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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"id": "11c4fe3c",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"OrderedDict([('module.features.0.weight',\n",
" tensor([[[[ 2.3375e-02, 5.5993e-03, 4.2364e-02, ..., 1.2101e-02,\n",
" -2.6842e-02, -3.0364e-02],\n",
" [ 1.2243e-02, -9.1156e-03, -1.9976e-02, ..., -4.5601e-02,\n",
" -3.3681e-02, -4.0585e-03],\n",
" [-7.8155e-03, 1.4921e-02, 2.3364e-02, ..., 8.7603e-03,\n",
" -3.1223e-02, 7.4876e-03],\n",
" ...,\n",
" [-2.9299e-02, -2.6057e-02, -4.0052e-02, ..., 4.2710e-03,\n",
" 1.9729e-03, -1.2235e-02],\n",
" [ 1.6445e-02, 3.8652e-03, 4.2917e-03, ..., -8.5154e-03,\n",
" -1.3266e-02, -7.6143e-03],\n",
" [ 2.3999e-02, 8.4055e-03, -2.8751e-02, ..., -1.1365e-02,\n",
" 3.8881e-03, -1.7586e-02]],\n",
" \n",
" [[-1.4130e-02, -4.9244e-02, -1.6324e-02, ..., 4.1007e-02,\n",
" -4.0374e-02, -2.6552e-02],\n",
" [-3.2905e-02, -2.9145e-02, -5.5822e-03, ..., -1.6007e-02,\n",
" -1.5566e-03, -1.6690e-02],\n",
" [ 2.4724e-02, -2.8561e-02, 1.9321e-02, ..., -3.5075e-02,\n",
" -1.6752e-02, 2.1253e-02],\n",
" ...,\n",
" [-2.0854e-02, -1.6552e-02, -3.2742e-02, ..., 1.2465e-02,\n",
" 1.9453e-02, -4.9739e-02],\n",
" [-2.5184e-02, 3.3581e-02, 1.6366e-03, ..., -1.6559e-02,\n",
" -4.3148e-02, -8.8248e-03],\n",
" [-1.7976e-02, -1.0308e-02, 1.9864e-02, ..., -2.1598e-02,\n",
" 5.0608e-04, -2.4172e-02]],\n",
" \n",
" [[ 4.9666e-02, -1.2670e-02, 1.9931e-02, ..., 8.9254e-03,\n",
" 4.6066e-02, 4.8928e-02],\n",
" [ 1.5310e-02, -1.3443e-02, 2.6382e-02, ..., -3.9132e-03,\n",
" -1.9607e-03, -3.5969e-02],\n",
" [-1.9942e-02, -5.7225e-02, 1.8700e-02, ..., 3.6640e-02,\n",
" 3.5779e-03, 1.2500e-02],\n",
" ...,\n",
" [ 1.1875e-02, -3.3648e-03, -3.0441e-02, ..., -5.6659e-02,\n",
" 1.8092e-02, 4.2179e-02],\n",
" [-1.9221e-02, 8.7840e-03, 2.1695e-02, ..., 1.2839e-03,\n",
" -2.7966e-02, 5.1216e-03],\n",
" [-1.9038e-02, 9.0134e-04, 2.1077e-03, ..., 2.9699e-02,\n",
" 1.8513e-02, 3.3447e-02]]],\n",
" \n",
" \n",
" [[[ 3.7965e-02, -1.2022e-02, 2.2249e-02, ..., 1.6461e-02,\n",
" 1.6206e-02, -1.6585e-02],\n",
" [-2.7620e-02, -4.7865e-02, 1.3980e-02, ..., 3.9625e-02,\n",
" 1.2485e-02, -5.5151e-02],\n",
" [-4.1348e-04, -2.9432e-02, -1.4788e-02, ..., 2.3406e-02,\n",
" 1.6614e-02, 1.7552e-02],\n",
" ...,\n",
" [ 2.3246e-02, 2.1007e-02, -1.2156e-02, ..., -2.6140e-02,\n",
" 3.8020e-02, -3.0928e-02],\n",
" [ 2.1980e-02, -9.2860e-03, -5.9852e-03, ..., 2.2137e-02,\n",
" 4.7298e-03, 9.8544e-04],\n",
" [-2.5694e-02, -1.1514e-02, 5.8983e-02, ..., 3.6341e-02,\n",
" -2.8853e-02, -2.8959e-02]],\n",
" \n",
" [[-1.0707e-02, -2.0920e-02, -3.5067e-03, ..., 1.5692e-02,\n",
" -4.2022e-02, -5.8786e-02],\n",
" [-1.2049e-02, -6.1877e-03, -2.7395e-02, ..., 8.5530e-03,\n",
