
      "\n",
      "         [[-0.0044,  0.0038, -0.0094],\n",
      "          [ 0.0182, -0.0085, -0.0221],\n",
      "          [ 0.0350,  0.0273,  0.0482]]],\n",
      "\n",
      "\n",
      "        [[[-0.0457,  0.0489, -0.0291],\n",
      "          [ 0.0276,  0.0020,  0.1026],\n",
      "          [ 0.0623,  0.0747,  0.0131]],\n",
      "\n",
      "         [[-0.0634, -0.0151,  0.0078],\n",
      "          [-0.0624, -0.0031, -0.0635],\n",
      "          [-0.0405, -0.0600, -0.0550]],\n",
      "\n",
      "         [[ 0.0705, -0.0428, -0.0047],\n",
      "          [-0.0236,  0.0170,  0.0234],\n",
      "          [ 0.0422, -0.0150, -0.0264]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 0.0053,  0.0218, -0.0183],\n",
      "          [ 0.0147, -0.0388,  0.0306],\n",
      "          [-0.0145, -0.0512,  0.0012]],\n",
      "\n",
      "         [[-0.0631, -0.0359, -0.0507],\n",
      "          [-0.0709, -0.0541, -0.0856],\n",
      "          [-0.0491, -0.0381, -0.0604]],\n",
      "\n",
      "         [[ 0.0345,  0.0399, -0.0033],\n",
      "          [ 0.0277,  0.0182,  0.0627],\n",
      "          [ 0.0515, -0.0338, -0.0165]]]])), ('conv2x_0.3.bias', tensor([ 0.0014,  0.0007, -0.0009, -0.0005, -0.0008,  0.0001,  0.0021,  0.0005,\n",
      "        -0.0003,  0.0001, -0.0001,  0.0022, -0.0007,  0.0009, -0.0003, -0.0018])), ('conv2x_0.4.weight', tensor([1.0564, 1.0272, 1.0830, 1.0850, 1.0396, 1.0415, 1.0683, 1.0414, 1.0376,\n",
      "        1.0090, 1.0538, 1.0773, 1.0780, 1.0608, 1.0642, 1.0080])), ('conv2x_0.4.bias', tensor([ 0.1009,  0.0092,  0.1130,  0.0613,  0.0473,  0.1239,  0.0858, -0.0014,\n",
      "         0.0574, -0.0180,  0.0072,  0.0724,  0.0741,  0.0937,  0.1076,  0.0294])), ('conv2x_0.4.running_mean', tensor([ 0.1908,  0.3797, -0.0098, -0.0392,  0.3004,  0.1862,  0.0836,  0.1730,\n",
      "        -0.0607,  0.1448,  0.5228, -0.0949, -0.0297, -0.4145, -0.5921, -0.3950])), ('conv2x_0.4.running_var', tensor([0.2766, 0.1316, 0.4672, 0.0993, 0.2330, 0.0836, 0.0537, 0.2564, 0.2881,\n",
      "        0.1150, 0.2150, 0.7244, 0.2388, 0.6107, 0.3065, 0.2865])), ('conv2x_0.4.num_batches_tracked', tensor(1321)), ('conv2x_1.0.weight', tensor([[[[ 5.1933e-02,  3.1200e-02,  6.7176e-03],\n",
      "          [ 1.1332e-02,  6.0562e-02, -1.8552e-02],\n",
      "          [ 7.4896e-02,  4.8812e-03,  2.4118e-02]],\n",
      "\n",
      "         [[ 8.3569e-02,  5.8058e-03, -4.9811e-03],\n",
      "          [ 6.5571e-02, -7.9152e-04,  3.2193e-02],\n",
      "          [ 4.8670e-02,  1.5983e-04,  2.5863e-02]],\n",
      "\n",
      "         [[-1.3207e-02,  5.9502e-03, -4.1339e-02],\n",
      "          [ 1.6135e-02,  9.6611e-04, -4.6548e-02],\n",
      "          [-1.5324e-02,  7.8287e-03, -5.4420e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-5.8227e-02, -3.2532e-02, -7.1601e-03],\n",
      "          [-6.2266e-02, -3.4843e-02, -3.1532e-02],\n",
      "          [ 1.6170e-02,  5.9807e-03,  6.3073e-02]],\n",
      "\n",
      "         [[ 9.7263e-03, -2.3589e-02,  3.4758e-02],\n",
      "          [-6.2307e-03, -4.2286e-02,  1.2366e-02],\n",
      "          [ 3.2391e-02,  4.0050e-02,  4.5244e-02]],\n",
      "\n",
      "         [[ 1.9347e-02,  6.0950e-02, -3.1044e-02],\n",
      "          [-1.7134e-02,  5.9290e-02,  1.4234e-02],\n",
      "          [-3.3364e-02, -7.0069e-03,  1.8527e-02]]],\n",
      "\n",
      "\n",
      "        [[[-1.5532e-02, -5.3342e-02,  1.0236e-02],\n",
      "          [-2.8173e-02, -7.7295e-02, -6.8665e-02],\n",
      "          [-1.6318e-02, -4.5901e-02, -6.1186e-02]],\n",
      "\n",
      "         [[ 1.0578e-02, -3.7299e-02,  1.2453e-03],\n",
      "          [-2.1774e-02, -3.3698e-02, -1.5644e-02],\n",
      "          [-7.8364e-02, -3.4942e-02, -3.7252e-02]],\n",
      "\n",
      "         [[-3.7620e-02, -4.5219e-02,  6.2677e-03],\n",
      "          [-3.6982e-02, -7.6169e-02, -3.7634e-02],\n",
      "          [ 1.2047e-02, -2.3011e-02, -1.1898e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 1.8421e-02,  3.2182e-02,  4.0463e-02],\n",
      "          [ 3.6195e-02,  3.5853e-02,  1.2077e-02],\n",
      "          [ 7.6700e-02,  1.8084e-02,  2.2110e-02]],\n",
      "\n",
      "         [[ 2.2200e-02,  1.8439e-02,  1.3746e-03],\n",
      "          [ 3.0871e-02,  1.5991e-02,  2.8742e-02],\n",
      "          [ 1.0796e-02,  6.2963e-03,  3.5568e-02]],\n",
      "\n",
      "         [[ 2.9092e-02, -2.1944e-02, -3.3846e-02],\n",
      "          [-4.0641e-02,  1.2822e-02, -4.6194e-02],\n",
      "          [-4.2629e-02,  1.3197e-02, -4.6652e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 4.4228e-02,  8.4166e-03,  3.8987e-02],\n",
      "          [ 5.5131e-02, -1.8061e-03,  7.0604e-02],\n",
      "          [-2.9918e-03, -9.1914e-03,  4.8445e-02]],\n",
      "\n",
      "         [[-1.2440e-02,  1.6645e-02, -1.3297e-02],\n",
      "          [-1.9790e-02, -1.2658e-02,  3.0129e-02],\n",
      "          [-4.3081e-02,  2.1807e-02,  2.4751e-02]],\n",
      "\n",
      "         [[-4.3547e-02,  2.8862e-02, -3.3562e-02],\n",
      "          [-2.0236e-02, -2.8097e-02,  3.4181e-03],\n",
      "          [ 2.3431e-03,  1.4696e-02,  2.7236e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-8.5729e-03, -2.6531e-02, -3.2324e-02],\n",
      "          [ 3.6511e-02, -5.7458e-02, -3.2215e-02],\n",
      "          [ 1.0259e-02, -2.7750e-02, -6.1003e-02]],\n",
      "\n",
      "         [[ 5.4198e-02, -2.9893e-02, -1.1316e-02],\n",
      "          [ 6.9947e-02,  3.2935e-03, -8.3612e-03],\n",
      "          [ 5.1501e-02, -1.1180e-02, -3.2386e-02]],\n",
      "\n",
      "         [[-1.4796e-02, -3.8470e-03, -4.6965e-02],\n",
      "          [-5.9087e-02, -4.7941e-02, -5.6544e-02],\n",
      "          [-3.4068e-02, -5.2281e-02, -1.3657e-02]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[ 5.7938e-02,  2.9408e-02,  2.3316e-02],\n",
      "          [ 3.5703e-02,  3.3594e-02,  5.5351e-02],\n",
      "          [-2.7328e-02, -5.9960e-02,  3.9233e-02]],\n",
      "\n",
      "         [[-1.7643e-02, -1.4163e-02, -2.7388e-02],\n",
      "          [-3.4171e-02, -3.2099e-03, -5.6823e-03],\n",
      "          [ 1.7327e-02,  4.8372e-02,  1.9656e-03]],\n",
      "\n",
      "         [[-8.5616e-03,  3.2921e-02, -1.4769e-02],\n",
      "          [-1.8255e-04, -9.5729e-03,  8.3005e-03],\n",
      "          [ 2.3139e-02,  3.6213e-02, -2.4221e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-2.7075e-02, -9.2376e-03, -3.4442e-02],\n",
      "          [-1.3943e-02, -4.6167e-02, -3.9437e-02],\n",
      "          [-9.4753e-03,  3.3307e-02,  4.2757e-03]],\n",
      "\n",
      "         [[ 2.1390e-02, -3.1500e-02, -6.4115e-03],\n",
      "          [ 2.1314e-02,  2.0394e-02,  2.3700e-02],\n",
      "          [-7.3593e-02, -2.0199e-02,  1.7908e-02]],\n",
      "\n",
      "         [[ 4.2569e-03, -5.0531e-02, -1.8761e-02],\n",
      "          [-5.3036e-04, -4.5941e-02,  4.6835e-02],\n",
      "          [ 1.5754e-02, -2.4591e-02, -2.0000e-02]]],\n",
      "\n",
      "\n",
      "        [[[-1.9071e-02, -2.4181e-02, -2.8698e-02],\n",
      "          [-4.8729e-03,  2.0323e-02, -2.0482e-02],\n",
      "          [-3.0776e-02, -2.6500e-02,  3.3664e-02]],\n",
      "\n",
      "         [[-2.2774e-02,  3.7580e-03, -4.1653e-02],\n",
      "          [-4.2144e-02,  6.3338e-02,  4.6383e-02],\n",
      "          [-2.8028e-02,  5.3290e-02, -6.2295e-03]],\n",
      "\n",
      "         [[ 4.3991e-03, -1.2130e-02,  7.8696e-03],\n",
      "          [ 9.0939e-03, -1.1640e-02,  5.0928e-02],\n",
      "          [-7.4876e-03, -1.6350e-02,  8.3583e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-5.1099e-02, -5.7635e-02,  2.2453e-02],\n",
      "          [ 1.2651e-02,  1.2607e-02,  2.4701e-02],\n",
      "          [-1.0332e-01,  8.2191e-04,  1.9542e-02]],\n",
      "\n",
      "         [[-8.7859e-02, -2.3586e-02,  1.0789e-02],\n",
      "          [-4.0986e-02, -5.7395e-02,  2.4702e-02],\n",
      "          [ 1.4496e-02, -2.0889e-02, -2.5802e-02]],\n",
      "\n",
      "         [[ 3.8890e-02, -3.6518e-02, -1.4042e-02],\n",
      "          [ 4.6123e-03,  2.3481e-03,  7.3577e-03],\n",
      "          [ 4.4904e-02, -6.2585e-02, -1.0857e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 1.3657e-02, -2.5396e-02, -6.5491e-02],\n",
      "          [-2.2546e-02,  9.0404e-04, -4.5378e-02],\n",
      "          [-2.7093e-02,  1.2009e-03,  1.2106e-02]],\n",
      "\n",
      "         [[-1.3815e-02, -5.4959e-02, -3.4621e-02],\n",
      "          [-1.5353e-02,  2.9227e-02, -1.0527e-02],\n",
      "          [-6.7382e-02, -3.5067e-02, -3.6753e-02]],\n",
      "\n",
      "         [[ 3.7454e-02, -6.6386e-03, -9.8670e-03],\n",
      "          [-1.7516e-02,  3.5141e-02, -6.9950e-03],\n",
      "          [-3.7115e-02, -2.4160e-02, -4.0431e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-3.6212e-02, -4.6938e-02, -2.9940e-02],\n",
      "          [-1.0639e-02, -4.5958e-03, -3.6606e-02],\n",
      "          [-1.6328e-02, -3.4480e-02, -5.8899e-02]],\n",
      "\n",
      "         [[ 3.7489e-03, -3.1138e-02,  5.5543e-03],\n",
      "          [ 8.8670e-03, -3.3076e-03,  2.4376e-02],\n",
      "          [-7.0986e-05, -2.2627e-02, -5.0803e-04]],\n",
      "\n",
      "         [[ 1.9821e-02, -1.1607e-02,  3.0577e-02],\n",
      "          [-5.1378e-03,  3.1475e-02,  2.5854e-02],\n",
      "          [ 3.1594e-02,  1.9893e-02,  3.5612e-02]]]])), ('conv2x_1.0.bias', tensor([ 3.2092e-05,  3.1224e-04,  9.0281e-05, -2.0109e-04, -9.0438e-05,\n",
      "         2.3715e-05, -3.9811e-05,  4.3424e-05, -8.6083e-04, -8.8992e-05,\n",
      "        -8.7203e-04, -3.1143e-04, -1.7565e-04,  1.4686e-04,  1.8264e-04,\n",
      "        -1.5649e-04, -2.3412e-04,  6.6902e-05, -3.1827e-06,  1.4530e-04,\n",
      "         1.1112e-04,  7.4289e-05, -5.9591e-05, -1.8455e-04,  6.8946e-05,\n",
      "         3.5124e-05, -3.5705e-05,  5.9953e-05, -3.0179e-04,  9.3238e-05,\n",
      "        -3.6112e-05,  2.9745e-04])), ('conv2x_1.1.weight', tensor([0.9547, 1.0124, 1.0378, 1.0304, 1.0050, 0.9699, 0.9897, 0.9861, 0.9848,\n",
      "        0.9571, 0.9698, 0.9837, 0.9937, 0.9934, 1.0028, 1.0521, 1.0331, 0.9567,\n",
      "        1.0095, 0.9664, 0.9923, 0.9708, 0.9880, 1.0247, 1.0259, 1.0030, 1.0296,\n",
      "        1.0318, 0.9949, 0.9763, 0.9991, 1.0081])), ('conv2x_1.1.bias', tensor([-0.0186,  0.0107, -0.0243, -0.0261,  0.0143, -0.0461, -0.0199, -0.0266,\n",
      "        -0.0229, -0.0454, -0.0297, -0.0400, -0.0315, -0.0059, -0.0322, -0.0340,\n",
      "         0.0047, -0.0386,  0.0122, -0.0025, -0.0102, -0.0528, -0.0186,  0.0089,\n",
      "         0.0050,  0.0122, -0.0208,  0.0294, -0.0312, -0.0292, -0.0216,  0.0317])), ('conv2x_1.1.running_mean', tensor([ 0.3551, -1.1931,  0.1189,  0.2706,  0.7845, -0.2777, -0.3171, -0.1812,\n",
      "         0.2748, -0.2528, -0.2707,  0.9472,  0.3126,  0.1387,  0.6225,  0.0904,\n",
      "         0.0183, -0.5776,  1.0549,  0.8430, -0.2618, -0.2853, -0.2650, -0.9455,\n",
      "        -0.8174,  0.8298,  0.2104, -0.9864,  0.7206, -0.1208, -0.3829, -1.1427])), ('conv2x_1.1.running_var', tensor([0.1448, 4.5998, 0.8978, 0.8092, 2.0173, 0.3307, 0.4850, 1.3486, 0.6277,\n",
      "        1.3093, 1.4089, 2.9295, 0.3520, 0.6213, 1.5321, 0.2014, 0.1086, 2.3173,\n",
      "        2.0747, 2.2068, 0.3611, 0.3799, 0.5338, 2.3780, 1.3648, 1.4274, 1.4538,\n",
      "        1.3142, 2.2363, 0.0880, 0.6916, 0.1475])), ('conv2x_1.1.num_batches_tracked', tensor(1321)), ('conv2x_1.3.weight', tensor([[[[ 1.9432e-02,  1.8355e-03, -3.5309e-02],\n",
      "          [-2.3637e-02, -1.7244e-02,  1.3872e-02],\n",
      "          [ 3.0274e-02,  2.3191e-02,  3.8219e-02]],\n",
      "\n",
      "         [[-3.2460e-02,  2.3236e-02, -2.3083e-02],\n",
      "          [ 2.7291e-03, -5.9958e-03, -7.5214e-03],\n",
      "          [ 1.6659e-02, -2.9256e-02,  3.0222e-02]],\n",
      "\n",
      "         [[-1.3210e-02,  4.0399e-02, -1.4337e-02],\n",
      "          [ 1.1962e-02,  3.8832e-02, -5.6807e-02],\n",
      "          [ 1.2901e-03,  1.1301e-02, -7.2269e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-6.3980e-03,  2.5151e-02, -2.1435e-03],\n",
      "          [-2.0506e-02,  3.9105e-02,  4.2052e-03],\n",
      "          [ 1.0091e-02, -4.3509e-02, -1.9178e-02]],\n",
      "\n",
      "         [[ 2.7893e-02, -2.1034e-02,  1.1088e-02],\n",
      "          [ 4.0692e-02, -2.0073e-02,  1.4261e-02],\n",
      "          [-9.5893e-03,  1.8112e-02, -1.4469e-03]],\n",
      "\n",
      "         [[ 1.7812e-04,  2.6142e-04,  1.9096e-02],\n",
      "          [-1.0736e-02,  4.8604e-03,  2.3349e-02],\n",
      "          [-1.7018e-02,  2.4524e-02,  1.4165e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 1.0931e-02,  2.1983e-03,  5.5071e-03],\n",
      "          [-3.0743e-02, -1.7636e-02, -1.9964e-02],\n",
      "          [-3.9823e-02, -1.5115e-02, -3.0632e-02]],\n",
      "\n",
      "         [[-1.8895e-02,  2.8746e-02,  7.4040e-03],\n",
      "          [ 1.2191e-02, -1.0814e-02,  1.8146e-02],\n",
      "          [ 2.5904e-02, -1.3180e-02,  2.9660e-04]],\n",
      "\n",
      "         [[-3.5512e-02, -8.1672e-03, -4.6984e-02],\n",
      "          [-1.2226e-02, -4.2732e-02, -4.2718e-02],\n",
      "          [-3.4828e-02, -1.4285e-02, -5.1466e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-4.5599e-02, -6.2828e-03,  1.4093e-02],\n",
      "          [-7.1067e-02,  1.7823e-02,  2.5384e-02],\n",
      "          [ 2.8001e-03,  2.7868e-02,  2.0072e-02]],\n",
      "\n",
      "         [[ 3.2434e-02,  2.8365e-02,  2.6029e-02],\n",
      "          [-1.4758e-03, -8.5895e-03,  4.6060e-02],\n",
      "          [ 7.5817e-02,  2.8000e-02,  6.5811e-02]],\n",
      "\n",
      "         [[ 6.1050e-03,  2.0445e-02,  3.4326e-02],\n",
      "          [ 3.1593e-02,  2.7878e-02, -1.5882e-02],\n",
      "          [ 2.0492e-02,  6.9776e-03, -7.3042e-03]]],\n",
      "\n",
      "\n",
      "        [[[-1.2657e-02,  3.7751e-02, -1.9694e-02],\n",
      "          [ 3.7228e-02, -5.1472e-03, -1.3952e-02],\n",
      "          [ 3.2089e-02,  2.6077e-02, -1.1911e-02]],\n",
      "\n",
      "         [[-1.4703e-02,  5.5704e-03,  4.6926e-03],\n",
      "          [-1.1026e-03,  2.2661e-02,  8.8920e-03],\n",
      "          [ 4.8502e-02, -4.0360e-03,  1.8180e-02]],\n",
      "\n",
      "         [[ 2.9692e-02, -4.2841e-03, -8.7332e-03],\n",
      "          [ 1.4332e-02,  6.5846e-02,  1.0901e-02],\n",
      "          [ 1.2335e-02,  3.2939e-02, -7.7851e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-7.8458e-02,  6.8919e-04, -5.2120e-02],\n",
      "          [-1.2508e-02, -1.7508e-02, -8.3115e-02],\n",
      "          [-8.4201e-03,  3.3579e-02, -2.0242e-04]],\n",
      "\n",
      "         [[ 1.0505e-02,  1.2211e-02, -1.6183e-03],\n",
      "          [ 2.0927e-02,  1.1530e-03,  2.2631e-02],\n",
      "          [ 4.6326e-02,  1.7493e-02,  1.7346e-02]],\n",
      "\n",
      "         [[-2.5628e-02,  4.0487e-02,  2.0978e-02],\n",
      "          [-2.0932e-02,  2.7597e-02, -6.7733e-03],\n",
      "          [-3.4231e-03, -3.1050e-02, -2.4840e-02]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[-1.1919e-02,  5.8032e-02, -3.3532e-02],\n",
      "          [ 2.8915e-04,  2.8588e-02,  2.8005e-02],\n",
      "          [ 2.3388e-02,  8.8165e-03,  1.2604e-02]],\n",
      "\n",
      "         [[ 3.4739e-02, -5.8086e-02,  7.7850e-03],\n",
      "          [-6.9553e-04, -2.9808e-02,  5.0918e-03],\n",
      "          [-4.1812e-03, -1.1921e-02, -1.7714e-02]],\n",
      "\n",
      "         [[ 1.6303e-02, -2.3081e-02, -7.2848e-02],\n",
      "          [ 6.1471e-02,  3.6473e-02, -2.0578e-02],\n",
      "          [ 5.4832e-02,  1.6257e-02, -7.7570e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-3.0862e-02, -1.2662e-02, -4.2223e-02],\n",
      "          [-3.7498e-02,  2.9218e-02,  5.4096e-03],\n",
      "          [ 1.1959e-02,  1.2507e-02, -4.0166e-03]],\n",
      "\n",
      "         [[ 2.5418e-02,  1.3536e-02, -1.2325e-02],\n",
      "          [-4.5019e-02,  3.7714e-02, -2.8132e-02],\n",
      "          [ 8.5979e-03, -1.9191e-02,  1.8022e-02]],\n",
      "\n",
      "         [[-3.6257e-02,  7.9244e-03, -1.6716e-02],\n",
      "          [-3.2659e-02,  3.0469e-03,  4.5909e-02],\n",
      "          [-1.1809e-02,  3.0609e-02,  6.1140e-02]]],\n",
      "\n",
      "\n",
      "        [[[-1.8563e-02, -2.5974e-02,  2.8466e-02],\n",
      "          [ 3.8111e-03, -4.3530e-02, -2.0329e-02],\n",
      "          [-5.7762e-03, -3.5002e-02, -6.2075e-02]],\n",
      "\n",
      "         [[ 1.8386e-02,  1.8107e-02,  1.0681e-02],\n",
      "          [ 2.0090e-02,  2.5294e-02, -7.8576e-03],\n",
      "          [-1.5947e-02,  2.0508e-02,  4.3548e-02]],\n",
      "\n",
      "         [[-2.4242e-02, -6.4422e-03,  3.8556e-02],\n",