" 5.5608e-02, -3.1539e-02],\n",
" [-2.4982e-02, -1.3160e-02, 3.1325e-02, ..., -2.7327e-02,\n",
" -5.6841e-02, -2.9666e-03],\n",
" ...,\n",
" [ 2.1402e-03, 4.6426e-02, -2.4192e-02, ..., 5.4034e-03,\n",
" -5.9481e-02, -1.2253e-02],\n",
" [-1.2507e-02, -9.2855e-05, 3.8571e-03, ..., 4.7442e-02,\n",
" -1.3722e-02, 1.5930e-03],\n",
" [ 1.1638e-02, -4.4012e-02, 5.2303e-02, ..., 2.1680e-02,\n",
" 3.6332e-02, -2.9015e-02]],\n",
" \n",
" [[-6.1262e-03, 2.1868e-03, 2.9714e-03, ..., -3.9569e-03,\n",
" 8.6403e-03, -4.3809e-03],\n",
" [-5.1549e-03, -1.5469e-02, -1.4357e-03, ..., -2.9453e-02,\n",
" -7.2058e-04, 3.4153e-02],\n",
" [-3.5302e-04, -1.2305e-02, -4.1532e-02, ..., 7.4666e-03,\n",
" 3.7797e-02, 1.0348e-02],\n",
" ...,\n",
" [-3.3086e-02, 5.9402e-03, 5.4123e-02, ..., 1.9769e-02,\n",
" -6.2268e-02, 1.9798e-03],\n",
" [-5.6262e-02, -1.4047e-02, -1.7646e-02, ..., 1.5906e-03,\n",
" -7.5155e-03, -1.0734e-02],\n",
" [ 3.9025e-02, -4.2364e-02, 2.8937e-05, ..., -2.7328e-02,\n",
" 9.2807e-03, 9.3495e-04]]],\n",
" \n",
" \n",
" [[[ 2.3433e-03, -1.9035e-02, 1.0023e-02, ..., 1.1675e-02,\n",
" 4.3943e-05, 5.4307e-04],\n",
" [ 2.4110e-02, 2.1324e-02, 4.6116e-03, ..., -8.9188e-03,\n",
" 2.5617e-02, 7.1546e-03],\n",
" [-2.5087e-02, 2.3352e-03, 6.2174e-03, ..., 2.4089e-02,\n",
" -4.7804e-03, 5.0964e-03],\n",
" ...,\n",
" [-1.1212e-03, 1.2286e-02, 3.0641e-02, ..., 2.2648e-02,\n",
" 4.1326e-03, -3.0177e-02],\n",
" [ 3.4274e-03, 4.3688e-03, -3.4311e-02, ..., 8.7346e-03,\n",
" 2.9993e-02, 9.9230e-04],\n",
" [ 1.0400e-02, -4.4071e-03, 6.5103e-03, ..., -1.4547e-02,\n",
" -9.2856e-03, -2.8808e-03]],\n",
" \n",
" [[ 8.4968e-03, 3.1743e-02, 1.8266e-02, ..., -3.0564e-02,\n",
" 4.9976e-02, -1.1739e-02],\n",
" [-3.2356e-03, -1.9133e-02, 1.0271e-02, ..., 3.0369e-03,\n",
" 5.1930e-03, -2.6841e-03],\n",
" [-1.4563e-02, 7.1441e-03, -2.2971e-02, ..., -1.3364e-02,\n",
" -1.6875e-02, 5.2100e-02],\n",
" ...,\n",
" [-8.4915e-03, 8.6577e-03, 7.7203e-03, ..., 2.9735e-02,\n",
" 3.5839e-02, 6.2928e-03],\n",
" [ 1.7178e-02, 3.5923e-02, -8.4103e-02, ..., 2.5245e-02,\n",
" 2.9331e-02, -9.0751e-03],\n",
" [-4.7001e-02, 1.9169e-02, 6.7551e-03, ..., 4.2300e-02,\n",
" -3.5133e-02, -2.9424e-02]],\n",
" \n",
" [[ 4.2076e-02, 3.0278e-02, 9.7546e-03, ..., 2.6859e-02,\n",
" -3.9730e-03, 1.9414e-02],\n",
" [-1.0068e-03, 1.8244e-02, 2.1646e-02, ..., -7.3066e-03,\n",
" -2.0182e-02, 4.2991e-02],\n",
" [ 2.4365e-02, -1.9178e-02, 3.2335e-02, ..., -3.5166e-02,\n",
" 1.4258e-02, -4.2840e-02],\n",
" ...,\n",
" [-1.3621e-02, 2.2653e-02, 3.2518e-02, ..., -1.1237e-02,\n",
" 3.9021e-02, 4.3618e-03],\n",
" [ 4.7386e-03, -3.7146e-02, -1.8900e-02, ..., -5.6209e-03,\n",
" 3.0549e-02, 3.5451e-02],\n",
" [-2.3577e-02, 2.1167e-02, -4.5990e-02, ..., -6.4087e-03,\n",