      "          [ 7.6885e-03,  2.3016e-03,  1.3926e-02],\n",
      "          [ 4.4092e-02, -1.7873e-05,  1.1334e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.8243e-02,  5.3542e-03,  2.7035e-02],\n",
      "          [ 3.9167e-02,  3.7651e-02,  1.9166e-02],\n",
      "          [-1.1303e-02,  1.3688e-02,  1.8135e-02]],\n",
      "\n",
      "         [[-1.0095e-02, -4.3105e-02, -1.6859e-02],\n",
      "          [-2.1075e-02, -2.5800e-02, -3.1777e-02],\n",
      "          [-4.3457e-02, -5.6376e-04, -1.2545e-02]],\n",
      "\n",
      "         [[-7.0275e-03,  2.4268e-03,  1.9873e-02],\n",
      "          [ 2.0839e-02,  6.8340e-04, -7.6011e-03],\n",
      "          [ 1.0741e-02, -2.2844e-02, -6.2573e-03]]],\n",
      "\n",
      "\n",
      "        [[[ 1.4089e-02, -1.9471e-03, -1.3588e-02],\n",
      "          [ 3.8845e-02,  3.1398e-02,  4.5722e-03],\n",
      "          [ 1.8912e-02,  1.2949e-02,  3.7398e-02]],\n",
      "\n",
      "         [[-3.3856e-02,  8.5834e-03,  1.5563e-02],\n",
      "          [ 1.0079e-02, -2.9787e-02,  2.0305e-02],\n",
      "          [-3.3408e-02, -6.3875e-02,  1.9888e-02]],\n",
      "\n",
      "         [[ 5.1162e-02, -6.1298e-02, -4.8503e-02],\n",
      "          [-2.1985e-02, -5.3557e-02, -2.3313e-02],\n",
      "          [ 8.6626e-03, -1.2154e-02,  1.1646e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-2.2281e-03,  2.3604e-02, -2.3732e-02],\n",
      "          [-4.5646e-02, -1.2733e-02,  1.0493e-02],\n",
      "          [ 8.9525e-03,  9.2807e-03, -6.5992e-03]],\n",
      "\n",
      "         [[-2.0741e-02,  6.2520e-03, -2.8290e-02],\n",
      "          [-3.7344e-02, -6.1186e-02, -4.4837e-02],\n",
      "          [-1.2157e-02, -1.7727e-02, -1.0975e-02]],\n",
      "\n",
      "         [[-1.8443e-02,  3.1764e-02, -1.9997e-02],\n",
      "          [ 3.2581e-03, -3.9409e-03, -6.3101e-02],\n",
      "          [-5.2931e-03,  4.1856e-03, -2.3890e-02]]]])), ('conv2x_1.3.bias', tensor([ 1.2185e-04,  1.1711e-04,  1.1933e-04, -9.3499e-06,  1.2363e-04,\n",
      "        -8.2440e-05, -1.1565e-04,  7.5601e-05,  2.0930e-05, -5.7826e-05,\n",
      "        -6.5360e-05, -1.7390e-05,  2.7191e-05,  6.8931e-07, -3.0401e-05,\n",
      "        -4.8270e-05, -3.1448e-05, -3.2938e-05, -1.9146e-05, -1.1312e-04,\n",
      "        -9.6045e-06,  1.3514e-04,  8.3586e-05,  1.5552e-05, -2.8078e-04,\n",
      "        -1.3519e-05,  7.4867e-05, -1.0553e-04,  1.4080e-04, -1.6883e-04,\n",
      "        -1.2775e-04, -2.8697e-05])), ('conv2x_1.4.weight', tensor([1.1043, 0.9993, 1.0214, 1.0185, 1.0345, 1.0316, 0.9733, 0.9807, 1.0299,\n",
      "        1.0289, 1.0348, 1.0300, 1.0116, 0.9532, 0.9977, 0.9966, 0.9974, 1.0268,\n",
      "        0.9867, 0.9986, 1.0074, 1.0277, 1.0348, 1.0650, 0.9732, 1.0679, 1.0025,\n",
      "        1.0324, 1.0232, 1.0059, 1.0010, 1.0160])), ('conv2x_1.4.bias', tensor([-0.0004, -0.0090, -0.0025, -0.0175,  0.0469,  0.0174, -0.0382, -0.0145,\n",
      "         0.0251, -0.0064, -0.0101,  0.0194, -0.0144, -0.0515, -0.0299, -0.0405,\n",
      "        -0.0365,  0.0263, -0.0361,  0.0037, -0.0072,  0.0451,  0.0422,  0.0046,\n",
      "        -0.0029,  0.0497, -0.0217,  0.0320,  0.0283, -0.0391,  0.0278,  0.0096])), ('conv2x_1.4.running_mean', tensor([ 0.4470, -0.6063,  1.2091,  0.6763, -0.8032, -0.4297,  0.7766, -0.3607,\n",
      "        -1.0573, -0.5521,  0.3278, -0.6767,  0.8150,  0.7719,  1.0455,  1.1548,\n",
      "         0.3174, -1.4448,  0.6241,  0.8087,  0.2428, -1.1276, -0.5207,  0.8700,\n",
      "        -0.0448, -0.7533,  0.6746, -0.5552, -0.6344,  0.0235, -1.2358, -1.0077])), ('conv2x_1.4.running_var', tensor([0.2771, 7.0155, 3.0900, 0.3612, 1.0617, 0.6830, 3.4952, 2.4687, 0.6726,\n",
      "        0.1398, 0.5035, 0.3698, 7.3567, 3.6630, 5.9026, 5.7484, 3.0234, 2.5388,\n",
      "        5.5976, 0.2712, 0.9471, 0.7484, 0.4594, 0.7734, 0.8362, 1.8028, 3.3840,\n",
      "        1.0513, 0.5278, 0.2043, 1.5630, 2.2614])), ('conv2x_1.4.num_batches_tracked', tensor(1321)), ('conv2x_2.0.weight', tensor([[[[-9.3038e-03,  8.2172e-02, -4.7891e-02],\n",
      "          [-1.0920e-02,  3.2768e-02, -4.2328e-02],\n",
      "          [-7.0213e-03,  5.2824e-02, -2.7871e-02]],\n",
      "\n",
      "         [[-3.5647e-02, -2.6345e-02, -1.6146e-02],\n",
      "          [ 3.3575e-02, -2.7317e-02, -8.6015e-03],\n",
      "          [-2.1697e-02, -1.7953e-02, -1.6180e-02]],\n",
      "\n",
      "         [[-8.7863e-03,  1.7560e-02, -4.7193e-02],\n",
      "          [-4.2063e-02,  3.2397e-02, -3.0632e-02],\n",
      "          [-4.8962e-03,  3.1056e-02, -6.4371e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-2.8360e-02,  4.7326e-02, -4.0784e-02],\n",
      "          [-2.8121e-02,  5.1490e-03, -2.5261e-02],\n",
      "          [-2.9005e-02,  5.1731e-02, -3.3224e-02]],\n",
      "\n",
      "         [[-1.8369e-02, -3.4805e-02, -2.2067e-02],\n",
      "          [-4.5689e-02, -1.5406e-03, -2.8805e-02],\n",
      "          [-2.1499e-02, -1.4766e-03, -1.4588e-02]],\n",
      "\n",
      "         [[ 1.4842e-03,  1.0396e-04,  2.6523e-02],\n",
      "          [-1.8641e-02, -1.1937e-02,  2.8499e-02],\n",
      "          [-3.1815e-02,  1.2310e-02,  4.1343e-02]]],\n",
      "\n",
      "\n",
      "        [[[-3.6515e-02, -3.6712e-02, -6.3255e-03],\n",
      "          [-1.6162e-02, -5.6339e-02,  3.7602e-02],\n",
      "          [-2.2992e-02, -1.5181e-02,  6.3745e-04]],\n",
      "\n",
      "         [[-2.4133e-02, -2.0858e-02, -3.0438e-02],\n",
      "          [ 1.8743e-02,  6.7858e-04,  4.4101e-02],\n",
      "          [ 1.0887e-03, -8.8086e-03,  1.1300e-02]],\n",
      "\n",
      "         [[-3.9343e-02, -2.4670e-02, -2.0321e-02],\n",
      "          [ 2.1496e-03, -1.2157e-02, -1.5284e-02],\n",
      "          [ 1.3352e-02, -8.6765e-03, -4.6065e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-3.7989e-02,  2.9341e-03, -2.8897e-02],\n",
      "          [-5.6900e-02,  7.9340e-03, -1.7991e-02],\n",
      "          [ 1.9819e-02,  2.5675e-02,  6.4585e-02]],\n",
      "\n",
      "         [[-1.6197e-02, -1.6040e-03,  7.0315e-03],\n",
      "          [-2.6460e-02, -6.6186e-03,  7.0732e-03],\n",
      "          [-3.5603e-02, -3.1038e-02, -8.8218e-03]],\n",
      "\n",
      "         [[ 1.0414e-02, -1.0542e-02, -1.9457e-02],\n",
      "          [ 1.7357e-02, -5.0731e-04, -3.6281e-02],\n",
      "          [ 1.2150e-02,  2.8403e-02,  2.8446e-02]]],\n",
      "\n",
      "\n",
      "        [[[-8.8999e-03, -6.2594e-03, -3.7821e-02],\n",
      "          [-2.5176e-02, -6.9727e-03, -2.9512e-02],\n",
      "          [-4.1452e-02,  9.8937e-03, -4.3986e-02]],\n",
      "\n",
      "         [[-2.3386e-02,  1.1407e-02, -2.5373e-02],\n",
      "          [-1.5212e-02, -5.1626e-03, -1.3841e-02],\n",
      "          [-9.8141e-03, -1.8610e-02, -4.5203e-02]],\n",
      "\n",
      "         [[ 1.0290e-03, -4.1311e-02, -4.5073e-02],\n",
      "          [-1.6573e-02, -2.6476e-02,  1.2468e-03],\n",
      "          [-4.6273e-02,  1.4672e-02, -7.9506e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-3.3696e-02, -2.6105e-02, -1.2914e-02],\n",
      "          [-1.0787e-02,  4.6453e-03, -8.3294e-03],\n",
      "          [ 1.4325e-02,  4.7369e-05, -5.1249e-03]],\n",
      "\n",
      "         [[ 6.0352e-03, -9.7914e-03, -3.6196e-05],\n",
      "          [-3.0353e-02,  3.2096e-02,  4.5610e-03],\n",
      "          [-8.1384e-03, -2.5435e-02,  3.5793e-02]],\n",
      "\n",
      "         [[ 1.8244e-02,  1.4400e-02,  1.6124e-02],\n",
      "          [ 3.4944e-02,  2.4691e-02,  2.1543e-02],\n",
      "          [ 8.4584e-03,  5.0952e-03,  1.5851e-02]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[-8.0897e-03, -1.1233e-02,  1.6262e-02],\n",
      "          [-2.4481e-02, -7.0307e-03,  1.6993e-02],\n",
      "          [-6.3444e-02,  3.4917e-02,  5.7139e-02]],\n",
      "\n",
      "         [[-6.3593e-03, -1.3879e-03, -3.2733e-02],\n",
      "          [-3.0892e-02,  3.8433e-02, -4.1865e-03],\n",
      "          [-4.4988e-02, -2.5421e-02,  6.0507e-03]],\n",
      "\n",
      "         [[ 2.6342e-03, -1.0756e-02, -3.9359e-02],\n",
      "          [-3.3384e-02,  2.1972e-02, -2.5863e-02],\n",
      "          [ 4.6800e-04,  8.7351e-03,  1.9732e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.9734e-02,  2.7028e-02, -2.7688e-02],\n",
      "          [-7.5213e-03,  1.1124e-02,  2.1220e-02],\n",
      "          [ 2.6369e-02,  6.2748e-02,  6.6073e-02]],\n",
      "\n",
      "         [[-1.0084e-02, -5.8052e-04,  2.2478e-02],\n",
      "          [-1.3302e-02,  2.6917e-02, -3.7448e-02],\n",
      "          [-2.2916e-02, -1.4692e-03,  5.0617e-03]],\n",
      "\n",
      "         [[-4.0531e-03,  2.4316e-02, -7.0468e-02],\n",
      "          [ 7.2632e-02,  1.4064e-02, -3.8697e-02],\n",
      "          [ 6.5233e-02,  9.7806e-03, -9.9821e-03]]],\n",
      "\n",
      "\n",
      "        [[[ 1.8030e-02, -3.0028e-02, -1.5073e-02],\n",
      "          [-1.6647e-02,  4.1967e-02, -4.1626e-02],\n",
      "          [ 2.5259e-03, -4.5465e-03, -5.0876e-02]],\n",
      "\n",
      "         [[-2.1054e-02, -1.6374e-02, -3.0230e-02],\n",
      "          [-4.9184e-02, -2.5818e-02,  8.4060e-03],\n",
      "          [ 2.8117e-02, -4.6961e-03,  3.4862e-03]],\n",
      "\n",
      "         [[ 2.4631e-02, -3.4310e-02, -2.5188e-02],\n",
      "          [ 5.0204e-03,  1.1753e-02, -4.8412e-02],\n",
      "          [ 2.5146e-02,  3.3096e-02,  2.9704e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.5760e-02, -4.8664e-02, -1.3931e-02],\n",
      "          [-3.5988e-02,  4.9785e-02,  9.6315e-03],\n",
      "          [-2.1688e-02,  8.9054e-02, -2.8193e-02]],\n",
      "\n",
      "         [[-1.3204e-02, -1.6146e-02,  3.3753e-02],\n",
      "          [ 7.3791e-02,  2.9484e-02,  3.2812e-02],\n",
      "          [ 5.9203e-02,  8.4770e-02,  5.2420e-02]],\n",
      "\n",
      "         [[ 7.2544e-03, -3.2851e-02,  3.3729e-03],\n",
      "          [ 5.0228e-02,  4.4081e-03, -1.4106e-02],\n",
      "          [ 3.8394e-02, -8.5710e-03,  3.9633e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 4.5916e-02,  2.8957e-02, -2.8580e-02],\n",
      "          [-4.7098e-02, -1.5482e-02, -4.8551e-02],\n",
      "          [-1.1038e-01, -8.2048e-02, -5.9774e-02]],\n",
      "\n",
      "         [[ 8.9774e-03, -3.4365e-02, -1.9272e-02],\n",
      "          [-1.9667e-02, -3.1972e-02, -1.6997e-02],\n",
      "          [-2.0537e-02, -2.5029e-05, -5.3502e-02]],\n",
      "\n",
      "         [[ 2.9662e-02,  5.1633e-02, -7.6822e-03],\n",
      "          [-4.2700e-02,  2.3966e-02, -3.7774e-02],\n",
      "          [-3.6065e-02, -1.4448e-02,  1.6729e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 5.5941e-03,  7.0269e-02,  2.6275e-02],\n",
      "          [-5.3195e-02, -2.2766e-02, -2.2130e-02],\n",
      "          [-4.7626e-02, -5.2182e-02, -2.4334e-02]],\n",
      "\n",
      "         [[ 3.9546e-02,  4.2649e-02,  1.7595e-02],\n",
      "          [ 3.7058e-04, -1.6751e-03,  2.7040e-02],\n",
      "          [ 9.6140e-03,  1.8654e-02,  1.2537e-02]],\n",
      "\n",
      "         [[ 4.5250e-02,  2.6648e-02,  6.3281e-02],\n",
      "          [ 1.9232e-03, -3.9659e-02,  1.5623e-02],\n",
      "          [-3.9031e-02, -4.8201e-02, -3.5969e-02]]]])), ('conv2x_2.0.bias', tensor([ 3.0983e-05,  3.0354e-05,  4.3585e-05, -2.0466e-05,  1.9949e-05,\n",
      "         2.9990e-05, -1.2862e-05,  6.6908e-05,  1.3222e-05, -2.5874e-07,\n",
      "         3.2864e-05,  2.4723e-05,  1.8031e-06, -2.3249e-05, -5.5301e-05,\n",
      "         2.4201e-06, -6.9190e-07,  3.1802e-06,  9.2509e-05,  2.3064e-05,\n",
      "        -1.7769e-05,  2.2079e-05,  3.0371e-05, -5.2670e-05,  1.0871e-06,\n",
      "         1.6065e-05,  5.0914e-06, -9.0896e-06,  5.1493e-06, -7.4899e-05,\n",
      "         2.5146e-05,  4.7580e-05, -1.9420e-06,  1.2147e-07,  2.3872e-05,\n",
      "        -8.4969e-07,  7.7091e-06, -3.1529e-05,  3.5671e-05,  7.7030e-07,\n",
      "         6.4152e-05,  4.8865e-06, -9.7869e-05, -1.7308e-05,  1.4771e-05,\n",
      "         2.9379e-05,  2.7379e-05, -2.4648e-05, -8.2761e-06, -2.3763e-06,\n",
      "        -3.9461e-05,  1.2156e-05, -2.6526e-05, -7.3114e-05, -1.9487e-06,\n",
      "         6.0600e-05, -2.1589e-05,  2.3864e-05,  3.7993e-05, -1.2964e-05,\n",
      "         3.1326e-06, -1.7127e-05,  3.1256e-05,  2.7855e-05])), ('conv2x_2.1.weight', tensor([0.9764, 0.9988, 0.9326, 0.9626, 1.0077, 0.9871, 1.0003, 0.9868, 0.9776,\n",
      "        1.0403, 0.9567, 0.9598, 1.0362, 0.9774, 0.9814, 1.0442, 0.9614, 0.9823,\n",
      "        1.0004, 0.9812, 0.9927, 0.8937, 1.0045, 1.0328, 1.0358, 1.0325, 0.9672,\n",
      "        0.9918, 1.0034, 0.9814, 0.9621, 1.0439, 1.0531, 0.9799, 0.9803, 1.0196,\n",
      "        1.0064, 1.0199, 0.9818, 1.0691, 0.9439, 1.0229, 1.0117, 1.0156, 0.9499,\n",
      "        0.9847, 1.0000, 0.9504, 0.9776, 0.9482, 0.9745, 0.9403, 0.9781, 1.0166,\n",
      "        0.9437, 0.9382, 0.9680, 0.9299, 0.9554, 1.0611, 0.9659, 0.9955, 0.9895,\n",
      "        1.0503])), ('conv2x_2.1.bias', tensor([-0.0564,  0.0024, -0.0233, -0.0478, -0.0098, -0.0229, -0.0144, -0.0611,\n",
      "        -0.0508, -0.0273, -0.0466, -0.0398, -0.0501, -0.0631, -0.0119,  0.0180,\n",
      "        -0.0697, -0.0210, -0.0166, -0.0027, -0.0291, -0.0628, -0.0345, -0.0800,\n",
      "        -0.0502,  0.0160, -0.0046, -0.0372, -0.0351, -0.0166, -0.0346, -0.0277,\n",
      "        -0.0267, -0.0282, -0.0385, -0.0675,  0.0038, -0.0390, -0.0066,  0.0067,\n",
      "        -0.0028,  0.0012, -0.0210,  0.0143, -0.0583, -0.0071, -0.0189, -0.0489,\n",
      "        -0.0292, -0.0511, -0.0154, -0.0187, -0.0307, -0.0241, -0.0507, -0.0390,\n",
      "        -0.0326, -0.0554, -0.0604, -0.0504, -0.0512, -0.0038, -0.0370, -0.0380])), ('conv2x_2.1.running_mean', tensor([-0.6648, -1.3885, -1.4766,  0.3598, -0.4507, -0.5966,  0.3940,  0.3517,\n",
      "         0.6508, -0.2715, -1.1837, -0.7683, -0.5715,  0.5750, -0.0652,  0.0979,\n",
      "         0.3745, -0.9694,  0.6032, -0.8778,  1.4109,  0.5828, -0.0147,  0.8253,\n",
      "         0.8570, -1.1175, -0.8507,  0.8246, -0.6574, -1.3219,  0.9472,  0.0516,\n",
      "         0.3163, -0.0483, -0.3318, -0.2297, -0.5959,  0.5310, -0.7538,  0.3570,\n",
      "        -1.2879, -0.3964, -0.7400, -0.7829, -0.8442, -0.6279, -0.7839, -0.0965,\n",
      "        -1.0677,  0.3232, -1.6398,  0.6677, -1.4468,  0.1120, -0.8576, -0.9880,\n",
      "         1.0660,  1.1379,  0.2901,  1.7227,  0.8913, -0.6469,  0.1955,  0.4860])), ('conv2x_2.1.running_var', tensor([ 0.3815,  3.6699,  5.9035,  0.7094,  1.0270,  0.7464,  0.8443,  0.2661,\n",
      "         1.0977,  0.3405,  1.7462,  1.7352,  0.5897,  0.3403,  2.7380,  0.5561,\n",
      "         0.6349,  5.7295,  0.5648,  2.4601,  0.3850,  2.6063,  0.5787,  0.3053,\n",
      "         0.4222,  0.6385,  3.9859,  0.8074,  0.8260,  4.8074,  1.1794,  0.4367,\n",
      "         0.3617,  1.2709,  0.5099,  0.3670,  1.6164,  0.7254,  0.3977,  0.3964,\n",
      "         1.0245,  0.5826,  0.7577,  1.7539,  1.9556,  0.6718,  0.6932,  1.8390,\n",
      "         0.9341,  0.2529,  8.2285,  2.5248, 10.0589,  0.5856,  2.0397,  1.3856,\n",
      "         2.7886,  2.2989,  0.4216,  1.1749,  1.7372,  0.7034,  0.3771,  0.5388])), ('conv2x_2.1.num_batches_tracked', tensor(1321)), ('conv2x_2.3.weight', tensor([[[[-1.2380e-02, -1.1186e-02, -2.2244e-02],\n",
      "          [-1.1543e-04, -1.5341e-02, -2.4224e-02],\n",
      "          [ 1.0242e-02, -1.7864e-02, -1.0497e-02]],\n",
      "\n",
      "         [[-1.4614e-02,  1.4934e-02, -4.2049e-02],\n",
      "          [-1.2579e-02, -3.1449e-02, -9.1374e-03],\n",
      "          [ 2.5721e-02, -1.6957e-02, -2.7009e-03]],\n",
      "\n",
      "         [[ 1.4875e-02, -2.1590e-02, -4.0383e-02],\n",
      "          [ 1.4651e-02, -4.9946e-03,  1.5767e-02],\n",
      "          [ 2.5661e-02, -4.5553e-03,  2.8587e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-4.7487e-02,  2.4906e-03, -6.3052e-02],\n",
      "          [-1.8702e-02,  1.0178e-02, -3.5154e-02],\n",
      "          [ 2.7167e-02, -3.7268e-02,  4.1702e-02]],\n",
      "\n",
      "         [[-3.9324e-02, -2.7198e-02, -2.2113e-02],\n",
      "          [-1.8690e-02, -3.7499e-02, -7.3865e-02],\n",
      "          [-3.0368e-02, -3.0956e-02, -1.7153e-02]],\n",
      "\n",
      "         [[ 1.1257e-01,  4.6044e-02, -4.6783e-02],\n",
      "          [-7.3535e-03, -2.1293e-02, -2.7720e-03],\n",
      "          [ 9.0772e-03,  4.9675e-02,  2.5080e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 4.1222e-02, -1.7209e-02,  4.3151e-02],\n",
      "          [ 6.2342e-04, -1.1205e-02,  4.8737e-02],\n",
      "          [-2.4021e-02, -4.3497e-04,  3.0893e-02]],\n",
      "\n",
      "         [[ 9.7353e-03,  2.4439e-02,  5.7171e-02],\n",