" -2.0090e-02, 9.2213e-03]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[-1.7300e-02, -1.0968e-02, 2.3756e-02, ..., -2.8067e-02,\n",
" -1.2273e-02, -6.7963e-03],\n",
" [-1.9014e-02, 4.2994e-02, -2.9301e-02, ..., -1.5515e-02,\n",
" 3.0392e-02, 2.3771e-02],\n",
" [-3.1195e-02, 3.3641e-02, -4.9220e-02, ..., -1.7844e-02,\n",
" -1.1322e-02, -4.7037e-03],\n",
" ...,\n",
" [ 1.3981e-02, 5.4877e-02, -6.8753e-03, ..., 1.3635e-02,\n",
" -9.1420e-03, 3.1688e-02],\n",
" [ 1.3518e-02, 1.8627e-02, -2.9229e-02, ..., 8.1206e-03,\n",
" -6.5161e-03, -1.2963e-02],\n",
" [-4.1449e-02, 1.2236e-02, 1.1663e-02, ..., 3.8267e-02,\n",
" -1.9472e-02, 1.8405e-02]],\n",
" \n",
" [[-9.8533e-03, 4.9424e-02, 4.8071e-02, ..., -9.0419e-03,\n",
" 2.4288e-02, -4.3603e-03],\n",
" [ 5.8574e-04, 1.4928e-02, -2.0026e-02, ..., 1.6564e-02,\n",
" 7.6141e-03, 2.9512e-02],\n",
" [ 2.0338e-02, 1.0564e-02, -1.0914e-02, ..., -6.4865e-03,\n",
" 1.8478e-02, -2.3697e-03],\n",
" ...,\n",
" [ 5.6546e-03, 2.4127e-02, -5.7034e-02, ..., 3.6024e-02,\n",
" 2.8125e-02, -1.4412e-02],\n",
" [-1.4562e-03, 1.1494e-02, 2.0532e-02, ..., -3.4795e-02,\n",
" 1.6016e-02, 4.6263e-02],\n",
" [ 1.8855e-02, 2.8185e-02, 4.2835e-02, ..., -2.0183e-02,\n",
" 3.4963e-02, -5.9240e-03]],\n",
" \n",
" [[ 3.2398e-02, 2.7336e-02, -1.1512e-02, ..., 4.0024e-02,\n",
" 4.8417e-02, -8.8634e-03],\n",
" [-6.7418e-03, 6.6913e-03, 1.0604e-02, ..., 1.0133e-02,\n",
" -5.0271e-02, 2.7529e-02],\n",
" [ 4.2106e-02, 3.0234e-02, -3.6480e-03, ..., 1.3692e-02,\n",
" -1.0858e-02, -1.4118e-02],\n",
" ...,\n",
" [-2.4369e-02, -3.8789e-02, 4.2428e-03, ..., -7.5641e-03,\n",
" 4.2958e-02, 1.8423e-02],\n",
" [ 2.1679e-02, 2.9357e-02, 7.8422e-03, ..., 4.7591e-03,\n",
" 2.7958e-02, -3.0234e-03],\n",
" [ 5.8209e-03, 3.4338e-03, 2.4520e-02, ..., 2.5085e-03,\n",
" 5.5165e-02, 2.3223e-02]]],\n",
" \n",
" \n",
" [[[-6.9245e-02, -1.1918e-02, 3.0330e-02, ..., -7.0775e-03,\n",
" -1.3785e-02, -9.5928e-03],\n",
" [-1.1632e-02, -2.3685e-02, -3.9180e-02, ..., -5.9309e-02,\n",
" 2.6369e-02, 6.5659e-04],\n",
" [-1.1453e-03, 1.4085e-03, 9.6764e-03, ..., -3.5827e-02,\n",
" 5.9550e-03, 1.0719e-02],\n",
" ...,\n",
" [ 3.3185e-03, 2.2316e-02, -2.3351e-02, ..., -1.0927e-02,\n",
" -3.0209e-02, 1.1315e-02],\n",
" [-3.6965e-02, -2.6860e-02, -1.8028e-02, ..., -1.6357e-04,\n",
" 4.1140e-02, -1.8615e-03],\n",
" [ 1.7740e-02, 9.2312e-03, 4.3650e-03, ..., -3.0605e-02,\n",
" -1.1486e-02, 1.2793e-02]],\n",
" \n",
" [[-5.6697e-03, -1.4674e-02, -1.7249e-02, ..., -6.2317e-03,\n",
" 2.7349e-02, -3.9416e-02],\n",
" [-8.8279e-03, -2.5957e-03, 3.5875e-02, ..., 5.8308e-03,\n",
" -5.5580e-03, -2.8438e-02],\n",
" [-4.1452e-02, 2.2671e-02, -3.2239e-02, ..., 2.7244e-02,\n",
" -2.0010e-03, 5.7491e-02],\n",
" ...,\n",
" [-2.7492e-02, 5.1052e-02, -4.3853e-02, ..., -3.1139e-02,\n",
" 1.8314e-02, -4.4898e-03],\n",
" [-1.2398e-02, 3.1807e-02, 1.0428e-02, ..., -1.7304e-03,\n",
" 1.7393e-04, -2.6142e-02],\n",
" [-3.6152e-02, 2.2367e-02, -2.1544e-02, ..., 3.4823e-04,\n",
" -2.1448e-03, -4.5074e-03]],\n",
" \n",
" [[-1.9647e-02, -4.5944e-02, 1.5610e-02, ..., 1.8324e-02,\n",
" 1.8523e-02, -2.6029e-03],\n",
" [-5.0610e-02, 3.0383e-02, -1.2389e-02, ..., -1.4688e-02,\n",
" -3.4507e-03, -1.0137e-02],\n",
" [-2.5496e-02, -4.6650e-03, -3.2878e-02, ..., -4.2710e-02,\n",
" -4.7481e-03, 1.9729e-02],\n",
" ...,\n",
" [-2.5733e-03, 5.7768e-02, -1.2957e-04, ..., 8.6745e-03,\n",
" -2.5417e-02, -8.5791e-03],\n",
" [ 2.9283e-02, -8.3721e-03, -2.3964e-03, ..., -2.1602e-02,\n",
" -3.0959e-02, 4.2844e-02],\n",
" [ 2.9002e-02, -2.3411e-02, -3.9169e-02, ..., -3.9955e-02,\n",
" -2.9184e-02, 1.1949e-02]]],\n",
" \n",
" \n",
" [[[-6.4566e-03, 1.3145e-02, 1.3045e-02, ..., -3.0958e-02,\n",
" -2.2957e-02, -2.1346e-02],\n",
" [ 3.1348e-02, -2.1111e-02, 1.8779e-03, ..., -2.2084e-03,\n",
" 1.0736e-03, 6.5589e-03],\n",
" [-1.6862e-02, -1.4509e-02, -2.2391e-02, ..., 2.8254e-02,\n",
" 1.1151e-02, 3.5738e-02],\n",
" ...,\n",
" [ 3.2327e-02, -4.5994e-02, -7.5606e-03, ..., -1.7074e-02,\n",
" -6.4185e-03, -1.5941e-02],\n",
" [ 1.6623e-02, -1.3665e-02, 1.9817e-02, ..., -2.1725e-02,\n",
" -3.5567e-02, -2.4748e-02],\n",
" [-1.2258e-02, 3.5740e-02, -2.3850e-02, ..., -1.9130e-02,\n",
" -1.8982e-02, 9.1186e-03]],\n",
" \n",
" [[-4.1899e-02, 9.4187e-04, 4.6815e-02, ..., -1.1866e-02,\n",
" -9.6984e-03, -5.8996e-03],\n",
" [-2.1281e-02, 3.6341e-02, -1.4044e-02, ..., -6.0348e-04,\n",
" -1.1665e-02, -8.4142e-03],\n",
" [ 3.1403e-03, 2.9866e-02, 2.4069e-02, ..., -5.0233e-03,\n",
" -3.3209e-02, 1.8269e-02],\n",
" ...,\n",
" [-5.1381e-02, 3.3562e-02, 1.6398e-02, ..., -3.9078e-02,\n",
" -7.3412e-03, -2.5585e-03],\n",
" [-1.9666e-02, 1.8058e-02, -1.3134e-02, ..., 1.5786e-02,\n",
" 2.4163e-02, -1.1480e-02],\n",
" [-2.3845e-02, -1.3153e-02, 3.2843e-02, ..., -1.8643e-02,\n",
" 2.1755e-03, -2.5375e-02]],\n",
" \n",
" [[-1.9703e-02, 1.9801e-02, -3.0810e-02, ..., -1.6574e-02,\n",
" -2.3212e-02, -2.3294e-02],\n",
" [ 1.2184e-02, -3.8564e-02, 3.4919e-02, ..., -3.7129e-02,\n",
" 5.0054e-04, 1.6151e-03],\n",
" [ 4.5318e-02, -7.4944e-03, 2.0338e-02, ..., -1.8937e-02,\n",
" -2.8308e-02, -2.0223e-03],\n",
" ...,\n",
" [ 5.4708e-02, -2.0650e-02, -1.2043e-02, ..., 1.2570e-02,\n",
" -7.4001e-03, -3.8468e-02],\n",
" [ 3.1326e-05, -4.1838e-02, -2.3395e-03, ..., -8.4410e-03,\n",
" 3.6380e-02, 4.8269e-02],\n",
" [-9.6509e-03, -5.2517e-02, 3.6821e-02, ..., -2.9391e-02,\n",
" -3.9250e-02, 2.0744e-02]]]], device='cuda:0')),\n",
" ('module.features.4.0.conv1.weight',\n",
" tensor([[[[-9.2462e-02, -4.6187e-02, -6.3962e-02],\n",