      "          [ 1.9223e-02, -3.1924e-03,  3.1385e-02],\n",
      "          [ 1.1553e-02, -1.5861e-02, -3.6204e-04]],\n",
      "\n",
      "         [[ 3.8881e-02,  4.5464e-02,  2.4592e-02],\n",
      "          [ 1.1484e-02,  2.2721e-02,  1.5760e-02],\n",
      "          [ 1.2397e-03, -1.9987e-02,  4.3762e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 3.1119e-03,  1.4692e-02,  2.6710e-02],\n",
      "          [-3.3144e-02,  2.1065e-02, -1.7830e-02],\n",
      "          [-2.5154e-02,  1.0797e-02, -3.3406e-02]],\n",
      "\n",
      "         [[ 3.5952e-02,  1.4945e-02,  1.2765e-02],\n",
      "          [ 1.1243e-02,  3.5913e-03,  6.5357e-03],\n",
      "          [ 4.8883e-02, -3.2390e-03, -1.3525e-02]],\n",
      "\n",
      "         [[-2.5806e-02,  1.1380e-02, -3.4882e-02],\n",
      "          [-3.2083e-03, -6.1871e-03, -4.8895e-02],\n",
      "          [ 2.2255e-02, -1.3561e-02, -3.3400e-02]]],\n",
      "\n",
      "\n",
      "        [[[-1.8717e-02,  1.8825e-03, -2.2553e-02],\n",
      "          [ 1.3099e-02,  8.1062e-04,  3.3259e-02],\n",
      "          [ 9.7087e-03,  3.5679e-02,  3.7635e-02]],\n",
      "\n",
      "         [[-4.4794e-02, -1.8346e-02, -2.0198e-02],\n",
      "          [-3.1258e-02,  2.7270e-02,  8.9863e-03],\n",
      "          [-7.6433e-04,  5.9443e-03, -3.4957e-02]],\n",
      "\n",
      "         [[ 2.4619e-03,  5.1473e-03, -5.4807e-02],\n",
      "          [-9.0290e-03, -3.5135e-02, -1.0302e-02],\n",
      "          [-2.6174e-02, -5.3321e-02, -1.2440e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.4202e-02, -2.1286e-02, -1.5272e-02],\n",
      "          [-2.7379e-02, -3.1901e-02, -2.1707e-02],\n",
      "          [-4.9806e-02, -1.2690e-02, -5.1793e-02]],\n",
      "\n",
      "         [[ 7.7954e-03,  2.2890e-02, -2.5403e-02],\n",
      "          [ 6.2309e-02,  5.3424e-02,  4.8586e-03],\n",
      "          [-2.4204e-02,  5.3359e-02, -8.0514e-03]],\n",
      "\n",
      "         [[-2.5525e-02,  2.2803e-02,  5.4515e-02],\n",
      "          [-3.9336e-02, -1.7849e-02, -7.5158e-03],\n",
      "          [ 4.5357e-02,  3.7364e-05,  7.1744e-03]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[-6.4460e-03,  5.9765e-03, -1.4442e-02],\n",
      "          [ 1.1570e-02, -2.9712e-02, -4.1462e-02],\n",
      "          [ 1.7408e-02,  2.0689e-02, -1.3605e-02]],\n",
      "\n",
      "         [[ 1.1428e-02,  4.5692e-02,  1.3242e-02],\n",
      "          [ 2.0223e-04,  1.6392e-02,  2.2778e-02],\n",
      "          [-1.4628e-02,  1.4296e-02, -2.1220e-02]],\n",
      "\n",
      "         [[ 2.2970e-03,  1.0560e-02,  1.2542e-02],\n",
      "          [ 2.0532e-02,  3.2198e-02,  2.3719e-03],\n",
      "          [ 9.0753e-03, -6.9857e-02, -2.1568e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-2.1329e-02, -3.3264e-02, -1.2496e-02],\n",
      "          [-5.4540e-02, -5.9628e-02, -3.2894e-02],\n",
      "          [-1.1168e-01, -7.7688e-02, -4.4105e-02]],\n",
      "\n",
      "         [[ 3.6933e-02,  7.6734e-02,  2.3273e-02],\n",
      "          [ 8.0423e-03,  2.9581e-03, -1.9492e-02],\n",
      "          [-1.8748e-03,  4.7313e-03, -5.0344e-03]],\n",
      "\n",
      "         [[ 1.1961e-02, -3.9427e-03, -3.8052e-02],\n",
      "          [ 3.8302e-02,  1.8323e-02, -9.4390e-03],\n",
      "          [ 1.0566e-01,  3.7180e-02,  3.5613e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 2.9710e-02,  3.9933e-02, -3.7497e-02],\n",
      "          [ 1.7883e-02,  3.2312e-02, -5.6111e-02],\n",
      "          [ 2.8922e-02,  2.4167e-02, -4.5587e-02]],\n",
      "\n",
      "         [[-1.4738e-02, -1.6998e-02, -2.3167e-02],\n",
      "          [ 1.8312e-02,  1.4435e-02,  1.0128e-02],\n",
      "          [-8.3995e-03,  2.5770e-02,  1.8279e-02]],\n",
      "\n",
      "         [[-9.9330e-03, -1.0306e-02,  2.1421e-02],\n",
      "          [-1.8586e-02,  2.9581e-02, -2.1402e-02],\n",
      "          [-3.5347e-03, -4.5555e-03,  2.3416e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.9207e-02,  1.8142e-02, -7.6892e-03],\n",
      "          [ 1.4508e-03,  6.0351e-03, -4.8127e-02],\n",
      "          [-2.2826e-02,  1.1130e-02, -5.7948e-02]],\n",
      "\n",
      "         [[-1.5316e-02,  6.3004e-03,  1.0238e-02],\n",
      "          [-8.6418e-03,  9.5677e-03, -1.4777e-02],\n",
      "          [-1.1661e-02,  2.0997e-02, -9.0492e-03]],\n",
      "\n",
      "         [[ 1.3662e-02, -3.4798e-02, -7.9076e-02],\n",
      "          [ 3.1479e-02, -4.5551e-02, -6.8032e-02],\n",
      "          [ 1.1456e-02, -7.7931e-04,  3.1955e-02]]],\n",
      "\n",
      "\n",
      "        [[[-1.2568e-02,  4.1827e-02,  2.9022e-03],\n",
      "          [-4.5845e-03, -2.7539e-02, -6.8816e-02],\n",
      "          [-1.8876e-02,  2.4114e-02, -6.6025e-02]],\n",
      "\n",
      "         [[ 7.8992e-03,  9.9110e-03,  1.7662e-02],\n",
      "          [ 7.9386e-03,  4.0091e-02,  5.7754e-02],\n",
      "          [ 1.9084e-05,  5.9543e-03,  2.3933e-02]],\n",
      "\n",
      "         [[ 2.9728e-03,  3.1367e-02,  5.5462e-02],\n",
      "          [-4.6684e-02, -4.7291e-03,  5.5887e-03],\n",
      "          [ 7.1148e-03,  1.8440e-02, -2.9187e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.6641e-02, -3.4292e-02, -3.1672e-02],\n",
      "          [-3.1134e-02, -6.4997e-02, -4.0116e-02],\n",
      "          [-7.3938e-02, -4.1429e-02,  3.9716e-02]],\n",
      "\n",
      "         [[ 1.9290e-02, -8.2364e-04,  6.1854e-02],\n",
      "          [ 1.0145e-02,  3.7601e-02, -1.0480e-02],\n",
      "          [-1.6152e-02, -1.2506e-03,  8.5207e-03]],\n",
      "\n",
      "         [[-9.2831e-03,  1.0789e-02, -1.9889e-02],\n",
      "          [ 3.0152e-02, -1.0474e-02,  2.3240e-02],\n",
      "          [ 5.5529e-02,  9.3057e-02,  5.6523e-03]]]])), ('conv2x_2.3.bias', tensor([-1.6052e-05,  4.5099e-05, -9.1285e-06,  4.2681e-06, -2.7946e-05,\n",
      "        -3.8243e-06, -3.0851e-05,  1.6602e-05, -1.7568e-05, -3.7174e-05,\n",
      "        -3.5267e-05, -4.6783e-05, -3.2067e-05, -2.5656e-05, -1.6787e-05,\n",
      "         1.0107e-05, -5.3242e-06, -1.2979e-05,  1.5020e-06, -2.8812e-05,\n",
      "         2.9009e-06, -2.5055e-05,  3.9299e-05, -1.3717e-05,  1.3435e-05,\n",
      "         3.3912e-05, -2.2640e-06,  5.9906e-06, -7.3587e-06, -4.7067e-06,\n",
      "         1.9340e-05,  8.5242e-06, -7.6072e-06, -1.1691e-05,  1.4743e-05,\n",
      "        -4.8820e-06, -2.0432e-05, -2.9362e-06, -2.4345e-06, -3.9521e-05,\n",
      "        -6.7846e-06, -4.0195e-06, -1.1478e-05, -2.4303e-05,  6.6955e-06,\n",
      "        -1.7181e-05, -5.0435e-06,  1.1155e-05,  2.3648e-05,  1.2195e-06,\n",
      "        -5.4541e-06, -8.5291e-06,  1.7555e-05, -6.0816e-06,  2.0901e-05,\n",
      "        -3.8705e-05, -4.9824e-06, -4.3388e-05,  1.1657e-05,  4.4284e-06,\n",
      "        -9.8475e-06,  4.9564e-05, -5.7759e-06, -2.1066e-05])), ('conv2x_2.4.weight', tensor([1.0561, 1.0137, 1.0857, 1.0266, 0.9394, 0.9252, 1.0561, 1.0496, 1.0286,\n",
      "        0.9456, 0.9518, 1.0503, 1.0505, 0.9670, 0.9822, 1.0104, 0.9970, 0.9134,\n",
      "        1.0219, 0.8878, 1.0335, 0.9963, 0.8930, 0.9646, 1.0193, 0.9993, 0.9824,\n",
      "        0.9830, 0.9221, 0.9379, 1.0423, 1.0239, 1.0164, 1.0068, 1.1357, 0.9941,\n",
      "        0.9189, 0.9814, 1.0108, 1.0285, 0.9283, 1.0984, 0.9283, 0.9872, 0.9331,\n",
      "        0.9177, 0.8982, 0.8969, 1.0343, 0.9430, 0.8928, 1.0162, 0.9931, 0.9377,\n",
      "        0.9390, 1.0616, 0.9810, 1.0152, 0.9805, 0.9823, 0.9548, 0.9957, 1.0452,\n",
      "        1.0158])), ('conv2x_2.4.bias', tensor([ 0.0028,  0.0160, -0.0346, -0.0032, -0.0479, -0.0339, -0.0091, -0.0495,\n",
      "         0.0297, -0.0524, -0.0117, -0.0368, -0.0173, -0.0254, -0.0432,  0.0086,\n",
      "        -0.0993, -0.0550, -0.0285, -0.0741, -0.0358, -0.0148, -0.0961, -0.0314,\n",
      "        -0.0545, -0.0273, -0.0337, -0.0004, -0.0628, -0.0514, -0.0216, -0.0866,\n",
      "        -0.0098, -0.0060, -0.0367, -0.0735, -0.0494, -0.0571, -0.0014,  0.0126,\n",
      "        -0.0760, -0.0347, -0.0371, -0.0331, -0.0645, -0.0509, -0.0667, -0.0406,\n",
      "         0.0125, -0.0349, -0.0289, -0.0315,  0.0238, -0.0710, -0.0476,  0.0080,\n",
      "        -0.0219,  0.0193, -0.0377, -0.0695, -0.0326, -0.0159, -0.0318, -0.0394])), ('conv2x_2.4.running_mean', tensor([-0.1646, -0.5502, -0.2368,  1.2608,  0.5316,  0.5203, -0.6050,  0.7186,\n",
      "        -0.4146,  0.7110, -0.2504, -0.6816, -0.1897, -1.3341,  0.3540,  0.6685,\n",
      "         0.9023,  0.8247, -0.4980,  0.9114,  0.0269, -1.5763,  0.3644, -1.0379,\n",
      "         0.1759, -0.3171, -0.8460, -1.0306, -0.0903,  0.2825,  0.2638,  0.9690,\n",
      "        -0.3633, -0.8125,  0.3756,  0.0312,  0.6556, -0.8278, -0.6382,  0.2123,\n",
      "         0.8318,  1.1676,  0.3630, -0.6058,  0.7829,  0.6545,  0.7007,  0.2343,\n",
      "        -0.3638,  0.5048,  0.5576, -0.8219, -1.3899,  0.1303, -1.4397, -0.5635,\n",
      "        -1.2300, -0.6787, -0.9346,  1.2564, -0.3955, -0.8257, -1.0338, -0.0382])), ('conv2x_2.4.running_var', tensor([0.4791, 1.4326, 1.1871, 1.2213, 2.4247, 2.9058, 1.1306, 1.2343, 1.1752,\n",
      "        1.9699, 3.0217, 1.3493, 0.5335, 8.1115, 0.4500, 2.2951, 1.2032, 3.2558,\n",
      "        0.9867, 1.9945, 1.1962, 1.8800, 0.5314, 3.0949, 0.6557, 0.5659, 1.1123,\n",
      "        3.3688, 1.0108, 2.8415, 1.8197, 0.4249, 1.8931, 1.2041, 0.2402, 1.0453,\n",
      "        3.9632, 0.6401, 1.7406, 1.4149, 0.8377, 0.4979, 2.7999, 0.2744, 1.9777,\n",
      "        2.6431, 1.5306, 3.9316, 0.5701, 1.7042, 2.7322, 0.4336, 1.3586, 0.4973,\n",
      "        3.9120, 0.8101, 1.2419, 2.2633, 2.8264, 1.0151, 0.7538, 0.8608, 0.5693,\n",
      "        0.7844])), ('conv2x_2.4.num_batches_tracked', tensor(1321)), ('conv2x_3.0.weight', tensor([[[[-1.4240e-02, -6.0740e-03, -2.9729e-03],\n",
      "          [ 1.5770e-02, -3.5428e-02,  5.8485e-02],\n",
      "          [ 8.2998e-03, -7.1266e-02,  3.3228e-02]],\n",
      "\n",
      "         [[ 3.2128e-02, -1.2698e-02,  3.0744e-02],\n",
      "          [ 1.5372e-02, -8.0735e-03,  7.6663e-03],\n",
      "          [ 5.3988e-02, -7.8399e-03, -1.8241e-02]],\n",
      "\n",
      "         [[ 2.7294e-02,  2.8439e-02,  2.2763e-02],\n",
      "          [ 1.1040e-02,  2.7301e-02, -4.2432e-02],\n",
      "          [ 2.2088e-02, -3.7891e-03, -1.9158e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 4.5200e-02,  2.2541e-03,  2.0628e-02],\n",
      "          [ 1.5368e-02,  1.0372e-02,  3.8904e-02],\n",
      "          [ 1.9721e-02,  5.6563e-02,  3.9354e-02]],\n",
      "\n",
      "         [[ 8.3063e-03, -2.6243e-02,  9.3449e-03],\n",
      "          [-7.3847e-03,  1.3000e-02,  4.0242e-05],\n",
      "          [-1.0296e-03,  2.7480e-04, -1.1158e-03]],\n",
      "\n",
      "         [[ 1.7179e-02,  3.7351e-02,  2.3677e-02],\n",
      "          [ 2.8602e-02,  2.2803e-02,  1.5987e-02],\n",
      "          [-8.1474e-03, -1.4320e-02,  2.9704e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 8.9471e-02,  2.5213e-02, -1.1025e-02],\n",
      "          [ 2.0669e-02,  1.5464e-03,  8.0662e-03],\n",
      "          [ 2.5253e-02, -2.6011e-02,  2.2058e-02]],\n",
      "\n",
      "         [[ 4.4581e-02,  4.9573e-02,  6.0179e-02],\n",
      "          [ 3.8691e-02,  6.1467e-03,  3.3036e-02],\n",
      "          [ 5.5192e-03, -6.1882e-02, -1.8356e-02]],\n",
      "\n",
      "         [[ 8.6724e-03, -4.5721e-02, -3.7580e-02],\n",
      "          [ 2.5109e-02,  6.8944e-03, -2.6315e-02],\n",
      "          [ 6.4897e-03, -4.1649e-03, -4.0763e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-5.1155e-02, -3.1342e-02, -8.8765e-03],\n",
      "          [ 1.5565e-02, -1.2219e-02, -1.8335e-02],\n",
      "          [ 1.4410e-02,  2.6267e-03,  2.1951e-02]],\n",
      "\n",
      "         [[-8.5651e-02, -6.7836e-02, -6.5138e-02],\n",
      "          [-1.3516e-02, -1.9023e-02, -3.2208e-02],\n",
      "          [ 5.1206e-03,  7.9371e-02,  7.2142e-02]],\n",
      "\n",
      "         [[-1.4994e-02, -4.8712e-02, -3.1088e-02],\n",
      "          [ 1.0869e-02,  1.3618e-03,  2.3787e-02],\n",
      "          [-1.2450e-02,  1.4437e-02,  6.0071e-02]]],\n",
      "\n",
      "\n",
      "        [[[-2.6209e-02, -6.6571e-03,  4.0421e-04],\n",
      "          [ 2.4882e-02,  1.0315e-02,  3.7375e-02],\n",
      "          [ 2.4507e-02,  4.7994e-02,  5.7312e-02]],\n",
      "\n",
      "         [[ 1.4821e-02,  4.1740e-02,  1.7709e-02],\n",
      "          [-2.7863e-02, -1.5338e-02,  1.6162e-02],\n",
      "          [ 2.0346e-03,  4.4467e-03,  2.6402e-03]],\n",
      "\n",
      "         [[-2.6105e-02,  5.8131e-04,  2.1914e-02],\n",
      "          [-9.3672e-04,  1.7872e-02, -1.1922e-02],\n",
      "          [ 2.8655e-02, -5.9004e-02, -2.8846e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 8.7641e-02,  1.0517e-02,  2.7927e-02],\n",
      "          [ 5.8291e-02, -1.6649e-02,  3.0991e-02],\n",
      "          [ 9.4045e-02,  2.4789e-03,  4.9144e-02]],\n",
      "\n",
      "         [[ 9.7453e-03, -3.9917e-02, -2.0622e-02],\n",
      "          [ 2.4539e-02,  4.0987e-02,  1.5403e-02],\n",
      "          [ 1.1624e-02,  4.3990e-02,  3.9424e-02]],\n",
      "\n",
      "         [[ 6.1638e-03, -4.0149e-03,  3.5118e-02],\n",
      "          [ 2.2940e-03,  2.8261e-02, -1.6222e-02],\n",
      "          [ 7.1451e-02,  1.7698e-02,  2.5412e-02]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[ 3.7105e-02,  3.5376e-02, -1.8368e-02],\n",
      "          [ 7.4405e-02,  2.1467e-02,  5.5086e-02],\n",
      "          [ 3.8178e-02,  1.5293e-02,  5.8212e-02]],\n",
      "\n",
      "         [[ 1.0408e-03,  4.8687e-03,  1.4796e-02],\n",
      "          [ 1.5166e-02,  3.0705e-02,  4.3978e-02],\n",
      "          [-1.4038e-03,  9.3120e-03,  1.5883e-02]],\n",
      "\n",
      "         [[ 3.1341e-02, -5.0948e-03, -6.7106e-03],\n",
      "          [-3.4733e-02, -1.4731e-02,  3.3783e-03],\n",
      "          [-8.0414e-03, -4.7571e-03, -8.0623e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-3.5927e-02, -5.5837e-02, -1.4739e-02],\n",
      "          [ 2.6890e-03, -1.6130e-02,  1.0949e-02],\n",
      "          [ 3.4898e-02,  5.5734e-02, -1.6386e-03]],\n",
      "\n",
      "         [[-1.5542e-02, -6.6506e-02, -4.3677e-02],\n",
      "          [-3.8798e-02, -2.1818e-02, -2.9246e-03],\n",
      "          [ 1.6612e-02,  4.4456e-02,  4.2548e-03]],\n",
      "\n",
      "         [[ 4.6467e-02, -4.9442e-02,  5.3681e-04],\n",
      "          [ 1.4999e-02, -2.3756e-02,  4.2792e-02],\n",
      "          [ 5.2976e-02,  3.1531e-02,  6.4056e-03]]],\n",
      "\n",
      "\n",
      "        [[[ 1.9858e-02, -4.6884e-02,  1.3921e-02],\n",
      "          [ 1.8857e-02, -1.3374e-02, -3.1405e-02],\n",
      "          [-1.4090e-02, -2.2889e-02,  2.9947e-02]],\n",
      "\n",
      "         [[-1.5751e-02,  3.6847e-02,  6.2824e-02],\n",
      "          [-9.9553e-03,  8.0202e-03,  5.9137e-02],\n",
      "          [-4.6872e-03,  1.8842e-02,  5.0848e-02]],\n",
      "\n",
      "         [[-8.0433e-02,  5.4071e-03,  9.8842e-03],\n",
      "          [ 1.2121e-02,  2.4209e-02,  3.8575e-02],\n",
      "          [ 4.0947e-02,  2.9718e-02,  1.9315e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-2.6623e-02, -2.9953e-02,  5.4967e-02],\n",
      "          [-6.2490e-02, -3.9814e-02,  4.0246e-02],\n",
      "          [-5.7320e-03,  3.2716e-02,  4.0893e-02]],\n",
      "\n",
      "         [[-3.6473e-02, -3.4656e-02,  7.0381e-03],\n",
      "          [-9.7342e-03,  1.8786e-02,  7.1167e-02],\n",
      "          [ 5.7312e-02,  4.9681e-02,  8.0155e-02]],\n",
      "\n",
      "         [[-1.3100e-02, -3.1027e-03,  8.8337e-02],\n",
      "          [-2.6706e-02, -3.7613e-03, -2.9417e-03],\n",
      "          [ 3.3536e-02,  2.8339e-02,  4.4923e-02]]],\n",
      "\n",
      "\n",
      "        [[[-3.5732e-02,  5.2109e-03,  3.8823e-02],\n",
      "          [ 1.2920e-03,  2.5660e-02,  3.6394e-02],\n",
      "          [-3.0594e-02,  6.1480e-02,  9.6431e-03]],\n",
      "\n",
      "         [[ 1.0410e-02,  1.2872e-02,  5.8270e-02],\n",
      "          [-1.1923e-02,  1.8989e-03,  3.7999e-02],\n",
      "          [ 2.9015e-02, -4.8862e-02, -2.9748e-02]],\n",
      "\n",
      "         [[ 5.8512e-02, -9.3296e-03,  1.1792e-02],\n",
      "          [ 2.9386e-02,  8.4767e-03,  1.0515e-02],\n",
      "          [ 1.7594e-02, -1.3694e-02, -1.1534e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 5.0636e-03,  1.8007e-02,  3.2857e-02],\n",
      "          [-2.3602e-02, -3.2668e-02, -1.4422e-02],\n",
      "          [ 3.5320e-02,  3.0617e-02,  2.0319e-03]],\n",
      "\n",
      "         [[-5.4639e-02, -1.9171e-02,  3.5672e-02],\n",
      "          [-2.5248e-03, -2.2187e-02,  9.8959e-03],\n",
      "          [ 2.0100e-02,  1.3839e-02,  2.3630e-03]],\n",
      "\n",
      "         [[-3.0078e-03,  3.8665e-02,  5.3011e-02],\n",
      "          [ 2.6778e-02,  9.6681e-03, -1.2373e-02],\n",
      "          [ 1.3005e-02,  2.1433e-02,  4.1540e-03]]]])), ('conv2x_3.0.bias', tensor([-1.1958e-06, -2.0193e-06, -2.6997e-05,  1.2748e-05, -5.3024e-07,\n",
      "         9.3833e-06, -2.3346e-06, -8.6395e-06, -6.1890e-06,  3.5004e-07,\n",
      "        -5.7371e-06, -4.9826e-06,  1.3583e-06,  2.1412e-06, -8.1881e-08,\n",
      "         1.3851e-05, -1.4037e-06,  7.2265e-06,  4.8022e-07, -2.6335e-05,\n",
      "         6.3276e-06, -2.0925e-06, -3.8269e-06,  5.8457e-08,  1.3730e-05,\n",
      "        -6.9547e-07, -2.8392e-06,  8.8124e-06, -8.2345e-07, -8.7725e-06,\n",
      "        -1.4676e-05,  2.0758e-05,  1.5069e-05, -1.5540e-05,  7.4414e-06,\n",
      "         5.6701e-06, -1.4942e-05, -5.6190e-06, -6.0923e-06,  6.1272e-06,\n",
      "        -3.8552e-06, -7.4753e-07, -8.9378e-06, -7.9376e-06, -1.0638e-05,\n",
      "        -6.7413e-06, -3.6511e-06,  3.6211e-06,  1.3097e-05, -1.6669e-05,\n",
      "         2.6315e-06, -4.4693e-06,  2.2350e-06, -1.0684e-07, -1.7423e-06,\n",
      "        -9.9773e-08, -9.3384e-06,  3.6685e-06, -6.3089e-07,  3.0211e-06,\n",
      "        -1.1597e-05, -9.3058e-06,  1.4661e-07,  3.1110e-06,  2.3782e-06,\n",
      "         1.5905e-05,  8.3996e-08,  2.9486e-06, -8.8449e-06,  1.7359e-07,\n",
      "        -4.2360e-06, -1.7311e-07, -1.3388e-05,  5.2712e-06, -4.2783e-06,\n",
      "        -3.1083e-06, -9.0743e-06,  6.7923e-06,  3.6743e-06,  1.9915e-06,\n",
      "         1.3554e-05,  7.4067e-06,  1.4410e-06, -1.2306e-06, -1.3665e-05,\n",
      "         2.5629e-05,  3.9211e-06, -5.2882e-06, -5.6180e-06,  2.2157e-06,\n",
      "         5.0996e-06, -1.0516e-06,  4.5958e-06,  2.0354e-06,  2.2629e-06,\n",
      "        -2.5098e-05, -7.0252e-06, -2.6117e-05, -1.5887e-06, -1.1687e-06,\n",
      "        -3.8564e-07,  1.5387e-07,  3.5866e-06,  9.2898e-06, -5.1798e-06,\n",
      "         1.0474e-05,  2.3918e-06, -4.8722e-06, -1.6590e-06, -2.7399e-06,\n",
      "         3.4245e-06,  9.9141e-06,  9.1786e-06,  1.0592e-05, -8.3188e-06,\n",
      "         4.0248e-07,  7.6431e-07,  3.5921e-06, -1.1718e-07, -4.7713e-06,\n",
      "         1.7965e-06, -9.4429e-08,  1.2554e-05, -3.7029e-06,  1.1115e-05,\n",
      "        -1.9577e-06, -4.1452e-07, -5.8993e-06])), ('conv2x_3.1.weight', tensor([0.9142, 0.9385, 0.9235, 1.0032, 0.9961, 0.9356, 0.9502, 1.0442, 0.9627,\n",
      "        0.9988, 0.9444, 0.9528, 0.9802, 1.0237, 0.9671, 0.9324, 0.9812, 1.1008,\n",
      "        0.9728, 0.9761, 0.9790, 0.9837, 0.9478, 0.9558, 1.0121, 0.9421, 0.9619,\n",
      "        0.9584, 1.0109, 1.0358, 0.9425, 0.9435, 1.0191, 0.9577, 0.9642, 1.0099,\n",
      "        0.9129, 1.0663, 0.9418, 0.9902, 0.9185, 0.9071, 0.9529, 0.9312, 1.0584,\n",
      "        1.0426, 0.9748, 1.1923, 0.8751, 1.1264, 0.9721, 1.0366, 1.0366, 1.0760,\n",
      "        1.0180, 0.9749, 0.9621, 1.0390, 0.9612, 0.9805, 1.0375, 0.9765, 0.9215,\n",
      "        1.0335, 1.0581, 0.8981, 1.0023, 0.9835, 1.0740, 1.0278, 1.0297, 0.9643,\n",
      "        0.9557, 1.0216, 0.9269, 1.0339, 1.0103, 0.9995, 0.9897, 0.9637, 1.0270,\n",
      "        1.0513, 1.1050, 0.9698, 1.0354, 1.0249, 1.0505, 0.9309, 0.9434, 0.9944,\n",
      "        0.9286, 0.9675, 0.9743, 0.9891, 0.9724, 1.0389, 1.0403, 0.9649, 0.9627,\n",
      "        0.9222, 1.0283, 0.9421, 0.9899, 0.9440, 0.9916, 1.0282, 0.9969, 1.0174,\n",
      "        1.0598, 0.9600, 1.0244, 1.0115, 0.9496, 0.9439, 0.9643, 0.9332, 0.9911,\n",
      "        0.9957, 0.9568, 0.9303, 1.0072, 1.0183, 0.9849, 0.9994, 0.9559, 0.9356,\n",
      "        1.0335, 0.9012])), ('conv2x_3.1.bias', tensor([-0.0565, -0.0378, -0.0566, -0.0064, -0.0363, -0.0428, -0.0583, -0.0561,\n",
      "        -0.0937, -0.0310, -0.0563, -0.0360, -0.0047, -0.0483, -0.0383, -0.0505,\n",
      "        -0.0268, -0.0451, -0.0274, -0.0409, -0.0136, -0.0151, -0.0343, -0.0367,\n",
      "         0.0018, -0.0298, -0.0445, -0.0449, -0.0712, -0.0013, -0.0494, -0.0526,\n",
      "        -0.0138, -0.0149, -0.0346, -0.0332, -0.0703, -0.0011, -0.0476, -0.0300,\n",
      "        -0.0432, -0.0684, -0.0387, -0.0815,  0.0195, -0.0469, -0.0184,  0.0124,\n",
      "        -0.0683, -0.1006, -0.0382, -0.0236, -0.0130, -0.0284, -0.0627, -0.0396,\n",
      "        -0.0268, -0.0011, -0.0407, -0.0361, -0.0476, -0.0466, -0.0731, -0.0082,\n",
      "        -0.0227, -0.0314, -0.0073, -0.0465, -0.0596, -0.0403, -0.0578, -0.0238,\n",
      "        -0.0428, -0.0208, -0.0433, -0.0398,  0.0062, -0.0223, -0.0596, -0.0306,\n",
      "        -0.0157, -0.0422, -0.0064, -0.0176, -0.0149, -0.0528, -0.0435, -0.0917,\n",
      "        -0.0405, -0.0342, -0.0488, -0.0099, -0.0113,  0.0018, -0.0072, -0.0751,\n",
      "        -0.0422, -0.0170, -0.0411, -0.0786, -0.0297, -0.0224, -0.0661, -0.0718,\n",
      "        -0.0297, -0.0336, -0.0157, -0.0518, -0.0229, -0.0595, -0.0466, -0.0212,\n",
      "        -0.0390, -0.0439, -0.0382, -0.0747, -0.0723, -0.0793, -0.0404, -0.0360,\n",
      "        -0.0715,  0.0173, -0.0199,  0.0048, -0.0423, -0.0431, -0.0311, -0.0635])), ('conv2x_3.1.running_mean', tensor([ 2.3291,  1.4802,  2.2820, -0.5080, -0.8758,  2.4120, -1.2553,  0.1081,\n",
      "        -1.0627, -1.4372, -2.5632, -2.4945, -0.5776,  0.6847, -1.5261,  2.4060,\n",
      "         0.3343,  0.5349, -2.1633,  1.8928,  1.5955, -1.6256,  1.5048,  2.5169,\n",
      "         0.1297,  3.3351, -2.0087, -1.8484,  1.2078,  0.3560, -2.6172,  2.0729,\n",
      "        -1.0709, -2.1907, -2.3228, -2.0293,  3.0634, -2.4448,  3.3033, -0.7086,\n",
      "         2.6769,  2.2133, -1.7748, -1.9802,  0.5917, -0.7811, -1.8457,  0.6752,\n",
      "         1.6668,  0.0581,  0.6497,  1.2878, -1.7225, -0.0440,  1.8252,  1.7567,\n",
      "         0.8693,  0.5588, -2.1054, -1.1747,  1.4400,  2.0302, -2.0987, -2.2105,\n",
      "         0.3375,  0.6303,  0.9139, -1.6937,  0.7874, -0.3637,  0.5395, -2.8389,\n",
      "         3.1356,  1.1094,  2.3796,  0.8663,  0.7819,  0.8840, -0.2004,  2.7371,\n",
      "        -1.4213, -0.6097,  1.3492, -1.0205, -0.5087,  1.6741,  0.3050, -1.0920,\n",
      "         2.6511,  4.4908, -1.9633, -2.3915, -0.9158, -0.0419, -1.7916,  0.0839,\n",
      "         0.3316, -0.9441, -0.0238, -2.0225,  3.0145,  1.6474,  1.9842,  2.1598,\n",
      "         1.9934,  2.6679, -1.5044, -0.4875,  0.4723, -1.8951,  3.3835,  0.4372,\n",
      "         0.6282,  0.8334, -2.3861,  3.1519,  2.6781,  1.2563,  0.9529,  2.5710,\n",
      "         0.8900,  0.9157,  1.4502, -0.2056, -1.8180,  2.5416,  3.0916,  1.9081])), ('conv2x_3.1.running_var', tensor([ 3.5338,  2.5600,  2.3281,  1.1740,  1.4217,  2.0321,  1.9724,  0.6786,\n",
      "         0.6725,  1.7631, 11.0991, 19.4464,  4.6384,  1.6040,  3.5872,  3.1686,\n",
      "         2.0697,  0.8021, 12.5417,  2.6312,  1.9247,  2.8686,  2.1501,  7.0427,\n",
      "         1.4355,  4.0787,  3.2776,  5.7943,  2.0861,  0.8916,  9.0413,  3.2254,\n",
      "         1.0647,  6.0884,  7.8723,  1.0055,  6.3869,  2.2313,  4.7943,  3.3448,\n",
      "         6.6666,  2.7745, 16.4118,  1.0710,  0.8960,  1.7521, 12.7563,  0.7353,\n",
      "         1.5377,  1.0062,  1.5755,  1.8863,  2.5803,  0.9216,  3.0618,  2.7007,\n",
      "         1.4981,  1.1299,  6.2991,  3.6715,  1.9207,  4.6470,  9.9030,  2.3589,\n",
      "         0.6491,  2.4607,  2.4969,  3.7315,  0.8746,  1.8266,  0.9503, 13.3933,\n",
      "         5.8495,  0.7754,  4.7805,  1.3435,  0.7092,  0.9788,  0.7039,  4.5706,\n",
      "         2.6914,  1.2049,  1.6661,  3.7219,  2.0546,  1.6820,  1.9584,  1.5210,\n",
      "         5.2496,  3.1884, 15.2894, 15.8836,  3.4822,  3.5023, 12.5109,  1.1406,\n",
      "         0.9873,  3.5015,  4.5883,  1.5765,  3.0935,  2.4763,  1.0999,  4.3579,\n",
      "         1.5586,  2.1337,  1.3595,  1.3771,  0.9557,  2.9349,  2.5492,  1.5396,\n",
      "         0.8359,  2.8747, 12.8835,  3.0339,  3.3817,  1.3853,  1.1199,  4.0207,\n",
      "         1.4246,  3.2761,  1.9934,  3.5911,  6.7846,  5.0192,  3.0014,  1.3203])), ('conv2x_3.1.num_batches_tracked', tensor(1321)), ('conv2x_3.3.weight', tensor([[[[-5.1636e-03, -3.9194e-02, -3.5046e-02],\n",
      "          [ 1.6713e-02, -1.8903e-02, -2.5567e-02],\n",
      "          [ 2.2455e-03,  3.2593e-03, -2.6794e-02]],\n",
      "\n",
      "         [[ 2.3505e-02,  2.6104e-03,  4.6572e-02],\n",
      "          [ 1.7262e-02,  8.6723e-03, -1.4491e-02],\n",
      "          [-1.6034e-02, -9.8271e-03,  2.8003e-02]],\n",
      "\n",
      "         [[-3.8060e-02, -2.3686e-02,  1.4019e-03],\n",
      "          [ 5.8195e-03, -1.7649e-02, -3.0746e-02],\n",
      "          [ 4.2713e-02, -1.4588e-02, -5.0773e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.5736e-02, -1.1999e-02,  2.1501e-02],\n",
      "          [ 4.1230e-03, -6.9996e-03,  3.9385e-02],\n",
      "          [-2.9205e-02, -1.8729e-02,  4.8683e-02]],\n",
      "\n",
      "         [[-4.1317e-02, -2.3824e-02, -8.0482e-02],\n",
      "          [-5.3504e-02, -3.0677e-02, -5.2352e-02],\n",
      "          [-1.5658e-02,  7.0071e-04, -5.9579e-02]],\n",
      "\n",
      "         [[ 5.3620e-02,  8.7526e-03, -1.6719e-02],\n",
      "          [-1.9890e-02, -1.7195e-03,  3.6884e-03],\n",
      "          [ 9.5191e-03, -1.0266e-03,  1.1347e-03]]],\n",
      "\n",
      "\n",
      "        [[[-6.2746e-02, -1.0710e-02, -9.5488e-03],\n",
      "          [ 2.1841e-02, -2.8443e-02,  6.5861e-03],\n",
      "          [-2.7393e-02, -9.6571e-03, -2.8532e-03]],\n",
      "\n",
      "         [[-1.9963e-02, -4.5468e-02, -2.4118e-02],\n",
      "          [-4.8433e-02, -3.8587e-02,  5.3274e-03],\n",
      "          [-3.9941e-02, -3.6570e-03, -3.2686e-02]],\n",
      "\n",
      "         [[-6.2461e-02, -3.5614e-02,  5.6435e-03],\n",
      "          [-2.1919e-02,  7.0329e-03, -9.3126e-03],\n",
      "          [-1.6425e-02,  2.8230e-02, -8.2686e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-2.8938e-02,  1.8536e-03, -2.9988e-02],\n",
      "          [-2.3076e-02, -1.2437e-02, -2.1881e-02],\n",
      "          [ 4.6562e-03, -3.4138e-03, -2.9099e-02]],\n",
      "\n",
      "         [[-4.8711e-02, -4.3298e-02,  1.2114e-04],\n",
      "          [ 4.2304e-02,  2.5703e-02, -2.3072e-02],\n",
      "          [-4.6897e-03,  1.6332e-02, -2.0132e-02]],\n",
      "\n",
      "         [[-5.8285e-02, -7.5360e-02, -3.6600e-02],\n",
      "          [ 1.6479e-02, -4.0155e-03,  1.5308e-02],\n",
      "          [-3.4961e-02, -3.9571e-02,  2.2211e-02]]],\n",
      "\n",
      "\n",
      "        [[[-8.8200e-03, -9.6407e-02, -1.0905e-02],\n",
      "          [ 1.3839e-02,  2.4619e-02,  3.3446e-02],\n",
      "          [-3.2121e-03,  6.3883e-03,  3.4339e-03]],\n",
      "\n",
      "         [[-2.9521e-02, -5.6199e-03,  8.1718e-03],\n",
      "          [ 3.1511e-02,  2.1337e-02, -2.6587e-02],\n",
      "          [ 1.2294e-02, -1.6062e-04,  1.3117e-02]],\n",
      "\n",
      "         [[-3.1916e-02, -3.7142e-02,  9.8648e-03],\n",
      "          [-4.9663e-02,  4.0161e-02,  4.7718e-02],\n",
      "          [ 5.7840e-04,  1.9842e-02,  3.3612e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.9225e-02,  4.6835e-03, -1.0650e-02],\n",
      "          [-2.1339e-02,  1.5656e-02,  2.7405e-03],\n",
      "          [-2.7108e-03,  2.1407e-02, -6.2678e-02]],\n",
      "\n",
      "         [[-9.0236e-03, -1.1961e-02,  4.4310e-04],\n",
      "          [ 2.8730e-02,  5.4313e-02,  3.4369e-02],\n",
      "          [ 1.9481e-02,  3.1310e-02,  1.3183e-02]],\n",
      "\n",
      "         [[-1.2180e-02, -2.1176e-02, -1.4545e-02],\n",
      "          [-1.7151e-02,  3.7887e-03,  4.2297e-02],\n",
      "          [ 3.6286e-02,  1.2743e-02, -4.4392e-03]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[-5.5671e-02, -4.5406e-02, -1.8779e-02],\n",
      "          [-5.6281e-03,  2.8760e-02, -1.3975e-02],\n",
      "          [ 2.3035e-02, -1.1261e-02, -4.6405e-02]],\n",
      "\n",
      "         [[-6.5647e-02, -4.0917e-02, -3.8475e-03],\n",
      "          [-3.6564e-03,  1.5944e-02, -2.9659e-02],\n",
      "          [-2.9951e-02, -1.7936e-02, -2.4845e-02]],\n",
      "\n",
      "         [[-3.6216e-02,  1.3996e-02, -2.1643e-02],\n",
      "          [ 7.9441e-03, -1.1534e-02, -4.6716e-02],\n",
      "          [-1.9528e-02,  1.1344e-02, -2.0072e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-2.4230e-02, -4.6496e-02, -1.3305e-02],\n",
      "          [ 4.7096e-03, -1.9928e-02, -2.5895e-02],\n",
      "          [-3.8123e-02, -1.7864e-02, -1.5508e-02]],\n",
      "\n",
      "         [[-2.9991e-03, -1.5406e-02, -2.1051e-02],\n",
      "          [-5.5786e-02, -2.5144e-02,  2.8970e-02],\n",
      "          [-9.7636e-03, -3.5917e-02, -4.9873e-03]],\n",
      "\n",
      "         [[-2.9636e-02, -1.4252e-03, -2.4007e-02],\n",
      "          [ 5.2748e-03,  2.0194e-02, -1.9194e-02],\n",
      "          [ 2.1225e-02,  3.2521e-03,  1.7258e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 6.1462e-04,  6.4005e-03, -1.8506e-02],\n",
      "          [-1.9880e-02, -1.3046e-02, -2.8610e-03],\n",
      "          [-5.0151e-03,  3.3809e-03, -4.8569e-02]],\n",
      "\n",
      "         [[-1.8699e-02, -7.3278e-02, -2.3257e-03],\n",
      "          [-2.3374e-02, -3.2638e-02, -3.1697e-02],\n",
      "          [-1.7018e-02, -1.3356e-02, -1.5575e-02]],\n",
      "\n",
      "         [[ 1.4271e-03,  7.6699e-03,  2.3419e-02],\n",
      "          [-5.7346e-05, -1.4023e-02,  2.0527e-02],\n",
      "          [ 2.1583e-02, -9.2679e-03,  9.6732e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.2817e-02,  6.1494e-03, -2.4396e-02],\n",
      "          [-3.8543e-03, -2.2815e-02,  5.6088e-03],\n",
      "          [-1.0432e-02, -3.0724e-02, -1.5290e-02]],\n",
      "\n",
      "         [[-2.3418e-02, -1.1106e-03,  3.0674e-03],\n",
      "          [-1.1976e-02, -8.2367e-03,  1.5376e-03],\n",
      "          [-4.9294e-03,  1.1837e-03,  2.7031e-03]],\n",
      "\n",
      "         [[-2.6714e-02, -4.4341e-02,  8.9047e-04],\n",
      "          [-2.4177e-02, -1.7806e-02, -1.5409e-02],\n",
      "          [-1.4935e-02, -3.4005e-02,  4.3895e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 8.0499e-03, -2.9155e-02, -4.7473e-02],\n",
      "          [ 1.9207e-02,  7.9082e-04,  4.4055e-03],\n",
      "          [ 9.0188e-04,  7.4982e-03, -3.5240e-02]],\n",
      "\n",
      "         [[ 2.8510e-02,  1.0366e-02,  3.6676e-02],\n",
      "          [ 3.9567e-02,  1.0062e-02,  4.3886e-03],\n",
      "          [ 3.4195e-02,  2.0787e-02,  1.4891e-02]],\n",
      "\n",
      "         [[ 9.7092e-03,  6.1413e-03,  4.6429e-03],\n",
      "          [ 3.2080e-02, -2.3731e-03,  3.1948e-03],\n",
      "          [ 4.2456e-02,  2.4711e-02,  1.9686e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-2.0744e-03,  9.1685e-03,  2.4617e-03],\n",
      "          [ 4.7501e-02, -6.0351e-02, -1.8744e-02],\n",
      "          [ 3.4234e-02, -4.7280e-02, -4.1152e-02]],\n",
      "\n",
      "         [[-4.0375e-03, -2.1158e-02, -1.8517e-02],\n",
      "          [-1.0072e-02, -1.3533e-02, -3.4689e-02],\n",
      "          [-2.0732e-02,  3.9328e-03, -2.2265e-02]],\n",
      "\n",
      "         [[ 1.0612e-02, -9.8684e-03, -2.1367e-02],\n",
      "          [-1.5379e-02,  3.2140e-03, -1.7022e-02],\n",
      "          [-1.0786e-02,  1.8318e-03, -3.5915e-02]]]])), ('conv2x_3.3.bias', tensor([-4.3219e-06,  1.6697e-07, -5.2096e-06, -7.6776e-06, -7.5184e-06,\n",
      "        -5.3354e-06,  2.0515e-06,  5.1716e-06,  2.9956e-07,  8.3134e-07,\n",
      "         6.3369e-06, -2.6644e-06, -7.8660e-07,  4.5115e-06, -5.1844e-06,\n",
      "        -3.4420e-07,  2.4862e-06, -2.6012e-06, -4.5110e-07, -7.6020e-06,\n",
      "        -4.0795e-06,  6.3363e-06, -1.2547e-05, -6.4295e-06, -1.2552e-06,\n",
      "        -4.7348e-06, -5.9274e-06,  1.1312e-05, -1.6483e-07,  8.4695e-06,\n",
      "        -4.5269e-06,  6.0240e-06, -1.0275e-05, -3.7481e-06,  1.1149e-05,\n",
      "        -1.9825e-06,  1.6225e-05, -4.6182e-06,  9.0884e-06, -1.4431e-05,\n",
      "        -7.5756e-06,  8.0152e-06,  6.7049e-06, -5.4604e-06,  1.7090e-07,\n",
      "        -3.0012e-06, -4.0845e-07, -1.1321e-06, -2.3047e-06,  1.1639e-05,\n",
      "         1.9079e-06,  1.7242e-06, -5.2137e-06,  4.8033e-07, -1.6035e-05,\n",
      "         8.9504e-07,  3.1982e-07,  3.1307e-06,  5.6147e-06,  5.6745e-07,\n",
      "         9.8488e-06,  1.2710e-06, -3.7031e-07, -1.9959e-06, -4.9811e-07,\n",
      "         7.8374e-06,  8.0954e-07,  9.5586e-07,  1.8137e-07,  4.8549e-06,\n",
      "        -1.4724e-05, -3.0611e-06, -3.9159e-08,  2.6148e-06,  1.0657e-05,\n",
      "         4.6307e-06, -6.5942e-06,  1.9990e-05, -8.9615e-06, -1.4970e-07,\n",
      "         1.1497e-05, -3.4710e-06,  1.1291e-05,  1.2373e-06,  7.3435e-07,\n",