" [ 3.6464e-02, 3.1752e-02, 5.5634e-02],\n",
" [ 5.3728e-02, 2.3950e-02, 5.7112e-02]],\n",
" \n",
" [[ 1.6550e-02, 3.7590e-02, -5.6057e-02],\n",
" [ 4.2331e-02, -4.6298e-02, -4.1679e-02],\n",
" [ 9.8096e-03, -2.4877e-02, -5.0601e-02]],\n",
" \n",
" [[ 1.6585e-02, 5.2531e-02, -1.1046e-02],\n",
" [-2.8249e-02, -1.3678e-02, -1.1900e-01],\n",
" [ 4.3205e-02, 1.1884e-01, 1.7970e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 1.5649e-02, 1.3387e-02, -1.0417e-01],\n",
" [-1.3216e-01, 3.2272e-03, -4.3647e-02],\n",
" [-3.5717e-02, 1.0049e-01, 3.0284e-02]],\n",
" \n",
" [[-4.5162e-02, 2.3759e-02, -1.8583e-02],\n",
" [-1.3453e-02, -5.3536e-02, 3.5570e-03],\n",
" [ 8.8063e-02, -2.8492e-02, -3.5059e-04]],\n",
" \n",
" [[ 6.3269e-02, -2.6969e-02, -7.0333e-03],\n",
" [ 1.4697e-02, -1.0806e-02, -8.7952e-02],\n",
" [-3.8361e-03, 1.5422e-04, -1.3386e-02]]],\n",
" \n",
" \n",
" [[[ 2.2461e-02, -1.3477e-01, -6.0933e-02],\n",
" [-7.8706e-02, -1.1187e-01, 7.2931e-02],\n",
" [-1.0034e-02, -1.3897e-02, 1.0557e-01]],\n",
" \n",
" [[ 2.0277e-02, -2.3068e-02, 9.4356e-02],\n",
" [-8.1401e-02, -1.4270e-01, -8.5097e-02],\n",
" [-6.9182e-02, 8.8395e-02, -3.0874e-02]],\n",
" \n",
" [[-4.1500e-02, -5.5379e-02, 3.7250e-02],\n",
" [-8.8914e-03, -1.9892e-02, -4.7787e-02],\n",
" [-9.7006e-02, -1.7777e-02, -4.0463e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 9.2270e-02, 5.8624e-03, 6.5071e-02],\n",
" [ 1.1497e-01, 6.8832e-02, 3.2386e-02],\n",
" [-3.6723e-03, -7.2844e-04, 1.0449e-01]],\n",
" \n",
" [[ 4.2105e-02, 1.7258e-02, 2.7150e-02],\n",
" [-1.3325e-02, -3.0972e-02, -2.2033e-03],\n",
" [ 9.3903e-04, 2.1462e-02, 4.3957e-02]],\n",
" \n",
" [[ 9.2400e-03, 7.4915e-02, 1.8164e-02],\n",
" [ 1.8690e-02, 2.0276e-02, -2.9706e-02],\n",
" [ 4.1231e-02, 6.7357e-02, -1.1762e-01]]],\n",
" \n",
" \n",
" [[[ 1.1161e-01, 6.0464e-02, 6.2415e-02],\n",
" [ 3.0668e-02, -1.3328e-01, 1.4706e-02],\n",
" [-6.8011e-02, -3.7102e-02, -8.1162e-02]],\n",
" \n",
" [[-3.5553e-02, 5.0089e-03, 2.1187e-02],\n",
" [-6.3591e-02, -4.6052e-02, 3.4658e-02],\n",
" [-1.2683e-01, 3.3427e-02, 1.3262e-01]],\n",
" \n",
" [[ 3.0757e-02, -2.3997e-02, -6.3890e-02],\n",
" [-4.0926e-03, 5.7332e-02, 1.7442e-02],\n",
" [-2.9423e-02, -5.4034e-03, -9.0974e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 4.0161e-02, -4.6695e-02, 4.1360e-03],\n",
" [ 7.7046e-03, -3.3115e-02, -4.3606e-02],\n",
" [-1.1876e-01, 2.6893e-03, -4.9484e-02]],\n",
" \n",
" [[-1.2849e-02, 1.6794e-01, -6.0573e-03],\n",
" [-2.2438e-02, 9.0174e-03, 5.0475e-03],\n",
" [ 3.6589e-02, -3.5933e-02, 1.2792e-02]],\n",
" \n",
" [[ 5.5376e-02, 7.7030e-02, 8.7771e-02],\n",
" [ 5.4986e-03, 1.0659e-01, 1.6883e-03],\n",
" [-3.4126e-02, 1.3669e-01, -2.8325e-02]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[-7.7317e-03, -4.6668e-02, 7.5650e-02],\n",