      "        -9.6049e-07,  1.5133e-06,  1.7993e-06,  2.8093e-06,  2.9577e-06,\n",
      "         7.3528e-06, -1.4577e-05,  2.8596e-06, -4.4368e-06, -4.1068e-06,\n",
      "        -9.1906e-06, -1.4999e-06, -3.4796e-06,  3.0017e-06, -1.3761e-05,\n",
      "         3.5469e-06,  5.7383e-06,  1.2239e-05, -3.3355e-06, -3.2394e-07,\n",
      "         6.7518e-06, -1.2824e-06,  2.7315e-06, -2.6062e-06, -2.2167e-06,\n",
      "         2.7842e-06, -1.1003e-05, -1.4586e-05, -5.1199e-06,  1.0751e-05,\n",
      "         8.8266e-06,  6.8045e-06, -3.6465e-06, -8.2196e-06,  5.9487e-06,\n",
      "         8.3147e-07,  6.5413e-07, -1.0190e-05, -6.7593e-06, -3.2088e-06,\n",
      "         1.1631e-05,  1.8088e-06,  1.8445e-06])), ('conv2x_3.4.weight', tensor([0.9857, 1.0019, 1.0398, 0.9673, 0.9791, 1.0369, 1.0103, 0.9790, 0.9689,\n",
      "        1.1411, 0.9937, 0.9861, 1.0672, 0.9829, 0.9572, 1.0267, 1.0136, 1.0182,\n",
      "        0.9956, 0.9855, 0.9726, 1.0142, 0.9678, 0.9733, 1.0046, 1.0003, 0.9921,\n",
      "        0.9982, 0.9835, 0.9560, 0.9968, 1.0395, 1.0166, 1.0108, 1.0064, 0.9596,\n",
      "        1.0186, 1.0296, 0.9895, 0.9949, 0.9877, 0.9982, 0.9719, 1.0231, 1.0144,\n",
      "        0.9613, 0.9719, 1.0339, 0.9842, 0.9921, 0.9827, 1.0006, 1.0104, 0.9870,\n",
      "        1.0623, 1.0133, 1.1273, 1.0131, 1.0054, 0.9876, 1.0100, 0.9767, 0.9971,\n",
      "        1.0090, 1.0119, 0.9852, 0.9836, 0.9833, 0.9878, 0.9902, 0.9740, 1.0086,\n",
      "        0.9827, 0.9687, 0.9821, 0.9954, 1.0920, 0.9768, 1.0121, 1.0411, 1.0149,\n",
      "        0.9866, 1.0012, 0.9861, 0.9686, 0.9883, 0.9686, 1.0486, 1.0596, 1.0804,\n",
      "        0.9872, 0.9914, 0.9824, 0.9994, 1.0030, 0.9748, 1.0762, 0.9990, 0.9874,\n",
      "        0.9669, 0.9879, 0.9964, 0.9793, 1.0225, 1.0132, 0.9860, 1.0375, 0.9676,\n",
      "        0.9341, 1.0241, 1.1130, 1.0344, 1.0963, 1.0699, 1.0379, 0.9776, 1.0447,\n",
      "        0.9814, 0.9618, 0.9809, 0.9974, 0.9740, 1.0288, 1.0230, 0.9984, 0.9915,\n",
      "        0.9732, 0.9730])), ('conv2x_3.4.bias', tensor([-0.0102,  0.0163,  0.0287, -0.0747, -0.0443, -0.0527, -0.0232, -0.0321,\n",
      "        -0.0319, -0.0059, -0.0261,  0.0063, -0.0590, -0.0457, -0.0669, -0.0556,\n",
      "        -0.0081, -0.0352,  0.0065, -0.0358, -0.0808, -0.0143, -0.0627, -0.0164,\n",
      "        -0.0360,  0.0029, -0.0092,  0.0095, -0.0103, -0.0687, -0.0228, -0.0422,\n",
      "         0.0327,  0.0408, -0.0761, -0.0367, -0.0002, -0.0391, -0.0482, -0.0595,\n",
      "        -0.0578, -0.0192, -0.0133, -0.0572, -0.0285,  0.0095,  0.0074, -0.0944,\n",
      "        -0.0424, -0.0182, -0.0287, -0.0275,  0.0196, -0.0362, -0.0182, -0.0223,\n",
      "         0.0418, -0.0450, -0.0552, -0.0227, -0.0014, -0.0442, -0.0392, -0.0252,\n",
      "        -0.0093, -0.0333, -0.0090, -0.0442, -0.0190, -0.0435, -0.0940, -0.0210,\n",
      "        -0.0310, -0.0381, -0.0095,  0.0047, -0.0362, -0.0521, -0.0964,  0.0091,\n",
      "        -0.0722,  0.0082, -0.0086, -0.0204, -0.0673,  0.0102, -0.0288, -0.0357,\n",
      "         0.0110, -0.0076, -0.0070, -0.0297, -0.0484,  0.0048,  0.0094, -0.0474,\n",
      "         0.0290, -0.0634, -0.0251, -0.0010, -0.0440, -0.0101, -0.0061, -0.0270,\n",
      "        -0.0087, -0.0371, -0.0521, -0.0389, -0.0345, -0.0434, -0.0331, -0.0218,\n",
      "         0.0045, -0.0093,  0.0088, -0.0491, -0.0350,  0.0046, -0.0275, -0.0167,\n",
      "        -0.0093, -0.0341, -0.0172, -0.0247,  0.0012,  0.0153, -0.0326, -0.0357])), ('conv2x_3.4.running_mean', tensor([-1.1619, -2.9219, -1.7030,  1.7603,  1.6851,  1.3448,  2.2525,  2.1926,\n",
      "        -2.3890,  0.6843,  3.2752, -0.2424, -0.1603,  3.5265,  1.7101,  0.3596,\n",
      "         0.6251,  0.6554, -2.9991,  3.6654,  2.4863, -1.0349,  0.6646,  3.1280,\n",
      "         2.0365, -1.4525, -2.3486, -2.2655,  2.2612,  2.7902,  1.5033,  2.1022,\n",
      "        -1.2252, -1.4610,  2.8116, -2.2977, -1.8680,  1.2108,  2.4065,  1.4029,\n",
      "         2.8996,  1.7269, -3.0917,  2.4328,  0.2263, -2.7142, -2.0797, -0.3199,\n",
      "         2.6167, -2.1050, -1.3838, -2.6081,  1.4332,  3.1770,  0.2750,  1.5406,\n",
      "        -1.5243,  2.2044,  1.8734,  3.6146, -1.6880,  2.6435, -2.0998, -1.9042,\n",
      "         1.2481, -2.2149, -2.4391,  2.6502,  3.5029,  0.1251,  2.3497,  1.0642,\n",
      "         1.6561,  2.7757, -2.3723,  1.8013,  3.1856,  3.4583,  2.9789, -0.5999,\n",
      "         0.1887, -3.1653, -0.2456,  0.2067,  1.8395, -0.8104,  2.7536,  1.3108,\n",
      "        -0.8303,  0.3392, -2.6818,  1.5037, -1.3939, -1.3195, -2.8334,  0.9405,\n",
      "        -3.5889,  1.3764, -0.1966, -2.2270,  2.7596, -1.8040, -2.3438,  0.3343,\n",
      "        -1.0783,  2.5902,  0.0160, -2.7633,  0.4191,  1.1149,  0.5275,  0.5332,\n",
      "         0.2648, -0.0917, -0.1274,  0.2378,  0.7763, -3.7145, -1.5306,  2.5516,\n",
      "         2.5804, -1.6171, -0.2918,  0.4481, -0.0728, -3.3902, -2.2555, -1.2748])), ('conv2x_3.4.running_var', tensor([ 2.4852,  9.7560,  2.3404,  1.6567,  2.8506,  2.0615, 13.2447,  1.6516,\n",
      "         5.9132,  1.3657,  8.1472,  2.3808,  1.2012,  7.9775,  2.7476,  1.9196,\n",
      "         1.3354,  2.6173,  9.3608,  8.5788,  2.1432,  1.5236,  1.4636, 12.7232,\n",
      "         1.4990,  4.2559, 13.9090,  5.6833, 16.0481,  4.5917,  5.7982,  1.3572,\n",
      "         4.5686,  2.6110,  1.4984,  7.6316,  1.4960,  2.0971,  5.3525,  1.6926,\n",
      "         3.7538,  2.5667,  8.2990,  2.7972,  1.3839, 11.4209,  9.8628,  1.6597,\n",
      "         4.2686,  5.0216,  3.2348,  2.6961, 10.4171, 13.2389,  1.2200,  1.4425,\n",
      "         1.8380,  1.1190,  2.3088,  5.9600,  3.2032,  8.2505,  2.1304,  2.2837,\n",
      "         1.1933,  2.5945,  6.6980,  1.9956,  9.7999,  1.1444,  1.9283,  1.3065,\n",
      "        12.9868,  4.8439, 10.5988,  9.3615,  1.9925,  1.8380,  1.2507,  1.8480,\n",
      "         1.5830, 12.5125,  2.0985,  3.7862,  1.7175,  4.2363,  5.1905,  1.3852,\n",
      "         2.4792,  1.3714, 12.2956, 10.9154,  1.6420,  2.6521, 13.0102,  2.1906,\n",
      "         2.6601,  2.7224,  2.6593,  9.4563,  5.8907,  5.1999, 10.6612,  1.1145,\n",
      "         2.7306,  5.8157,  1.9909,  6.2550,  2.1638,  3.2013,  1.7285,  0.6693,\n",
      "         1.7776,  1.9075,  1.7442,  2.2303,  2.9114, 15.8570,  3.9448,  9.4472,\n",
      "        13.9591,  5.8507,  0.7797,  2.2766,  1.4323,  7.9933,  7.7162,  0.5804])), ('conv2x_3.4.num_batches_tracked', tensor(1321)), ('conv2x_4.0.weight', tensor([[[[-8.8207e-03, -2.1856e-02,  7.3076e-03],\n",
      "          [ 6.4579e-03,  6.8730e-03,  1.4267e-02],\n",
      "          [-7.7181e-03, -2.9389e-03,  4.4278e-02]],\n",
      "\n",
      "         [[-5.7992e-02, -9.4565e-03, -2.0560e-02],\n",
      "          [-2.0767e-02,  2.4048e-02,  1.3600e-02],\n",
      "          [ 9.9721e-03,  1.1715e-02,  2.9900e-02]],\n",
      "\n",
      "         [[-5.2097e-02, -4.6698e-03,  2.7362e-02],\n",
      "          [-1.5845e-02,  7.8208e-02,  5.8313e-02],\n",
      "          [-5.9470e-03,  3.8646e-02,  5.7559e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-6.3425e-02, -3.9580e-02, -4.5261e-02],\n",
      "          [-2.5313e-02, -3.1570e-03, -2.9082e-02],\n",
      "          [ 6.1883e-03, -2.3908e-02, -3.7359e-03]],\n",
      "\n",
      "         [[ 6.3439e-02,  1.7949e-02, -6.3393e-03],\n",
      "          [ 1.6421e-02,  6.3838e-02,  1.6103e-02],\n",
      "          [ 2.9037e-02,  3.2312e-03, -4.4565e-02]],\n",
      "\n",
      "         [[-9.1475e-02, -6.8650e-02, -3.6566e-02],\n",
      "          [-1.8040e-02, -9.2489e-04, -1.9401e-02],\n",
      "          [ 1.2508e-02,  5.0249e-03, -3.9150e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 8.5048e-03, -3.0902e-03, -3.3481e-03],\n",
      "          [ 1.6876e-02,  1.3097e-02, -1.6779e-03],\n",
      "          [ 1.5045e-02, -1.8984e-02, -6.9190e-03]],\n",
      "\n",
      "         [[-2.6699e-02,  1.6207e-02, -5.4597e-04],\n",
      "          [ 1.1603e-03, -7.8273e-03, -1.4727e-02],\n",
      "          [ 2.0645e-02,  1.5778e-02,  2.7983e-03]],\n",
      "\n",
      "         [[ 1.3690e-03,  2.0511e-02,  2.2855e-02],\n",
      "          [-4.2828e-02, -3.6705e-02, -5.7400e-03],\n",
      "          [ 4.8570e-03, -2.2432e-02, -3.2533e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-2.6807e-03, -6.6368e-02, -2.0691e-02],\n",
      "          [ 2.0250e-03,  5.3197e-04,  2.1930e-02],\n",
      "          [ 1.2176e-02, -1.4568e-02, -1.6900e-03]],\n",
      "\n",
      "         [[ 1.6638e-03, -2.4305e-02,  2.6515e-02],\n",
      "          [ 2.8977e-02, -7.7769e-03, -3.2169e-02],\n",
      "          [ 3.0614e-02,  3.0461e-02, -2.8563e-03]],\n",
      "\n",
      "         [[-2.8091e-02, -1.6140e-02,  4.0768e-02],\n",
      "          [-2.5514e-03, -2.6872e-02,  2.4865e-02],\n",
      "          [ 1.1379e-02, -2.4407e-02,  2.5492e-03]]],\n",
      "\n",
      "\n",
      "        [[[-2.5533e-03,  1.3468e-02,  3.1311e-02],\n",
      "          [ 2.4220e-02,  4.6642e-02,  2.1030e-02],\n",
      "          [ 2.3649e-02,  2.3424e-02, -1.4744e-02]],\n",
      "\n",
      "         [[-1.9105e-03, -7.6050e-04, -8.5743e-03],\n",
      "          [ 7.5964e-03, -2.4436e-02,  1.1758e-02],\n",
      "          [ 1.4729e-02, -1.7465e-02, -2.2018e-02]],\n",
      "\n",
      "         [[-4.9575e-02,  7.5825e-03, -7.2311e-03],\n",
      "          [-2.3172e-02,  3.3991e-03,  4.7420e-04],\n",
      "          [-2.7387e-02, -1.5315e-02, -1.9555e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-8.0129e-02, -4.3927e-02, -3.5370e-02],\n",
      "          [-1.6550e-02, -1.6669e-02, -2.2475e-02],\n",
      "          [ 8.2318e-03, -4.2836e-02, -3.5407e-02]],\n",
      "\n",
      "         [[-7.3174e-03,  1.6800e-03,  8.7317e-03],\n",
      "          [-1.3899e-03, -2.9182e-02,  1.5531e-02],\n",
      "          [ 6.7905e-03,  3.6454e-02,  5.8728e-03]],\n",
      "\n",
      "         [[-2.9301e-02, -9.5333e-03,  9.8299e-05],\n",
      "          [-1.5014e-02, -2.3075e-02,  5.9003e-03],\n",
      "          [-4.4750e-03, -8.4222e-03,  3.3944e-02]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[-1.3997e-02, -2.9671e-02, -1.3274e-03],\n",
      "          [-3.7421e-02,  1.2074e-02, -1.2351e-02],\n",
      "          [ 2.6389e-02,  2.8476e-02, -1.1032e-03]],\n",
      "\n",
      "         [[ 7.1547e-03, -1.5111e-02,  1.0641e-02],\n",
      "          [-3.0993e-02, -9.9004e-03, -1.1664e-02],\n",
      "          [-4.1594e-02,  4.0786e-03,  1.2414e-02]],\n",
      "\n",
      "         [[ 4.5873e-02,  6.4919e-02,  8.6029e-02],\n",
      "          [ 1.8160e-02,  2.4148e-02,  2.4185e-02],\n",
      "          [ 2.6530e-02, -1.8357e-02,  1.7858e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 3.0801e-02, -6.2302e-02, -1.4087e-02],\n",
      "          [ 1.1987e-02, -5.4128e-02, -2.0116e-02],\n",
      "          [-1.6976e-03, -4.8608e-02, -6.6531e-02]],\n",
      "\n",
      "         [[ 4.0144e-02,  5.7287e-02,  7.4093e-03],\n",
      "          [ 2.6690e-02,  6.1719e-02,  3.9135e-04],\n",
      "          [ 1.2028e-02,  3.4337e-02,  4.0547e-02]],\n",
      "\n",
      "         [[-1.0500e-02,  1.3339e-02, -3.2266e-02],\n",
      "          [-1.2115e-02, -3.1969e-02,  3.8634e-03],\n",
      "          [-5.0798e-03, -2.5920e-02, -2.5967e-02]]],\n",
      "\n",
      "\n",
      "        [[[-1.4130e-02,  9.7677e-03,  2.7886e-02],\n",
      "          [-4.6620e-02,  8.6210e-03,  9.9946e-03],\n",
      "          [-4.8665e-03,  3.1226e-02, -1.6065e-02]],\n",
      "\n",
      "         [[ 4.3904e-02, -3.1798e-02,  1.0254e-02],\n",
      "          [ 1.5923e-02,  1.5887e-02,  1.1567e-02],\n",
      "          [-2.9607e-02,  2.1426e-02, -9.6888e-03]],\n",
      "\n",
      "         [[-5.8817e-03, -2.2785e-02, -7.7337e-04],\n",
      "          [-2.5407e-02, -2.4345e-02, -1.9864e-02],\n",
      "          [-2.5854e-02, -3.2728e-02, -2.7802e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.7429e-02,  2.5301e-02, -5.1199e-04],\n",
      "          [-6.6891e-02, -2.3084e-02, -2.0117e-02],\n",
      "          [-1.0026e-01, -1.9135e-02, -9.4004e-02]],\n",
      "\n",
      "         [[ 2.5754e-03,  1.4833e-02,  1.9961e-02],\n",
      "          [-5.1915e-02, -2.1481e-02, -3.2626e-02],\n",
      "          [-3.6257e-02, -3.3200e-02, -3.1543e-02]],\n",
      "\n",
      "         [[-7.9562e-02, -3.6424e-03,  2.5278e-02],\n",
      "          [-4.8983e-02, -6.2562e-02,  1.3082e-02],\n",
      "          [-9.1559e-02, -9.9047e-02, -6.5858e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 4.5967e-03, -2.8163e-02, -1.4521e-02],\n",
      "          [-9.8287e-03, -2.5122e-02, -6.3334e-02],\n",
      "          [-4.0249e-02, -2.8813e-02,  2.1379e-03]],\n",
      "\n",
      "         [[ 3.0006e-02,  3.0021e-02,  4.1292e-02],\n",
      "          [ 1.1922e-02,  2.1818e-02,  3.3578e-02],\n",
      "          [ 1.0626e-02, -1.3558e-02, -5.6591e-02]],\n",
      "\n",
      "         [[ 3.2027e-02,  3.8261e-02, -2.1054e-02],\n",
      "          [ 1.4008e-02,  3.4185e-02,  1.1478e-02],\n",
      "          [ 4.9881e-02,  5.2028e-02,  2.0759e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.5063e-02, -3.0559e-02,  4.4676e-03],\n",
      "          [ 1.2751e-02, -4.1852e-02,  1.8384e-02],\n",
      "          [ 8.5925e-03,  1.1068e-02, -2.4420e-02]],\n",
      "\n",
      "         [[-4.7814e-03, -5.5291e-02, -7.7231e-03],\n",
      "          [-4.2590e-02, -3.0886e-02, -5.2343e-02],\n",
      "          [-3.2070e-02,  1.4456e-03, -3.5987e-03]],\n",
      "\n",
      "         [[ 1.0775e-02, -4.1536e-02, -2.9279e-02],\n",
      "          [ 1.0151e-02, -2.9437e-02, -4.4876e-02],\n",
      "          [-2.3093e-02, -4.0603e-02,  6.3391e-04]]]])), ('conv2x_4.0.bias', tensor([-3.9300e-05, -1.6601e-05,  2.3359e-05,  3.2698e-06, -3.5343e-05,\n",
      "         4.7062e-06,  1.0103e-05,  1.6889e-05, -3.6087e-07,  6.5301e-06,\n",
      "         1.2317e-05,  2.9359e-06,  1.8873e-05,  1.2936e-05,  1.1491e-05,\n",
      "         1.1943e-06,  8.9245e-06, -7.7180e-06, -2.3619e-07, -8.4678e-07,\n",
      "        -1.4507e-05, -2.1751e-06, -4.4757e-06,  1.4302e-05,  5.8605e-06,\n",
      "        -1.2340e-05, -4.5927e-07, -1.6805e-05, -1.0832e-05, -1.0113e-05,\n",
      "         1.7853e-05, -5.1824e-06, -1.8084e-05,  1.8200e-05, -1.5725e-05,\n",
      "        -8.0382e-06, -5.4484e-06, -4.4620e-06,  1.4620e-05,  2.3586e-06,\n",
      "        -3.8206e-06, -2.6154e-05,  2.9749e-05, -6.6548e-06, -4.1857e-05,\n",
      "        -1.2827e-06,  1.1110e-05,  1.1883e-05, -8.6010e-06,  3.5071e-06,\n",
      "        -5.2400e-06, -2.3085e-05,  2.9150e-06, -1.3783e-05,  1.0444e-06,\n",
      "        -1.2799e-05,  2.0925e-05,  2.5047e-05,  3.1152e-06, -1.2367e-05,\n",
      "         4.5689e-06,  1.4867e-07,  1.0491e-05, -1.3481e-05])), ('conv2x_4.1.weight', tensor([0.9980, 0.9925, 0.9838, 0.9666, 0.9941, 1.0261, 1.0046, 1.0220, 0.9778,\n",
      "        0.9882, 1.0003, 0.9854, 1.0027, 0.9853, 0.9584, 1.1694, 1.0698, 0.9999,\n",
      "        1.0117, 0.9788, 0.9832, 1.0283, 1.0143, 0.9851, 0.9642, 0.9837, 1.0007,\n",
      "        0.9842, 1.0007, 1.0389, 0.9822, 0.9770, 0.9876, 0.9511, 0.9872, 1.0021,\n",
      "        0.9606, 0.9692, 0.9959, 1.0115, 1.0161, 0.9896, 0.9819, 0.9951, 0.9837,\n",
      "        0.9744, 0.9460, 0.9896, 1.0014, 0.9770, 1.0383, 0.9710, 0.9844, 0.9811,\n",
      "        0.9872, 1.0460, 0.9909, 0.9441, 1.0030, 1.0303, 1.0256, 1.0649, 1.0304,\n",
      "        0.9523])), ('conv2x_4.1.bias', tensor([-0.0142, -0.0161,  0.0054, -0.0177, -0.0255,  0.0376, -0.0427, -0.0232,\n",
      "        -0.0099,  0.0015,  0.0094, -0.0133, -0.0139,  0.0079, -0.0274,  0.1273,\n",
      "         0.0345, -0.0704,  0.0175, -0.0080, -0.0308, -0.0041, -0.0029, -0.0053,\n",
      "        -0.0196,  0.0222,  0.0165, -0.0113,  0.0191,  0.0052, -0.0011, -0.0197,\n",
      "        -0.0098, -0.0243,  0.0203, -0.0314,  0.0108,  0.0319, -0.0144,  0.0032,\n",
      "         0.0109, -0.0154, -0.0155, -0.0224, -0.0166,  0.0048, -0.0084,  0.0091,\n",
      "         0.0035, -0.0132, -0.0264, -0.0471, -0.0956, -0.0054, -0.0188, -0.0166,\n",
      "        -0.0345, -0.0134,  0.0149,  0.0115,  0.0045, -0.0399, -0.0011, -0.0593])), ('conv2x_4.1.running_mean', tensor([-0.0335,  3.5162,  4.0197, -2.9924,  2.7782, -4.7580, -1.1091,  1.2839,\n",
      "        -1.5591, -5.6651, -3.3288, -3.6132, -5.3466,  1.9788,  2.4129,  0.4603,\n",
      "        -0.4497,  3.4359, -3.7596,  2.5102, -2.6270, -3.7433, -4.2324, -3.0388,\n",
      "        -4.1100,  4.4908, -0.5715,  2.0763,  0.6453, -3.8105,  2.3185,  3.1081,\n",
      "         1.1639,  3.7199, -4.1533, -1.4252,  2.8886, -4.0135,  4.6304, -2.1989,\n",
      "        -3.8206, -3.8124,  0.0130, -1.7015, -3.5639, -4.7186,  3.3923,  1.1988,\n",