" [ 3.5873e-02, -4.3000e-02, -2.7691e-02],\n",
" [ 1.0248e-01, 1.3898e-02, -1.3904e-02]],\n",
" \n",
" [[-8.6134e-02, 6.3448e-02, -2.8724e-02],\n",
" [-4.2872e-02, 4.5522e-02, 1.0647e-01],\n",
" [-4.8477e-02, 1.3277e-02, 5.6465e-02]],\n",
" \n",
" [[-8.3595e-02, 6.6930e-02, -5.8604e-02],\n",
" [-6.2126e-02, -7.1881e-03, -1.2867e-02],\n",
" [-1.7585e-02, -8.0980e-03, -1.4380e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-4.1383e-02, 6.8068e-03, -9.0357e-03],\n",
" [-6.6095e-02, 1.3102e-02, -7.3603e-04],\n",
" [ 8.8705e-03, 4.9332e-02, -2.4792e-03]],\n",
" \n",
" [[ 3.5180e-03, 1.0274e-01, 2.6740e-02],\n",
" [ 5.2504e-02, -3.7355e-02, 3.9357e-02],\n",
" [-3.7058e-02, 1.9517e-02, 5.6316e-02]],\n",
" \n",
" [[-2.6484e-02, 9.8777e-02, -4.1960e-02],\n",
" [ 7.4271e-02, -1.0216e-02, -5.2095e-02],\n",
" [ 6.0615e-02, 7.6350e-02, -4.5450e-02]]],\n",
" \n",
" \n",
" [[[ 3.4035e-02, 1.0943e-01, -1.3764e-01],\n",
" [-7.1371e-02, 5.8172e-02, -2.2341e-02],\n",
" [-3.0836e-02, 5.2470e-02, -6.0414e-02]],\n",
" \n",
" [[-2.3613e-02, -4.2929e-03, 7.0351e-02],\n",
" [ 5.8288e-02, 6.5354e-02, 5.5242e-02],\n",
" [-1.0364e-02, 2.7791e-02, -2.2508e-02]],\n",
" \n",
" [[ 8.9985e-02, 3.6585e-02, 1.3680e-02],\n",
" [-5.1424e-02, 4.0535e-02, 1.3652e-01],\n",
" [-7.4183e-02, 7.6157e-02, -1.9116e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-9.7462e-03, -5.6896e-02, -9.0187e-02],\n",
" [-2.2037e-02, 1.3929e-01, -4.4938e-02],\n",
" [-4.9996e-02, 4.9984e-02, -6.0025e-02]],\n",
" \n",
" [[ 2.5050e-02, -4.9562e-02, 7.2298e-02],\n",
" [ 7.2273e-02, 1.2818e-02, -3.1320e-02],\n",
" [-3.0858e-02, 3.4074e-02, 6.9350e-02]],\n",
" \n",
" [[ 3.9936e-02, 6.4482e-03, -1.4794e-02],\n",
" [ 1.4991e-03, 8.6426e-02, 6.8410e-02],\n",
" [-4.8722e-03, -3.9833e-02, 4.4456e-02]]],\n",
" \n",
" \n",
" [[[-5.7302e-03, -1.8632e-01, -2.2117e-02],\n",
" [-1.2020e-01, -6.2009e-02, 9.3804e-02],\n",
" [ 5.9880e-02, -2.3881e-02, -1.2358e-02]],\n",
" \n",
" [[-3.5485e-02, -1.1522e-03, -8.2160e-02],\n",
" [ 8.2682e-02, -2.3291e-02, -2.8066e-02],\n",
" [-1.9191e-02, 1.2396e-02, -8.7263e-02]],\n",
" \n",
" [[ 3.0666e-02, 6.9301e-02, 2.3709e-02],\n",
" [-3.1250e-02, 8.0222e-02, 2.2501e-02],\n",
" [ 3.4345e-02, 5.6890e-02, 5.9732e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-1.2429e-01, 6.9400e-02, -7.0972e-02],\n",
" [-7.4741e-02, -8.7197e-03, 6.0359e-03],\n",
" [ 8.8969e-02, 2.9732e-02, -7.2561e-02]],\n",
" \n",
" [[-1.1770e-02, 5.1681e-02, 6.5577e-02],\n",
" [-1.3407e-01, -1.3068e-01, -5.4128e-02],\n",
" [ 8.3333e-02, 7.6867e-02, -1.1552e-02]],\n",
" \n",
" [[-1.3286e-01, 5.4414e-02, -3.6517e-02],\n",
" [-5.2994e-02, 3.9329e-02, 1.1094e-02],\n",
" [-9.7109e-02, 6.7629e-02, -8.7167e-02]]]], device='cuda:0')),\n",