      "         3.3622, -3.6831,  0.8874, -3.0942,  0.0380,  3.9282, -4.9001,  1.3954,\n",
      "         4.3332,  2.0794,  1.5178, -3.8848,  2.8994, -0.9882, -3.0221,  2.9283])), ('conv2x_4.1.running_var', tensor([ 5.9758, 47.3551, 42.0616,  4.8019, 10.8457,  7.9546,  3.4974,  3.3388,\n",
      "         7.5214, 32.8088, 18.2281, 46.8635,  5.6970, 28.2652,  7.7560,  1.7520,\n",
      "         1.2431,  7.8907, 12.8731, 48.2185,  6.4637,  3.6917,  6.1099,  7.3753,\n",
      "        32.9784, 48.8940, 11.0772, 16.8194, 14.6716,  2.2370, 27.3506, 10.0539,\n",
      "         6.8268, 18.4190, 12.2960,  5.1259, 31.0187, 33.2076, 35.5718,  7.1595,\n",
      "         8.5743,  8.2020, 20.0240,  9.8232,  5.6783, 13.2110, 36.3422,  2.9812,\n",
      "        45.4085, 21.5750,  8.5973, 12.3244, 10.5929, 37.8034, 21.1868,  2.8765,\n",
      "        23.1656, 30.2805, 11.5397,  8.6523, 17.3998,  6.5115,  5.5638, 15.2998])), ('conv2x_4.1.num_batches_tracked', tensor(1321)), ('conv2x_4.3.weight', tensor([[[[ 0.0164,  0.0245,  0.0085],\n",
      "          [ 0.0098,  0.0018,  0.0358],\n",
      "          [ 0.0413, -0.0046,  0.0055]],\n",
      "\n",
      "         [[ 0.0160,  0.0252,  0.0060],\n",
      "          [ 0.0361,  0.0124, -0.0060],\n",
      "          [ 0.0032, -0.0056, -0.0355]],\n",
      "\n",
      "         [[ 0.0529,  0.0258, -0.0051],\n",
      "          [ 0.0397, -0.0222, -0.0075],\n",
      "          [ 0.0003,  0.0113,  0.0050]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 0.0101,  0.0383,  0.0439],\n",
      "          [-0.0026,  0.0508,  0.0403],\n",
      "          [ 0.0351,  0.0482,  0.0134]],\n",
      "\n",
      "         [[-0.0051,  0.0214,  0.0104],\n",
      "          [ 0.0585,  0.0064, -0.0107],\n",
      "          [-0.0131,  0.0171, -0.0043]],\n",
      "\n",
      "         [[ 0.0081, -0.0118, -0.0093],\n",
      "          [-0.0070,  0.0188, -0.0028],\n",
      "          [-0.0395,  0.0023,  0.0012]]],\n",
      "\n",
      "\n",
      "        [[[ 0.0550,  0.0284,  0.0217],\n",
      "          [ 0.0489,  0.0839,  0.0238],\n",
      "          [ 0.0253, -0.0258, -0.0101]],\n",
      "\n",
      "         [[ 0.0290,  0.0405,  0.0094],\n",
      "          [ 0.0214,  0.0132,  0.0059],\n",
      "          [ 0.0725,  0.0142,  0.0172]],\n",
      "\n",
      "         [[ 0.0785,  0.0287,  0.0247],\n",
      "          [ 0.0438, -0.0165,  0.0084],\n",
      "          [ 0.0111, -0.0018,  0.0077]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-0.0126,  0.0237,  0.0688],\n",
      "          [ 0.0171,  0.0132,  0.0082],\n",
      "          [ 0.0579, -0.0005, -0.0079]],\n",
      "\n",
      "         [[ 0.0140, -0.0024, -0.0071],\n",
      "          [ 0.0084, -0.0151,  0.0172],\n",
      "          [-0.0240, -0.0104,  0.0074]],\n",
      "\n",
      "         [[-0.0060, -0.0303, -0.0222],\n",
      "          [ 0.0043,  0.0039,  0.0226],\n",
      "          [ 0.0267, -0.0058,  0.0074]]],\n",
      "\n",
      "\n",
      "        [[[ 0.0154,  0.0334, -0.0396],\n",
      "          [ 0.0150,  0.0680,  0.0189],\n",
      "          [ 0.0693,  0.0263, -0.0031]],\n",
      "\n",
      "         [[-0.0133, -0.0274, -0.0114],\n",
      "          [-0.0164, -0.0132, -0.0248],\n",
      "          [ 0.0013,  0.0060, -0.0337]],\n",
      "\n",
      "         [[-0.0215, -0.0447,  0.0014],\n",
      "          [-0.0140, -0.0253, -0.0094],\n",
      "          [ 0.0126, -0.0040, -0.0359]],\n",
      "\n",
      "         ...,\n",
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      "         [[ 0.0273,  0.0225, -0.0006],\n",
      "          [ 0.0872,  0.0717,  0.0607],\n",
      "          [ 0.0657,  0.0693,  0.0856]],\n",
      "\n",
      "         [[-0.0337, -0.0271, -0.0670],\n",
      "          [-0.0296, -0.0344, -0.0504],\n",
      "          [ 0.0352,  0.0536, -0.0014]],\n",
      "\n",
      "         [[-0.0507, -0.0104, -0.0251],\n",
      "          [-0.0357,  0.0198, -0.0392],\n",
      "          [-0.0237, -0.0285, -0.0138]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[ 0.0228,  0.0439, -0.0062],\n",
      "          [ 0.0277,  0.0049,  0.0202],\n",
      "          [ 0.0437,  0.0663,  0.0179]],\n",
      "\n",
      "         [[-0.0145, -0.0268, -0.0218],\n",
      "          [-0.0457, -0.0025, -0.0607],\n",
      "          [ 0.0286,  0.0155, -0.0437]],\n",
      "\n",
      "         [[-0.0118, -0.0078, -0.0578],\n",
      "          [-0.0192, -0.0081, -0.0553],\n",
      "          [ 0.0249, -0.0184, -0.0094]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-0.0098, -0.0526, -0.0327],\n",
      "          [ 0.0100, -0.0210, -0.0476],\n",
      "          [ 0.0268,  0.0322,  0.0372]],\n",
      "\n",
      "         [[ 0.0694,  0.0362,  0.0298],\n",
      "          [ 0.0272,  0.0098, -0.0126],\n",
      "          [-0.0513, -0.0161, -0.0099]],\n",
      "\n",
      "         [[-0.0277, -0.0424, -0.0171],\n",
      "          [-0.0351, -0.0091, -0.0355],\n",
      "          [ 0.0179, -0.0578, -0.0364]]],\n",
      "\n",
      "\n",
      "        [[[-0.0122, -0.0265, -0.0172],\n",
      "          [-0.0344, -0.0019, -0.0195],\n",
      "          [ 0.0294, -0.0133, -0.0098]],\n",
      "\n",
      "         [[ 0.0007,  0.0121,  0.0352],\n",
      "          [ 0.0083, -0.0076,  0.0183],\n",
      "          [ 0.0152, -0.0053,  0.0261]],\n",
      "\n",
      "         [[ 0.0198,  0.0163,  0.0383],\n",
      "          [-0.0183, -0.0004, -0.0030],\n",
      "          [ 0.0098,  0.0319, -0.0030]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-0.0900,  0.0064, -0.0438],\n",
      "          [-0.0402, -0.0534, -0.0356],\n",
      "          [-0.0314, -0.0141, -0.0552]],\n",
      "\n",
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      "          [ 0.0013,  0.0300,  0.0111],\n",
      "          [ 0.0264, -0.0060, -0.0135]],\n",
      "\n",
      "         [[ 0.0366,  0.0478,  0.0686],\n",
      "          [ 0.0461,  0.0193,  0.0315],\n",
      "          [-0.0331,  0.0655,  0.0346]]],\n",
      "\n",
      "\n",
      "        [[[ 0.0175, -0.0039,  0.0066],\n",
      "          [ 0.0296, -0.0188,  0.0102],\n",
      "          [ 0.0118, -0.0055,  0.0114]],\n",
      "\n",
      "         [[ 0.0164,  0.0059, -0.0049],\n",
      "          [-0.0235, -0.0242, -0.0057],\n",
      "          [ 0.0117, -0.0088, -0.0060]],\n",
      "\n",
      "         [[-0.0151, -0.0171, -0.0171],\n",
      "          [ 0.0108, -0.0129, -0.0081],\n",
      "          [-0.0196, -0.0078, -0.0505]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 0.0261, -0.0063,  0.0993],\n",
      "          [-0.0372,  0.0183,  0.0109],\n",
      "          [-0.0215, -0.0062,  0.0333]],\n",
      "\n",
      "         [[ 0.0335,  0.0377, -0.0189],\n",
      "          [-0.0075,  0.0080,  0.0379],\n",
      "          [-0.0436,  0.0342, -0.0211]],\n",
      "\n",
      "         [[-0.0007, -0.0397, -0.0093],\n",
      "          [-0.0229,  0.0003,  0.0026],\n",
      "          [-0.0010, -0.0190,  0.0180]]]])), ('conv2x_4.3.bias', tensor([ 4.7796e-05,  3.4671e-06, -6.9492e-06, -4.5094e-06,  3.2324e-05,\n",
      "        -1.5588e-05, -1.7330e-05,  1.4937e-05,  9.0417e-07, -8.0548e-06,\n",
      "         3.0764e-05,  1.0174e-05, -3.9381e-05, -2.1179e-06,  9.8348e-06,\n",
      "        -2.5995e-05,  2.3388e-05,  1.3223e-05,  2.5591e-05,  6.4624e-07,\n",
      "        -1.6591e-08,  5.2080e-05, -2.5749e-05, -1.0967e-05, -1.8537e-05,\n",
      "         3.3068e-05, -7.2796e-06,  4.6534e-05, -2.2160e-05, -1.7307e-05,\n",
      "         8.7351e-07,  1.7002e-06,  8.5611e-06, -9.1556e-06, -6.1480e-06,\n",
      "         9.8900e-06, -2.7557e-05,  6.5818e-06,  3.7678e-05,  1.3576e-05,\n",
      "         2.1865e-05,  5.8226e-05,  1.1001e-05, -2.1190e-05, -1.8270e-05,\n",
      "         8.5077e-07, -4.3278e-06,  1.6868e-05, -1.1659e-05,  9.1112e-06,\n",
      "        -2.5851e-07, -4.5327e-06,  3.7890e-06, -6.5507e-06, -5.8384e-07,\n",
      "         1.7371e-05,  1.7925e-05, -3.7951e-06, -2.1396e-05, -5.5128e-06,\n",
      "        -1.4685e-05, -1.2294e-05,  3.3803e-06,  2.1900e-05])), ('conv2x_4.4.weight', tensor([0.9550, 0.9533, 1.0024, 0.9886, 0.9771, 0.9468, 1.0056, 1.0092, 0.9696,\n",
      "        1.0088, 0.9638, 0.9729, 0.9576, 1.0015, 0.9953, 0.9891, 0.9880, 1.0046,\n",
      "        0.9645, 1.0162, 0.9731, 0.9993, 1.0477, 0.9841, 1.0002, 0.9827, 0.9966,\n",
      "        0.9862, 0.9948, 0.9843, 0.9814, 1.0030, 0.9318, 1.0028, 1.0195, 1.0065,\n",
      "        0.9407, 0.9832, 1.0152, 0.9612, 0.9717, 0.9557, 0.9806, 0.9817, 0.9958,\n",
      "        0.9711, 0.9966, 1.0271, 1.0342, 0.9769, 0.9682, 0.9898, 0.9835, 0.9939,\n",
      "        0.9366, 0.9786, 0.9775, 0.9655, 0.9765, 0.9855, 1.0216, 0.9964, 0.9834,\n",
      "        0.9590])), ('conv2x_4.4.bias', tensor([ 0.0149,  0.0047,  0.0105,  0.0221, -0.0410, -0.0109, -0.0166, -0.0494,\n",
      "        -0.0202, -0.0149, -0.0220, -0.0381, -0.0569, -0.0561,  0.0012, -0.0183,\n",
      "        -0.0498,  0.0513,  0.0115,  0.0053,  0.0113,  0.0050,  0.0320,  0.0030,\n",
      "        -0.0072,  0.0055, -0.0383, -0.0199, -0.0161, -0.0160,  0.0063, -0.0054,\n",
      "         0.0046,  0.0202,  0.0178, -0.0182, -0.0191,  0.0134,  0.0392, -0.0579,\n",
      "        -0.0356, -0.0294,  0.0275, -0.0655,  0.0157, -0.0147, -0.0230,  0.0314,\n",
      "         0.0115, -0.0026,  0.0247, -0.0516,  0.0366,  0.0110, -0.0098, -0.0318,\n",
      "         0.0387, -0.0356, -0.0320, -0.0202,  0.0402,  0.0547, -0.0403, -0.0155])), ('conv2x_4.4.running_mean', tensor([ 0.1721,  0.8642, -0.3193,  0.0792,  1.0709, -0.1942,  1.2906, -2.1539,\n",
      "        -0.8576, -1.5492,  0.6665,  0.6976,  1.2389,  2.0850, -1.5201, -0.4706,\n",
      "        -0.6108, -0.2165,  0.6459, -2.3270,  0.7752, -1.1111, -0.1471, -1.5184,\n",
      "        -0.2815,  0.7388,  0.4941,  1.3959, -1.6567, -1.6376,  0.5996,  0.4764,\n",
      "         0.7930, -2.9014, -0.0345, -0.1048,  0.6209, -1.9230,  0.3160,  1.8164,\n",
      "        -1.2178,  0.3305,  0.7762,  2.3704,  0.6775, -1.0933,  0.9264, -0.6021,\n",
      "        -0.5556, -0.5970,  0.9683, -1.1900,  0.0298,  0.7748,  0.5488,  0.7450,\n",
      "         0.3231, -1.0001,  0.1606,  0.3621, -1.0445, -0.5334,  1.3856, -0.7579])), ('conv2x_4.4.running_var', tensor([ 7.3438,  6.0862,  3.5052,  1.1512,  0.8992,  3.3295,  1.5104,  3.4123,\n",
      "         2.7845,  6.3960,  1.6939,  0.8596,  1.0859,  1.6593,  1.7618,  0.2950,\n",
      "         1.0806,  4.9177,  5.9728,  6.1036,  3.7387,  2.8492,  1.9403,  5.4161,\n",
      "         4.1417,  5.7385,  0.7215,  0.7405,  6.0423,  6.9260,  1.7794,  4.0620,\n",
      "         5.8433, 12.6665,  0.6020,  0.9745,  7.6455,  5.3372,  7.3245,  2.7099,\n",
      "         4.7264,  1.1406,  8.5269,  2.2455,  3.4167,  1.1063,  1.5187,  5.4572,\n",
      "         1.1834,  0.7206,  9.5567,  0.6202,  1.2032,  5.2630,  1.9138,  0.7111,\n",
      "         2.9821,  5.6416,  1.5271,  0.7726,  3.5874,  1.6221,  1.4412,  0.7856])), ('conv2x_4.4.num_batches_tracked', tensor(1321)), ('conv2x_5.0.weight', tensor([[[[-7.1412e-03,  1.1147e-02,  1.3982e-02],\n",
      "          [ 1.7745e-02, -1.7341e-02, -6.7252e-03],\n",
      "          [ 1.1037e-02, -3.0128e-02, -1.2928e-02]],\n",
      "\n",
      "         [[-1.5236e-02, -1.4517e-02,  1.2803e-02],\n",
      "          [-1.5748e-02, -3.4577e-02,  2.8525e-02],\n",
      "          [ 4.2967e-03, -5.2192e-03,  4.3491e-04]],\n",
      "\n",
      "         [[-8.2183e-03, -2.2018e-02, -1.6873e-02],\n",
      "          [-1.4235e-02,  7.9643e-03, -9.8143e-03],\n",
      "          [-2.4785e-02, -6.0202e-02,  2.0143e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 4.1780e-02,  7.9051e-02,  3.8000e-02],\n",
      "          [ 4.1243e-03,  5.2299e-02,  6.0436e-02],\n",
      "          [-2.3289e-02, -1.4532e-03, -1.2716e-02]],\n",
      "\n",
      "         [[-2.4758e-02, -2.4806e-02, -1.7232e-02],\n",
      "          [-7.1306e-03, -1.5874e-02,  9.8547e-03],\n",
      "          [ 2.6129e-02,  2.2781e-02,  1.0989e-02]],\n",
      "\n",
      "         [[-3.9942e-02, -5.1792e-02, -5.7543e-02],\n",
      "          [-8.3674e-02, -3.8168e-02, -2.8360e-02],\n",
      "          [-3.8654e-03, -6.9426e-02, -5.8875e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 8.6467e-04,  1.7058e-03,  9.3372e-03],\n",
      "          [ 2.9263e-03, -2.1161e-03,  3.5456e-03],\n",
      "          [-4.1761e-03,  1.9078e-02,  4.9655e-03]],\n",
      "\n",
      "         [[-7.3049e-03,  8.8179e-03, -7.2017e-03],\n",
      "          [-6.0221e-03, -8.2760e-03, -1.5879e-02],\n",
      "          [ 3.0619e-02,  1.1739e-02, -7.9413e-03]],\n",
      "\n",
      "         [[ 1.0389e-02, -2.1599e-02, -3.1341e-02],\n",
      "          [-1.7351e-02, -3.8896e-02, -6.6137e-03],\n",
      "          [-5.2790e-02,  1.1501e-02, -4.4801e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 8.0458e-03,  2.4723e-02, -1.6520e-02],\n",
      "          [ 4.7972e-02,  1.2586e-02,  2.0730e-02],\n",
      "          [-2.0360e-02, -7.1319e-03,  1.0630e-02]],\n",
      "\n",
      "         [[-3.5901e-03, -4.6030e-02, -6.5776e-03],\n",
      "          [-1.9301e-02,  1.8301e-02, -1.2349e-02],\n",
      "          [ 1.9261e-02, -4.3276e-02, -1.5608e-02]],\n",
      "\n",
      "         [[-4.3405e-02, -2.0700e-02, -2.1308e-02],\n",
      "          [-5.6557e-02, -6.1024e-02, -5.2437e-02],\n",
      "          [-6.8643e-03, -2.7825e-02, -5.6498e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 4.3959e-03,  3.4285e-02,  5.6347e-02],\n",
      "          [ 8.7000e-03, -7.7639e-03, -1.8194e-02],\n",
      "          [ 1.5981e-02,  9.1413e-03,  2.2513e-02]],\n",
      "\n",
      "         [[ 2.0924e-02,  4.3878e-03,  3.5444e-02],\n",
      "          [ 6.9579e-02,  1.6008e-02,  1.3250e-02],\n",
      "          [ 1.9553e-02,  7.8313e-03, -2.2312e-03]],\n",
      "\n",
      "         [[ 5.6626e-03,  1.2738e-02,  7.9437e-02],\n",
      "          [ 5.8443e-02, -2.1493e-03,  5.1351e-02],\n",
      "          [ 1.0900e-02,  5.9256e-02,  3.7616e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 4.6036e-02,  5.5535e-02, -1.1064e-02],\n",
      "          [ 1.8164e-03, -1.3393e-02,  2.1826e-03],\n",
      "          [ 1.7982e-02,  2.4737e-02,  2.5634e-02]],\n",
      "\n",
      "         [[ 1.7344e-02,  2.5010e-02,  3.5126e-02],\n",
      "          [ 3.0846e-02,  1.3512e-02,  3.2738e-02],\n",
      "          [ 2.4198e-02,  1.5852e-02,  1.4529e-02]],\n",
      "\n",
      "         [[ 1.4011e-02, -3.2358e-02, -8.1987e-03],\n",
      "          [ 2.7336e-02,  4.7167e-02,  3.4355e-02],\n",
      "          [ 2.9875e-02,  9.8236e-03,  3.2870e-02]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[-4.4796e-02, -9.3699e-03, -1.6241e-02],\n",
      "          [-5.8225e-02, -1.0184e-02,  4.9130e-03],\n",
      "          [-4.2319e-02, -4.9791e-02,  6.6246e-04]],\n",
      "\n",
      "         [[-4.2082e-02,  1.9480e-02, -2.1380e-02],\n",
      "          [-9.0743e-03, -1.9913e-02, -3.0463e-02],\n",
      "          [-4.2448e-02, -7.9761e-03, -1.3541e-02]],\n",
      "\n",
      "         [[ 3.9827e-02,  1.3716e-02,  3.0487e-02],\n",
      "          [ 1.7095e-02,  1.9514e-02, -9.3253e-03],\n",
      "          [ 6.7192e-03, -1.0637e-02,  3.7446e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-5.2060e-03, -3.8501e-02, -1.2799e-02],\n",
      "          [ 1.7737e-03,  5.6344e-03, -4.2793e-02],\n",
      "          [-2.3626e-02, -2.5680e-02, -1.1299e-02]],\n",
      "\n",
      "         [[-2.3626e-02, -1.7098e-02, -3.2501e-02],\n",
      "          [ 3.9379e-02, -4.9491e-02,  7.1701e-03],\n",
      "          [ 2.3752e-02, -1.6414e-02,  9.6925e-05]],\n",
      "\n",
      "         [[ 1.7312e-03,  3.3419e-02,  1.4628e-03],\n",
      "          [ 3.1498e-02,  5.5849e-02,  1.4408e-03],\n",
      "          [ 4.9077e-03,  4.9597e-03,  3.3953e-02]]],\n",
      "\n",
      "\n",
      "        [[[-2.7741e-02, -1.6861e-02, -9.5260e-03],\n",
      "          [-7.6292e-03, -3.8570e-02, -3.5809e-02],\n",
      "          [-4.0320e-02, -5.6736e-02, -1.9587e-02]],\n",
      "\n",
      "         [[-1.9815e-03,  3.5595e-03, -1.3780e-02],\n",
      "          [-2.5402e-02, -2.1862e-02,  3.7061e-02],\n",
      "          [ 1.7935e-02, -7.9009e-03,  4.5208e-03]],\n",
      "\n",
      "         [[-3.4422e-02,  2.2121e-03,  2.2843e-02],\n",
      "          [ 2.0298e-02,  3.9613e-02, -1.3681e-02],\n",
      "          [-2.6981e-02,  1.2987e-03,  9.6928e-04]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.6551e-02,  8.7141e-02,  8.2998e-02],\n",
      "          [ 8.7865e-03,  4.9800e-02,  4.3277e-02],\n",
      "          [-5.5029e-03,  4.2447e-02, -7.5181e-03]],\n",
      "\n",
      "         [[-2.8099e-02,  9.9843e-03, -2.4518e-02],\n",
      "          [-6.4445e-03,  2.7770e-02, -1.6655e-02],\n",
      "          [-2.2452e-02, -3.4108e-02,  8.3285e-03]],\n",
      "\n",
      "         [[ 7.9650e-03,  4.0335e-03, -4.7258e-03],\n",
      "          [-6.7004e-02,  4.3865e-02, -1.8039e-02],\n",
      "          [-1.0905e-02, -2.0495e-02,  9.5069e-03]]],\n",
      "\n",
      "\n",
      "        [[[-2.2400e-04,  3.3110e-02,  4.0976e-02],\n",
      "          [-2.6604e-02,  1.4042e-02,  3.7358e-02],\n",
      "          [-9.7709e-03,  2.4335e-02,  2.1950e-02]],\n",
      "\n",
      "         [[ 3.5884e-02,  1.6086e-02,  3.8860e-02],\n",
      "          [ 1.5445e-02,  2.4735e-02,  2.3023e-02],\n",
      "          [-2.0936e-02,  4.3481e-03,  1.3674e-02]],\n",
      "\n",
      "         [[ 1.5957e-02,  2.7711e-02,  1.1956e-02],\n",
      "          [ 1.9363e-02, -1.7561e-02,  2.7783e-02],\n",
      "          [-7.4731e-03, -3.5822e-03,  3.9508e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.5688e-04, -6.3457e-03, -2.7403e-02],\n",
      "          [ 4.2243e-02, -1.5366e-02,  1.0229e-02],\n",
      "          [ 3.8783e-02,  1.6957e-02,  2.6709e-02]],\n",
      "\n",
      "         [[ 1.5136e-02,  1.4121e-02, -3.1346e-02],\n",
      "          [-8.0589e-04,  1.0821e-02,  5.4920e-03],\n",
      "          [ 4.1167e-03,  2.9045e-02,  1.8964e-02]],\n",
      "\n",
      "         [[ 4.6882e-04, -1.9005e-02,  6.1301e-03],\n",
      "          [ 3.9000e-03,  2.5158e-04, -1.8677e-02],\n",
      "          [ 1.6924e-02, -2.5089e-02, -2.7915e-05]]]])), ('conv2x_5.0.bias', tensor([ 1.8121e-05, -2.8807e-06,  1.6170e-05, -2.9368e-05, -8.8135e-06,\n",
      "         3.0375e-06, -7.3280e-05, -2.9216e-05, -1.8610e-05, -1.7012e-05,\n",
      "         2.9359e-05,  5.4604e-05,  3.6189e-05, -1.7714e-05, -5.1950e-05,\n",
      "         9.8740e-06, -8.5828e-06, -3.9183e-05, -5.3724e-05,  1.9193e-06,\n",
      "         3.7747e-05, -4.0635e-05, -1.0361e-05, -5.2742e-06, -2.8477e-05,\n",
      "         5.2901e-06, -2.0598e-05,  2.1569e-05, -9.4373e-05,  3.0380e-05,\n",
      "        -1.3004e-05,  9.6328e-05])), ('conv2x_5.1.weight', tensor([1.0023, 1.0112, 1.0142, 1.0184, 1.0052, 1.0212, 0.9975, 1.0002, 1.0039,\n",
      "        1.0260, 0.9853, 0.9919, 0.9829, 0.9710, 1.0044, 0.9842, 1.0167, 1.0168,\n",
      "        0.9795, 0.9613, 0.9886, 0.9826, 0.9675, 0.9842, 0.9509, 1.0445, 0.9992,\n",
      "        1.0178, 0.9981, 0.9728, 0.9775, 1.0003])), ('conv2x_5.1.bias', tensor([-0.0419, -0.0197, -0.0158,  0.0223, -0.0130,  0.0216, -0.0079, -0.0327,\n",
      "        -0.0207,  0.0349, -0.0216,  0.0165,  0.0500, -0.0198, -0.0410, -0.0233,\n",
      "         0.0123, -0.0168,  0.0262, -0.0103, -0.0358, -0.0125, -0.0313, -0.0084,\n",
      "        -0.0309, -0.0064, -0.0174, -0.0203, -0.0325, -0.0096, -0.0124, -0.0295])), ('conv2x_5.1.running_mean', tensor([-3.2471e-01, -7.5222e-01,  3.4680e+00, -1.0507e+00, -6.0617e-01,\n",
      "         3.7643e-01, -2.3493e+00, -1.0049e+00, -2.4125e+00, -1.4958e+00,\n",
      "        -3.4005e-01, -2.5528e+00, -2.1602e+00,  3.0226e-03, -4.9605e-01,\n",
      "         6.2011e-01, -1.1626e+00,  4.2244e-01, -2.4176e+00, -2.3207e+00,\n",
      "         2.4182e+00, -2.1723e+00,  2.3929e+00, -9.8078e-01, -1.7998e+00,\n",
      "         2.9474e+00,  3.1761e+00, -7.3550e-01,  2.9395e+00, -2.5102e+00,\n",
      "        -2.1103e+00,  2.3986e+00])), ('conv2x_5.1.running_var', tensor([10.3881, 11.1897, 21.3001, 12.5448, 11.1908,  7.9320, 13.2764,  4.0356,\n",
      "        12.3077, 11.0691,  5.1539, 17.2502,  3.3781,  4.3193,  7.5949,  7.2889,\n",
      "         4.5350,  0.6426, 10.6748,  8.3697, 15.8471, 20.0861, 17.0482, 13.1212,\n",
      "        16.5255, 22.3367, 10.1206, 11.0785,  8.5838, 24.9298,  7.8959, 19.3916])), ('conv2x_5.1.num_batches_tracked', tensor(1321)), ('conv2x_5.3.weight', tensor([[[[-2.1331e-02, -4.5713e-02,  1.5553e-02],\n",
      "          [-2.6434e-03, -6.8756e-02, -5.5402e-03],\n",
      "          [ 1.7213e-02, -1.7752e-03,  8.7957e-04]],\n",
      "\n",
      "         [[ 4.2012e-03, -3.0186e-02,  4.0003e-02],\n",
      "          [-2.4802e-02, -2.6044e-02,  1.5173e-02],\n",
      "          [ 3.0969e-03,  5.5806e-02,  8.3676e-03]],\n",
      "\n",
      "         [[-2.5971e-02, -1.0745e-02, -2.2450e-02],\n",
      "          [-4.7961e-03, -1.5195e-02, -6.9588e-03],\n",
      "          [-1.5962e-03, -6.9078e-03,  1.1244e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 3.0210e-02, -3.4598e-02,  2.3674e-02],\n",
      "          [ 2.4716e-02,  1.4524e-02, -1.5352e-02],\n",
      "          [-2.5481e-03,  2.0995e-02, -2.6008e-02]],\n",
      "\n",
      "         [[-3.1126e-03, -1.8673e-02, -1.7525e-02],\n",
      "          [-2.9069e-02, -7.4224e-03, -2.3099e-02],\n",
      "          [-2.8261e-05, -6.5585e-02,  1.1321e-02]],\n",
      "\n",
      "         [[-2.5256e-02, -2.3075e-02,  4.8092e-02],\n",
      "          [-3.9886e-02,  1.2849e-02,  7.7824e-03],\n",
      "          [-4.3242e-02, -2.3973e-02,  1.6601e-02]]],\n",
      "\n",
      "\n",
      "        [[[-1.9501e-02,  1.4659e-02,  2.6255e-02],\n",
      "          [-8.2676e-03,  5.2166e-02,  2.5552e-02],\n",
      "          [ 3.3008e-03,  1.3053e-02,  6.5644e-02]],\n",
      "\n",
      "         [[-6.8195e-03,  1.1878e-02, -1.2651e-02],\n",
      "          [-5.6976e-04,  4.3480e-02, -3.8106e-02],\n",
      "          [ 3.4423e-02,  4.3812e-02,  1.9729e-02]],\n",
      "\n",
      "         [[-7.0975e-03, -2.2603e-02,  5.5831e-03],\n",
      "          [-1.2910e-02,  9.5853e-03,  2.9749e-03],\n",
      "          [ 1.1488e-02, -1.3566e-03,  1.3755e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 5.9747e-04,  1.3263e-02,  4.5895e-02],\n",
      "          [ 2.4247e-02,  1.8466e-02,  8.3973e-03],\n",
      "          [ 1.5493e-02, -3.4665e-03, -8.1754e-04]],\n",
      "\n",
      "         [[-6.7450e-03,  9.4641e-03,  5.7045e-02],\n",
      "          [ 3.4490e-02,  9.3069e-04,  2.0525e-02],\n",
      "          [ 1.7668e-02,  2.2387e-02,  8.0190e-03]],\n",
      "\n",
      "         [[-7.0484e-03, -4.1215e-02,  2.3619e-03],\n",
      "          [ 1.0174e-02, -1.3185e-02,  1.1805e-02],\n",
      "          [-1.5939e-02,  1.8780e-02,  9.9033e-03]]],\n",
      "\n",
      "\n",
      "        [[[ 2.6832e-02,  4.9408e-02,  3.1398e-02],\n",
      "          [ 1.4252e-03,  4.1541e-02,  3.2549e-02],\n",
      "          [-1.3806e-02,  2.2133e-02, -2.4874e-02]],\n",
      "\n",
      "         [[ 2.7485e-02,  3.6813e-03,  4.0102e-02],\n",
      "          [ 3.0279e-02, -6.8689e-03,  1.1563e-02],\n",
      "          [ 3.0521e-03, -9.5159e-03,  2.7244e-03]],\n",
      "\n",
      "         [[-2.6034e-02, -8.2439e-02, -4.0122e-02],\n",
      "          [-6.3140e-02, -8.8013e-02, -6.1287e-02],\n",
      "          [-2.9779e-02, -6.8310e-02, -7.3535e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 2.2052e-02, -1.4070e-02, -1.2112e-02],\n",
      "          [-1.1961e-02, -2.5950e-02,  9.5893e-03],\n",
      "          [ 1.7414e-02,  3.9655e-03,  9.7933e-03]],\n",
      "\n",
      "         [[-1.0255e-02,  1.0933e-02, -2.0482e-03],\n",
      "          [ 1.9492e-02, -3.0600e-02, -1.1427e-02],\n",
      "          [-1.2990e-02, -1.0015e-02, -3.2966e-02]],\n",
      "\n",
      "         [[ 1.6018e-02, -2.8162e-02, -1.7975e-02],\n",
      "          [-2.1201e-02, -4.3505e-02, -1.7847e-02],\n",
      "          [-3.6935e-02, -3.2957e-02, -1.2588e-02]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[-1.5178e-02, -4.2632e-02, -2.1479e-02],\n",
      "          [-6.8387e-02, -5.1922e-02, -1.9700e-02],\n",
      "          [-2.3062e-02, -6.2482e-02, -4.4611e-02]],\n",
      "\n",
      "         [[-4.3759e-02, -5.8518e-02, -5.5632e-02],\n",
      "          [-4.4495e-02, -4.7403e-02, -5.0818e-02],\n",
      "          [-6.3435e-02, -8.2287e-02, -4.6432e-02]],\n",
      "\n",
      "         [[ 2.1794e-02,  4.4947e-02,  2.1046e-03],\n",
      "          [ 1.5541e-02,  2.0899e-02, -2.7224e-02],\n",
      "          [ 6.6235e-05,  5.5989e-03,  2.0561e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 8.2114e-03,  1.0262e-02, -9.2814e-03],\n",
      "          [ 1.0162e-02, -4.5291e-03, -4.9654e-02],\n",
      "          [-9.4548e-03, -5.0139e-03,  7.9630e-03]],\n",
      "\n",
      "         [[-1.5690e-02, -8.5940e-03, -5.9482e-03],\n",
      "          [-4.5379e-03,  2.0704e-02, -2.7144e-03],\n",
      "          [ 2.6980e-03,  3.3935e-03, -4.0010e-02]],\n",
      "\n",
      "         [[-2.0576e-02, -3.4265e-02, -1.0948e-02],\n",
      "          [ 1.8082e-02, -6.3506e-02, -3.8115e-02],\n",
      "          [-3.8551e-02, -3.8090e-03, -1.2272e-02]]],\n",
      "\n",
      "\n",
      "        [[[-5.2990e-02, -3.3552e-02, -2.8112e-02],\n",
      "          [-6.6588e-02, -1.6956e-02, -1.7491e-02],\n",
      "          [-4.9782e-02, -3.8954e-02, -4.1926e-02]],\n",
      "\n",
      "         [[-7.8183e-02, -6.6971e-02, -4.2534e-02],\n",
      "          [-8.1250e-02, -4.6774e-02, -4.5440e-02],\n",
      "          [-6.2048e-02, -2.2044e-02, -6.6806e-02]],\n",
      "\n",
      "         [[ 1.5707e-02,  1.5868e-02,  3.2845e-02],\n",
      "          [-9.4801e-03,  9.2995e-03, -1.1591e-02],\n",
      "          [-5.3522e-03,  8.0536e-03, -7.6320e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.7709e-02,  2.8268e-03, -2.8881e-02],\n",
      "          [-4.0269e-02,  4.1785e-02, -1.3501e-02],\n",
      "          [ 2.6541e-02, -1.0821e-02, -1.6147e-02]],\n",
      "\n",
      "         [[ 3.2854e-02,  2.3644e-02, -2.5677e-02],\n",
      "          [ 1.8313e-02,  1.5866e-02,  2.1685e-02],\n",
      "          [ 1.9995e-02,  7.5911e-03,  4.2632e-02]],\n",
      "\n",
      "         [[ 3.3318e-02,  5.0648e-04,  6.2632e-03],\n",
      "          [-2.9190e-02,  8.7893e-03,  2.0087e-02],\n",
      "          [ 2.0801e-02,  1.7417e-02,  2.3191e-02]]],\n",
      "\n",
      "\n",
      "        [[[-4.3808e-03, -2.2624e-02, -9.3163e-03],\n",
      "          [-1.9489e-02,  1.6293e-02, -2.7951e-02],\n",
      "          [-5.3407e-02, -5.8976e-02, -1.8824e-02]],\n",
      "\n",
      "         [[-4.5477e-02, -3.8285e-02, -4.9090e-02],\n",
      "          [-2.1979e-02, -1.6656e-02, -3.1559e-02],\n",
      "          [-3.0227e-02, -1.9715e-02, -5.0213e-02]],\n",
      "\n",
      "         [[ 1.6974e-02,  4.5000e-02,  1.9586e-02],\n",
      "          [ 6.8499e-02,  6.0303e-03,  1.6076e-02],\n",
      "          [ 1.2932e-02,  1.1192e-02, -6.1491e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-9.5180e-03, -1.5917e-02,  4.5294e-03],\n",
      "          [ 4.3174e-03,  9.4564e-04, -2.2747e-02],\n",
      "          [-8.2967e-03,  6.3842e-03,  1.3351e-02]],\n",
      "\n",
      "         [[-5.8929e-02, -5.8369e-02, -3.7542e-02],\n",
      "          [-4.8753e-03, -2.5631e-02,  2.8701e-04],\n",
      "          [-1.5373e-02, -9.9570e-03, -1.1910e-02]],\n",
      "\n",
      "         [[ 6.2377e-02,  2.1072e-02,  2.1306e-02],\n",
      "          [ 3.9597e-02,  1.3211e-02,  3.5646e-02],\n",
      "          [ 2.9580e-02, -9.2214e-03,  2.2576e-02]]]])), ('conv2x_5.3.bias', tensor([ 9.4819e-05,  7.1610e-06, -3.4431e-05, -8.2739e-05,  3.3128e-06,\n",
      "        -5.7325e-05,  4.1716e-05, -3.3260e-05, -7.1217e-05, -1.3991e-05,\n",
      "        -3.6568e-05,  3.1103e-05, -2.8495e-05, -1.3935e-07,  4.1858e-05,\n",
      "         2.0021e-05, -2.9894e-05,  1.4634e-04,  6.7708e-05,  3.9065e-05,\n",
      "        -2.9983e-05,  5.1808e-05,  2.3714e-04,  2.8197e-05,  1.2561e-05,\n",
      "         2.0950e-05, -5.1310e-05,  3.4617e-05,  1.8184e-05, -1.5143e-04,\n",
      "        -3.8055e-06, -7.3306e-05])), ('conv2x_5.4.weight', tensor([1.0051, 0.9472, 0.9285, 0.9577, 0.9837, 0.9789, 0.9918, 1.0194, 0.9528,\n",
      "        0.8646, 0.9563, 0.9420, 1.0051, 0.9639, 0.9880, 0.9776, 0.8973, 0.9615,\n",
      "        0.9064, 0.9474, 0.9698, 1.0126, 0.9016, 0.9857, 1.0011, 0.9688, 0.9811,\n",
      "        0.9559, 0.9790, 0.9876, 0.9772, 0.9312])), ('conv2x_5.4.bias', tensor([-0.0008, -0.0566, -0.0779, -0.0440, -0.0244, -0.0272, -0.0048,  0.0129,\n",
      "        -0.0907, -0.0883, -0.0684, -0.0789,  0.0475, -0.0298, -0.0345, -0.0683,\n",
      "        -0.0413, -0.0095, -0.0512, -0.0357, -0.0635,  0.0394, -0.0761, -0.0237,\n",
      "        -0.0025, -0.0313, -0.0324, -0.0542, -0.0133, -0.0024, -0.0341, -0.0546])), ('conv2x_5.4.running_mean', tensor([-0.2925,  0.9228, -0.3369,  0.2876, -0.7760, -0.9098, -1.1412, -0.4817,\n",
      "        -1.0406, -0.0511,  0.8718, -0.5000, -0.8714,  0.3927, -0.3561, -0.4770,\n",
      "        -1.0440, -0.0553,  0.7416, -0.6976,  1.1543, -0.9805,  0.0027, -0.7913,\n",
      "        -0.1525, -0.4795, -1.0963, -0.0839, -0.9727, -1.1020, -0.9046, -0.4439])), ('conv2x_5.4.running_var', tensor([ 0.4451,  0.8056,  2.6006,  0.7441,  2.0842,  2.2532,  2.4084,  1.9699,\n",
      "         0.8794,  2.8294,  0.6152,  1.5092,  1.0833,  1.5792,  4.0246,  3.4983,\n",
      "         0.2042,  0.7969,  1.4771,  2.2541, 10.3094,  2.0685,  4.7430,  0.9748,\n",
      "         1.6842,  5.3099,  5.3284,  1.4756,  8.6430,  4.3419,  6.0697,  1.3029])), ('conv2x_5.4.num_batches_tracked', tensor(1321)), ('conv2x_6.0.weight', tensor([[[[ 5.3690e-03, -2.7606e-02,  6.6738e-03],\n",
      "          [ 7.0796e-05, -4.3399e-03,  2.6103e-02],\n",
      "          [-2.3705e-02,  3.8661e-02, -1.0352e-02]],\n",
      "\n",
      "         [[ 8.4041e-03,  1.4904e-02,  1.7522e-02],\n",
      "          [ 1.0229e-02, -2.2466e-02, -1.3203e-02],\n",
      "          [ 3.6680e-02,  3.8868e-02,  7.3589e-03]],\n",
      "\n",
      "         [[-1.2848e-02, -3.5844e-02, -9.2320e-03],\n",
      "          [-7.4257e-03,  5.8082e-03,  8.1615e-03],\n",
      "          [-9.5258e-03,  1.3913e-02,  1.5760e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 4.0543e-02, -3.9366e-03,  1.9610e-02],\n",
      "          [ 1.0689e-02,  6.6068e-02,  2.4211e-03],\n",
      "          [-1.4038e-02,  9.7383e-03, -6.9411e-03]],\n",
      "\n",
      "         [[ 5.8449e-02,  8.6592e-02,  1.1156e-02],\n",
      "          [ 3.4043e-02, -3.0476e-02, -3.8024e-02],\n",
      "          [-4.7127e-02, -9.6937e-03,  1.3468e-02]],\n",
      "\n",
      "         [[ 2.8158e-02,  2.4183e-02,  3.2817e-03],\n",
      "          [-4.8792e-02,  2.9934e-02, -8.4911e-04],\n",
      "          [-9.2567e-03,  5.0296e-02, -2.1118e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 2.6649e-02, -3.9866e-03,  2.7437e-02],\n",
      "          [ 4.8777e-02,  1.0261e-02,  1.4338e-02],\n",
      "          [ 3.8476e-02,  3.2631e-02,  4.1189e-02]],\n",
      "\n",
      "         [[-3.1615e-02,  2.4394e-03,  2.8618e-02],\n",
      "          [ 3.6925e-02, -1.0184e-02, -1.1367e-02],\n",
      "          [-4.4792e-02,  3.5359e-03, -8.9923e-03]],\n",
      "\n",
      "         [[ 1.8545e-02,  1.3248e-02,  2.5495e-03],\n",
      "          [-9.0474e-03,  2.6863e-02, -2.6431e-02],\n",
      "          [ 3.2538e-03,  5.1641e-03,  1.2453e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 1.6661e-02,  1.6539e-02, -6.5917e-02],\n",
      "          [ 4.7288e-03,  6.6728e-02,  3.3645e-02],\n",
      "          [-3.5271e-02, -7.2604e-03, -5.2656e-02]],\n",
      "\n",
      "         [[-3.8207e-02, -4.3746e-02, -9.2764e-03],\n",
      "          [ 4.6023e-02, -2.2919e-02, -1.2354e-02],\n",
      "          [ 5.7324e-02,  3.1377e-02,  9.9478e-03]],\n",
      "\n",
      "         [[ 1.6988e-02,  3.4695e-02, -3.9522e-03],\n",
      "          [-1.3268e-02, -1.2715e-02,  4.6605e-02],\n",
      "          [ 2.0907e-02,  7.4719e-02,  9.4849e-03]]],\n",
      "\n",
      "\n",
      "        [[[-2.2336e-02, -2.1107e-02, -2.5685e-02],\n",
      "          [-2.9987e-02, -1.6443e-02, -1.6583e-02],\n",
      "          [-2.7361e-02, -4.4049e-02, -8.2365e-03]],\n",
      "\n",
      "         [[ 5.3725e-02,  3.5775e-02, -6.3296e-03],\n",
      "          [ 2.3979e-02,  1.0581e-02,  4.7922e-02],\n",
      "          [-1.9621e-02, -1.9381e-02, -4.6303e-03]],\n",
      "\n",
      "         [[-2.1748e-03, -2.4586e-02, -4.8248e-03],\n",
      "          [ 1.8239e-02, -1.3511e-02,  1.7078e-02],\n",
      "          [ 1.5247e-03, -5.3558e-03, -1.8317e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 3.3438e-02,  6.2354e-03, -2.2688e-02],\n",
      "          [ 7.7805e-03, -1.0804e-02, -6.0255e-03],\n",
      "          [-5.8429e-02, -2.1725e-02, -9.5476e-03]],\n",
      "\n",
      "         [[-3.8437e-02, -4.2573e-02, -6.1925e-02],\n",
      "          [-3.4034e-02, -5.7313e-03, -3.3780e-02],\n",
      "          [-6.8440e-02, -4.0255e-02, -3.5102e-02]],\n",
      "\n",
      "         [[-2.7263e-02,  3.0466e-02, -7.9378e-03],\n",
      "          [-2.6779e-02, -2.7207e-03,  7.6914e-03],\n",
      "          [ 5.9519e-02, -4.5570e-02, -7.2268e-03]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[ 5.2815e-02,  6.2997e-02,  2.9572e-02],\n",