" ('module.features.4.0.conv2.weight',\n",
" tensor([[[[ 1.1233e-01, -2.2981e-03, 3.6705e-02],\n",
" [-1.2030e-02, -1.5351e-02, 9.2952e-02],\n",
" [-4.1985e-02, 5.4107e-02, -5.9251e-02]],\n",
" \n",
" [[ 8.1965e-02, -1.0954e-01, 6.8691e-02],\n",
" [ 6.0726e-02, 1.0515e-03, 1.0493e-01],\n",
" [-5.5332e-02, -3.6784e-02, 7.3365e-02]],\n",
" \n",
" [[-8.5047e-02, -2.0464e-02, -8.1830e-02],\n",
" [-2.3363e-02, 1.0971e-01, 7.4004e-02],\n",
" [-7.5470e-02, 8.6039e-02, -7.4229e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[ 4.2190e-02, 1.4027e-01, 5.8237e-02],\n",
" [ 5.6310e-02, -6.7712e-02, -6.2967e-02],\n",
" [-3.5065e-02, 3.8621e-02, -2.5502e-03]],\n",
" \n",
" [[ 2.2199e-02, -7.8476e-02, 8.9634e-03],\n",
" [ 2.7594e-02, 9.7943e-02, 5.6846e-02],\n",
" [-6.5797e-02, 4.9289e-03, -2.2984e-02]],\n",
" \n",
" [[-3.6827e-02, -7.8728e-03, -4.4337e-02],\n",
" [ 8.1624e-02, 8.3161e-03, 5.9610e-02],\n",
" [ 5.9407e-02, -3.9335e-02, -7.0567e-02]]],\n",
" \n",
" \n",
" [[[-8.1664e-02, 7.6529e-03, -3.4560e-03],\n",
" [ 6.5344e-02, -1.4775e-01, -6.3836e-02],\n",
" [-3.1269e-03, -2.9126e-02, -1.3252e-01]],\n",
" \n",
" [[ 8.3339e-02, -7.4031e-02, 8.3576e-02],\n",
" [ 5.1510e-03, 7.2560e-02, -2.5081e-02],\n",
" [ 3.1496e-02, 1.3989e-02, -1.6677e-02]],\n",
" \n",
" [[-7.5721e-02, -2.4193e-02, 1.4763e-01],\n",
" [-2.1573e-02, -4.5769e-03, -5.6464e-02],\n",
" [-6.6852e-02, -2.0293e-02, -3.7721e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 1.2082e-02, -3.0667e-02, 3.9955e-02],\n",
" [-3.5713e-02, 7.0917e-03, 1.1693e-01],\n",
" [-1.1999e-01, -2.3686e-02, 1.0753e-01]],\n",
" \n",
" [[-8.8364e-02, 7.2671e-02, 1.1850e-02],\n",
" [ 4.0822e-02, 9.6776e-02, -7.8760e-02],\n",
" [ 1.0391e-01, 1.5550e-02, 1.0867e-01]],\n",
" \n",
" [[-4.8628e-02, -1.1506e-02, 5.5846e-02],\n",
" [-6.7405e-04, 1.8967e-02, 5.6449e-03],\n",
" [-2.2366e-02, 7.1308e-02, 1.0016e-02]]],\n",
" \n",
" \n",
" [[[-2.1073e-02, -7.4765e-02, 4.0197e-02],\n",
" [ 6.5436e-02, 6.8928e-02, -3.0027e-02],\n",
" [-1.6745e-02, -2.1730e-02, 8.4882e-02]],\n",
" \n",
" [[ 1.1282e-01, -2.6245e-02, 6.4570e-02],\n",
" [-1.1578e-01, -1.5154e-02, 2.7958e-02],\n",
" [ 3.0415e-03, 4.7246e-02, 1.2109e-02]],\n",
" \n",
" [[ 1.1064e-02, -1.1093e-01, -2.7692e-02],\n",
" [-4.2947e-02, 3.4327e-02, 3.7007e-02],\n",
" [-3.0342e-02, 7.2168e-03, 1.9143e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-6.0603e-02, 1.8067e-01, 9.0881e-03],\n",
" [-5.0757e-02, 3.4056e-04, 6.2487e-02],\n",
" [-3.6068e-02, 4.6166e-02, 8.6541e-02]],\n",
" \n",
" [[ 6.9447e-02, -3.0232e-03, -1.4447e-02],\n",
" [-1.1953e-01, 3.6767e-02, 2.4693e-02],\n",
" [-1.2821e-01, -6.6559e-03, -4.7528e-02]],\n",
" \n",
" [[-4.7991e-02, 3.7157e-02, 1.9292e-02],\n",
" [-3.7560e-03, -7.4758e-02, 6.9171e-03],\n",