      "          [-1.6010e-02,  2.1138e-02,  2.3789e-02],\n",
      "          [-1.8078e-02,  1.4630e-02,  7.6055e-02]],\n",
      "\n",
      "         [[-2.8220e-02, -3.6875e-02, -6.1225e-03],\n",
      "          [-5.1339e-02, -4.8297e-02, -1.4580e-02],\n",
      "          [-1.7663e-02, -5.8343e-02, -5.5685e-02]],\n",
      "\n",
      "         [[-1.2505e-02, -2.7702e-02,  1.8413e-02],\n",
      "          [ 1.8138e-03,  2.5225e-02, -4.2481e-02],\n",
      "          [ 1.9866e-04, -1.6035e-02,  1.6239e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-7.6541e-02, -1.7379e-02,  2.2706e-02],\n",
      "          [-6.4715e-02, -6.3116e-02, -5.9053e-02],\n",
      "          [-1.4898e-02, -4.2239e-02,  2.9199e-02]],\n",
      "\n",
      "         [[ 3.9618e-02,  1.7336e-02,  1.9014e-02],\n",
      "          [ 3.3974e-02,  6.8467e-03, -3.2385e-02],\n",
      "          [ 4.1966e-02,  1.9867e-04, -9.4474e-03]],\n",
      "\n",
      "         [[ 5.6689e-02,  5.1561e-02,  5.5729e-02],\n",
      "          [ 5.0310e-02,  4.9041e-02,  4.2568e-02],\n",
      "          [ 2.7468e-02,  1.2717e-02,  2.3441e-02]]],\n",
      "\n",
      "\n",
      "        [[[-2.4740e-02,  6.6537e-03,  5.4625e-03],\n",
      "          [ 1.3765e-02,  1.4249e-02, -9.7537e-03],\n",
      "          [-1.7679e-02, -3.0004e-03, -1.5098e-02]],\n",
      "\n",
      "         [[-1.3321e-02,  4.3592e-03,  1.8565e-02],\n",
      "          [-7.6775e-03, -1.7731e-02, -4.7394e-02],\n",
      "          [-4.9963e-03, -2.0796e-02, -3.4287e-03]],\n",
      "\n",
      "         [[-5.5034e-02, -2.8079e-02, -2.7447e-03],\n",
      "          [-2.8956e-02, -2.5017e-02, -1.0424e-02],\n",
      "          [-1.9633e-02, -3.4632e-02, -2.8171e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.0365e-01, -1.6735e-02, -7.2288e-02],\n",
      "          [ 2.0426e-02,  9.4114e-03,  6.6128e-03],\n",
      "          [-6.5159e-02, -9.6683e-02, -2.1830e-02]],\n",
      "\n",
      "         [[ 1.3172e-02,  6.3877e-03, -2.7452e-02],\n",
      "          [ 1.3009e-02,  9.2433e-03, -3.5025e-02],\n",
      "          [ 4.1897e-03, -3.5927e-02, -7.0837e-02]],\n",
      "\n",
      "         [[ 1.0123e-02,  2.3130e-02, -1.5110e-02],\n",
      "          [-8.2522e-03, -2.8605e-02, -3.1906e-02],\n",
      "          [ 1.4128e-02,  3.4076e-02,  2.8401e-02]]],\n",
      "\n",
      "\n",
      "        [[[-6.9039e-02,  2.0620e-02,  2.2684e-02],\n",
      "          [-4.4245e-03, -3.5063e-02, -1.4442e-02],\n",
      "          [-5.8469e-02, -3.2710e-03, -2.2061e-02]],\n",
      "\n",
      "         [[ 1.2429e-02,  4.3788e-03, -9.7671e-03],\n",
      "          [ 2.4136e-02,  1.5174e-02, -3.0128e-02],\n",
      "          [-1.6608e-02, -4.0613e-02, -5.0785e-02]],\n",
      "\n",
      "         [[-3.4672e-03,  2.5206e-02, -2.4407e-02],\n",
      "          [ 3.3837e-02,  3.8767e-03,  1.2457e-02],\n",
      "          [ 1.4434e-02, -6.3741e-03,  2.4194e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-9.4232e-02, -3.3943e-02,  1.8441e-02],\n",
      "          [-9.6123e-02, -9.8963e-02, -9.1155e-02],\n",
      "          [-4.0203e-02, -6.3418e-02, -5.2574e-02]],\n",
      "\n",
      "         [[ 1.3817e-02,  4.0525e-02,  4.3021e-02],\n",
      "          [-4.5743e-02,  1.3984e-02,  2.5270e-02],\n",
      "          [-3.0647e-02, -5.4826e-03,  2.3897e-02]],\n",
      "\n",
      "         [[-1.1244e-02, -3.3860e-02,  7.1466e-02],\n",
      "          [ 2.9058e-02,  4.8814e-02, -2.1833e-02],\n",
      "          [-1.7698e-02,  2.9435e-02,  2.6114e-02]]]])), ('conv2x_6.0.bias', tensor([-1.9792e-04,  1.7268e-04, -1.0394e-04, -2.0779e-04, -2.9366e-06,\n",
      "         1.3488e-04, -2.6996e-04,  1.2220e-04, -9.2654e-05, -1.9505e-04,\n",
      "        -2.0916e-05,  1.0532e-04, -3.1674e-05, -3.3012e-05, -8.2513e-06,\n",
      "        -8.3344e-05])), ('conv2x_6.1.weight', tensor([1.0304, 0.9916, 0.9956, 1.0002, 0.9969, 1.0345, 1.0175, 1.0339, 1.0283,\n",
      "        0.9631, 0.9857, 0.9856, 0.9750, 1.0021, 1.0067, 1.0041])), ('conv2x_6.1.bias', tensor([ 0.1845,  0.0660, -0.0383, -0.0749,  0.0522,  0.0115,  0.0054,  0.0274,\n",
      "         0.0891, -0.1332, -0.0389, -0.0210,  0.0273,  0.0378,  0.1087,  0.0271])), ('conv2x_6.1.running_mean', tensor([ 0.5077,  0.0885,  0.4953,  1.6416, -0.9270, -0.4284, -0.6710, -1.3187,\n",
      "        -0.0656,  2.3131,  0.5836, -0.0396, -0.5985, -0.2142, -0.8808, -0.1566])), ('conv2x_6.1.running_var', tensor([0.6929, 0.3024, 6.8372, 1.1725, 0.9920, 0.3912, 2.4717, 4.9190, 0.8666,\n",
      "        0.6752, 4.4521, 4.2184, 5.4698, 1.5355, 0.6160, 0.9440])), ('conv2x_6.1.num_batches_tracked', tensor(1321)), ('conv2x_6.3.weight', tensor([[[[ 4.7942e-02, -1.3884e-02, -5.0235e-02],\n",
      "          [-1.7186e-02, -8.3068e-02,  3.5887e-02],\n",
      "          [ 5.1820e-02,  5.8401e-02,  5.3669e-02]],\n",
      "\n",
      "         [[ 3.6701e-02,  7.8009e-03,  7.5751e-03],\n",
      "          [-2.0497e-02, -1.1658e-02,  3.5782e-02],\n",
      "          [ 4.4215e-03,  6.8748e-03,  2.0956e-02]],\n",
      "\n",
      "         [[ 2.5993e-02,  2.4222e-02,  2.6670e-02],\n",
      "          [ 4.6964e-02,  4.7070e-02,  3.4524e-02],\n",
      "          [-2.1848e-02, -6.3346e-03,  2.9406e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-9.7940e-03,  2.8078e-02,  3.4475e-02],\n",
      "          [-2.7101e-03,  2.6149e-02,  1.4807e-02],\n",
      "          [ 1.3363e-02, -1.7860e-02,  3.1533e-02]],\n",
      "\n",
      "         [[-1.5429e-02, -7.3662e-03,  1.9638e-02],\n",
      "          [-9.1178e-04, -1.3325e-02, -3.4247e-02],\n",
      "          [ 2.0777e-02, -1.7454e-02,  3.0556e-02]],\n",
      "\n",
      "         [[ 3.2012e-02, -8.3864e-03, -2.3713e-02],\n",
      "          [ 7.6569e-02,  6.9922e-02, -4.0310e-02],\n",
      "          [-9.3803e-03,  2.9147e-02, -2.5147e-02]]],\n",
      "\n",
      "\n",
      "        [[[-1.7763e-02, -2.7940e-02,  1.3435e-02],\n",
      "          [-1.0339e-02,  4.5251e-02,  2.4207e-02],\n",
      "          [-3.5893e-02, -2.3205e-02,  2.0411e-02]],\n",
      "\n",
      "         [[-2.2900e-02,  1.2979e-02, -1.0695e-02],\n",
      "          [ 9.7903e-02,  2.8297e-02, -1.7423e-02],\n",
      "          [-2.2995e-02,  1.3483e-02, -2.6853e-02]],\n",
      "\n",
      "         [[ 1.6998e-02, -9.5547e-03,  1.8272e-02],\n",
      "          [ 1.8350e-02,  3.6776e-02, -3.1477e-02],\n",
      "          [ 5.4985e-02,  1.7637e-02, -9.6357e-03]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-2.3002e-03,  3.5094e-03,  1.2512e-02],\n",
      "          [ 2.2214e-02,  1.7202e-02,  4.0593e-02],\n",
      "          [ 1.8706e-02,  4.3314e-02,  1.7676e-02]],\n",
      "\n",
      "         [[ 5.5439e-02,  3.5017e-02, -4.4567e-02],\n",
      "          [ 5.5613e-02, -1.2502e-02, -7.9751e-03],\n",
      "          [-2.5284e-02, -8.8958e-03,  1.2720e-03]],\n",
      "\n",
      "         [[-1.8384e-02, -2.8206e-03, -6.0298e-03],\n",
      "          [-3.4442e-02, -1.7248e-02,  1.2451e-02],\n",
      "          [-2.0734e-03, -6.0097e-03,  1.5099e-02]]],\n",
      "\n",
      "\n",
      "        [[[-2.2064e-02,  3.3579e-03, -3.9143e-02],\n",
      "          [ 4.9355e-02,  7.7923e-02, -6.1309e-02],\n",
      "          [-5.0096e-02, -4.1408e-02, -7.7970e-02]],\n",
      "\n",
      "         [[-4.1872e-02, -8.5674e-03, -5.3086e-02],\n",
      "          [ 6.6105e-02,  4.9451e-02, -4.4512e-03],\n",
      "          [-1.0183e-02,  2.8777e-02, -1.2213e-03]],\n",
      "\n",
      "         [[ 3.0918e-03, -4.4665e-02, -2.0222e-02],\n",
      "          [-3.2079e-02, -2.7676e-03, -4.1733e-02],\n",
      "          [-1.5273e-02, -1.7990e-02, -2.9331e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 5.6427e-02,  2.3902e-03,  1.2038e-03],\n",
      "          [ 3.1588e-02, -4.2775e-03, -1.0024e-03],\n",
      "          [-1.4426e-02,  1.9368e-02,  1.0334e-02]],\n",
      "\n",
      "         [[ 1.6927e-02,  1.8829e-02,  2.8456e-02],\n",
      "          [ 7.9776e-03, -1.3075e-02, -1.5479e-02],\n",
      "          [-5.2450e-03,  6.9490e-03,  1.3259e-02]],\n",
      "\n",
      "         [[ 5.0914e-02,  6.8719e-03,  1.4440e-02],\n",
      "          [-7.5126e-03, -1.7721e-02,  6.6214e-02],\n",
      "          [ 3.7158e-02, -1.3527e-02,  3.9151e-02]]],\n",
      "\n",
      "\n",
      "        ...,\n",
      "\n",
      "\n",
      "        [[[ 1.3381e-03,  1.7610e-02,  6.9732e-03],\n",
      "          [-1.6265e-02,  3.5705e-02, -2.2750e-02],\n",
      "          [ 1.5574e-02,  3.6839e-02, -2.0774e-02]],\n",
      "\n",
      "         [[-8.9561e-03,  3.2557e-02,  3.4465e-02],\n",
      "          [ 5.8401e-02,  2.3070e-02, -2.4132e-02],\n",
      "          [ 3.1187e-02,  1.6764e-03,  1.8818e-02]],\n",
      "\n",
      "         [[-1.4759e-02,  1.5031e-02,  2.8860e-02],\n",
      "          [-1.2037e-02,  1.8291e-02,  1.4666e-02],\n",
      "          [-4.3087e-03, -2.0646e-02,  1.8314e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[-1.4834e-02,  2.6598e-03,  3.5315e-02],\n",
      "          [-3.6760e-04,  2.6011e-02, -3.0531e-02],\n",
      "          [ 3.0401e-02,  2.0131e-02, -1.8993e-03]],\n",
      "\n",
      "         [[ 1.3446e-03,  2.8292e-02, -1.5212e-02],\n",
      "          [-1.0344e-03,  3.7973e-02,  8.6096e-03],\n",
      "          [ 3.1255e-02, -1.4600e-02, -1.1888e-02]],\n",
      "\n",
      "         [[-3.1276e-02, -2.2609e-02, -1.3383e-02],\n",
      "          [-1.0389e-03, -4.2647e-02,  3.1147e-03],\n",
      "          [ 1.6390e-02, -1.3711e-03,  1.6017e-02]]],\n",
      "\n",
      "\n",
      "        [[[ 1.6617e-03, -8.8778e-03, -2.3059e-02],\n",
      "          [-1.8373e-04,  1.1762e-02, -8.3746e-03],\n",
      "          [ 2.3918e-05,  2.1019e-02, -1.6379e-03]],\n",
      "\n",
      "         [[-1.8480e-02,  5.0699e-03,  7.4466e-03],\n",
      "          [-6.5470e-03,  1.0826e-02, -1.3709e-02],\n",
      "          [-3.1094e-02, -6.6650e-03, -4.0798e-02]],\n",
      "\n",
      "         [[ 2.8267e-02, -5.9993e-03,  1.9107e-02],\n",
      "          [ 8.8222e-03,  5.0779e-04, -1.1582e-02],\n",
      "          [-5.0707e-02, -5.2667e-03, -2.0187e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 8.0686e-03, -2.8486e-02,  2.1230e-02],\n",
      "          [-3.3050e-02, -1.1847e-02, -1.0291e-02],\n",
      "          [ 3.6836e-02, -1.5452e-02, -1.5144e-02]],\n",
      "\n",
      "         [[-2.3583e-03, -8.7946e-03, -2.9426e-02],\n",
      "          [-1.0155e-02, -5.5728e-02, -1.8271e-03],\n",
      "          [ 2.1067e-02, -3.2152e-02,  5.1436e-02]],\n",
      "\n",
      "         [[ 3.6480e-02,  3.5534e-02, -5.0864e-04],\n",
      "          [-9.0929e-03,  3.5296e-02,  7.0611e-03],\n",
      "          [-1.3859e-02,  3.1735e-02,  1.5570e-03]]],\n",
      "\n",
      "\n",
      "        [[[ 3.3353e-02, -5.0498e-02, -1.6906e-02],\n",
      "          [-9.3508e-03, -5.0721e-02, -2.5311e-02],\n",
      "          [ 4.8956e-03,  1.3529e-02,  3.7274e-02]],\n",
      "\n",
      "         [[ 2.1239e-02, -2.2136e-02, -6.6901e-03],\n",
      "          [ 5.2878e-02,  3.4664e-02, -2.1863e-02],\n",
      "          [-1.5605e-02,  1.4956e-02, -1.0934e-02]],\n",
      "\n",
      "         [[ 6.2367e-02,  4.3637e-02,  1.1829e-02],\n",
      "          [ 7.8504e-02,  4.3029e-02,  7.1821e-02],\n",
      "          [ 6.7083e-02,  2.7011e-02,  3.8243e-02]],\n",
      "\n",
      "         ...,\n",
      "\n",
      "         [[ 1.9083e-02, -2.8107e-02, -1.4834e-02],\n",
      "          [-2.2406e-02, -9.6688e-03,  1.6205e-02],\n",
      "          [-2.4864e-02,  1.8742e-02, -2.6664e-02]],\n",
      "\n",
      "         [[ 1.1739e-02,  5.2299e-02,  6.0708e-03],\n",
      "          [ 5.6233e-02,  5.1048e-02,  4.1146e-02],\n",
      "          [ 8.6129e-03, -1.3110e-02, -4.5676e-03]],\n",
      "\n",
      "         [[ 1.1538e-02, -2.5964e-03, -1.5228e-02],\n",
      "          [ 4.8578e-02,  2.0756e-03, -2.1605e-02],\n",
      "          [-1.8736e-03,  1.8356e-02,  2.1733e-02]]]])), ('conv2x_6.3.bias', tensor([-0.0008,  0.0080, -0.0109,  0.0060,  0.0141,  0.0005,  0.0227,  0.0102,\n",
      "        -0.0047, -0.0005,  0.0029, -0.0033,  0.0019, -0.0120, -0.0252, -0.0080])), ('conv2x_6.4.weight', tensor([0.9966, 0.9293, 0.7417, 0.9414, 0.8774, 0.8898, 0.8504, 0.9351, 0.9657,\n",
      "        0.9725, 0.9743, 0.9859, 0.9315, 0.7259, 0.8650, 0.9755])), ('conv2x_6.4.bias', tensor([ 0.0611, -0.1082, -0.2085, -0.0087, -0.1278, -0.1037, -0.1331, -0.0453,\n",
      "         0.0291, -0.0210, -0.0420,  0.0221, -0.0068, -0.2253, -0.1153,  0.0293])), ('conv2x_6.4.running_mean', tensor([ 0.1576,  0.3384, -0.1384,  0.2716, -0.1921,  0.4151, -0.2692, -0.3610,\n",
      "         0.0433,  0.4505, -0.1311, -0.2308, -0.3655, -0.1038, -0.2957,  0.3535])), ('conv2x_6.4.running_var', tensor([1.3445, 0.2016, 0.3164, 1.0756, 0.3329, 0.1300, 0.2793, 0.5322, 0.6302,\n",
      "        0.5114, 0.4206, 0.7121, 0.6211, 0.2304, 0.2863, 1.4972])), ('conv2x_6.4.num_batches_tracked', tensor(1321)), ('out.weight', tensor([[[[ 0.0398]],\n",
      "\n",
      "         [[-0.0096]],\n",
      "\n",
      "         [[ 0.0003]],\n",
      "\n",
      "         [[ 0.0093]],\n",
      "\n",
      "         [[ 0.0005]],\n",
      "\n",
      "         [[-0.0056]],\n",
      "\n",
      "         [[ 0.0010]],\n",
      "\n",
      "         [[ 0.0085]],\n",
      "\n",
      "         [[ 0.0178]],\n",
      "\n",
      "         [[-0.0259]],\n",
      "\n",
      "         [[ 0.0243]],\n",
      "\n",
      "         [[ 0.0218]],\n",
      "\n",
      "         [[ 0.0023]],\n",
      "\n",
      "         [[ 0.0010]],\n",
      "\n",
      "         [[ 0.0007]],\n",
      "\n",
      "         [[ 0.0332]]]])), ('out.bias', tensor([0.0003]))])\n",
      "Model Weights:\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ekd/ekd_research/pet_reconstruction/fpga/python/.venv/lib/python3.10/site-packages/torch/ao/quantization/observer.py:229: UserWarning: Please use quant_min and quant_max to specify the range for observers.                     reduce_range will be deprecated in a future release of PyTorch.\n",
      "  warnings.warn(\n",
      "/home/ekd/ekd_research/pet_reconstruction/fpga/python/.venv/lib/python3.10/site-packages/torch/ao/quantization/observer.py:1315: UserWarning: must run observer before calling calculate_qparams.                                    Returning default scale and zero point \n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torchvision.models as models\n",
    "\n",
    "quantized_model = UNet2DQuantized().cpu()\n",
    "\n",
    "quantized_model.load_state_dict(torch.load('/home/ekd/ekd_research/pet_reconstruction/python/weights/60.pth', weights_only=True))\n",
    "print(quantized_model.state_dict())\n",
    "quantized_model.eval()\n",
    "\n",
    "for conv_block in [quantized_model.conv2x_0, quantized_model.conv2x_1, quantized_model.conv2x_2,\n",
    "                  quantized_model.conv2x_3, quantized_model.conv2x_4, quantized_model.conv2x_5,\n",
    "                  quantized_model.conv2x_6]:\n",
    "    torch.ao.quantization.fuse_modules(conv_block,[['0', '1', '2'], ['3', '4', '5']], inplace=True)\n",
    "\n",
    "quantized_model.qconfig = torch.ao.quantization.get_default_qconfig('x86')\n",
    "quantized_model_prepared = torch.ao.quantization.prepare(quantized_model, inplace=True)\n",
    "\n",
    "model_int8 = torch.ao.quantization.convert(quantized_model_prepared, inplace=True)\n",
    "# print(model_int8.state_dict())\n",
    "# Iterate through the layers and print the weights\n",
    "print(\"Model Weights:\\n\")\n",
    "for name, param in model_int8.named_parameters():\n",
    "    if param.requires_grad:  # Print only learnable parameters\n",
    "        print(f\"Layer: {name}\")\n",
    "        print(f\"Weights:\\n{param.data}\\n\")\n",
    "        print(f\"Shape: {param.shape}\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.        ]\n",
      "  [0.         0.         0.         0.         0.         0.\n",
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      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
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      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.        ]\n",
      "  [0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.         0.         0.         0.         0.\n",
      "   0.         0.        ]]]\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "array = np.load('/home/ekd/ekd_research/pet_reconstruction/python/data/volumes_split/val/DF1/volume_0_input_7.npy')\n",
    "np.set_printoptions(threshold=np.inf)  # Show all elements, no truncation\n",
    "print(array)"
   ]
  }
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