" [ 5.4880e-03, -1.0589e-01, 5.9222e-02]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[ 7.4470e-02, -3.2481e-02, 4.1360e-02],\n",
" [-3.6666e-03, 2.7318e-02, -2.3968e-02],\n",
" [ 9.2488e-02, -3.6974e-02, 9.5300e-03]],\n",
" \n",
" [[ 7.9547e-02, 2.0034e-02, -1.9778e-02],\n",
" [ 7.4181e-03, 6.6158e-02, -2.6734e-02],\n",
" [ 1.8545e-02, -1.0150e-01, 4.9060e-02]],\n",
" \n",
" [[-4.1054e-02, -1.2121e-01, 6.2199e-02],\n",
" [ 2.2207e-02, -1.8837e-02, 1.0597e-01],\n",
" [-3.9223e-02, 7.7222e-02, -2.2536e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-2.1562e-02, -5.3268e-03, 1.2969e-01],\n",
" [ 3.4468e-02, -6.5299e-02, 9.2592e-02],\n",
" [ 1.6014e-02, 5.5946e-02, -2.9213e-02]],\n",
" \n",
" [[ 1.1376e-02, -1.4155e-02, -7.2439e-02],\n",
" [-1.5408e-02, -2.0305e-02, 5.3932e-02],\n",
" [ 6.8005e-02, 6.4583e-02, 1.0505e-01]],\n",
" \n",
" [[-6.2856e-03, -6.9690e-03, 7.1899e-02],\n",
" [-5.6182e-03, -6.7596e-02, 8.8580e-02],\n",
" [-5.1786e-02, 5.0984e-02, -4.0118e-02]]],\n",
" \n",
" \n",
" [[[-1.2869e-01, -9.6242e-03, -3.9101e-02],\n",
" [ 1.1690e-01, -2.0011e-02, 1.7888e-01],\n",
" [ 1.3289e-01, -3.4749e-02, -4.5241e-02]],\n",
" \n",
" [[ 4.1905e-02, -1.0684e-01, -4.4939e-02],\n",
" [-8.2466e-03, 3.0330e-02, 1.9460e-03],\n",
" [-1.0260e-01, -4.2263e-02, -5.0739e-02]],\n",
" \n",
" [[-1.4587e-02, -1.7936e-02, 2.9521e-02],\n",
" [-1.3464e-01, 4.0443e-02, 4.9810e-02],\n",
" [ 4.7797e-02, 1.4375e-02, 8.8259e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 9.2974e-03, 2.9998e-02, -3.2140e-02],\n",
" [ 8.5341e-02, -2.1467e-02, 5.0297e-02],\n",
" [ 7.9830e-02, 1.3020e-02, -3.3859e-02]],\n",
" \n",
" [[-3.1406e-02, -3.9117e-02, -1.1063e-01],\n",
" [ 2.8238e-02, -8.2110e-02, 2.4808e-02],\n",
" [ 4.7568e-02, -2.1383e-01, -9.1426e-03]],\n",
" \n",
" [[-2.0197e-02, -9.5517e-06, 4.0441e-02],\n",
" [ 6.8926e-02, 1.9768e-02, 2.5460e-02],\n",
" [ 4.4746e-02, 1.7082e-02, 3.0773e-02]]],\n",
" \n",
" \n",
" [[[ 6.1841e-02, -6.5545e-03, 5.5460e-03],\n",
" [-1.4118e-02, 1.2440e-02, -7.2500e-02],\n",
" [-1.3664e-03, -6.3462e-02, -5.2453e-02]],\n",
" \n",
" [[-2.1329e-02, 8.8623e-02, 1.7045e-02],\n",
" [ 2.5736e-02, 2.4333e-02, 9.1462e-02],\n",
" [ 1.6656e-02, -7.4451e-02, 6.4044e-02]],\n",
" \n",
" [[ 1.8426e-02, -2.6405e-02, 1.0379e-01],\n",
" [-1.7170e-02, 9.1147e-03, 3.7215e-02],\n",
" [-1.1100e-01, -4.4881e-02, 8.8977e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 2.5414e-02, -5.1767e-03, 1.1035e-02],\n",
" [ 7.9268e-02, -2.5036e-02, -4.6462e-02],\n",
" [-1.4646e-01, -2.6711e-02, -1.0542e-01]],\n",
" \n",
" [[-4.2877e-02, -8.2058e-02, -4.6482e-02],\n",
" [ 6.8054e-03, -1.4620e-02, -5.4781e-02],\n",
" [ 1.0607e-02, -8.7744e-03, -5.6498e-02]],\n",
" \n",
" [[-6.3612e-03, -2.1136e-02, 1.2030e-02],\n",
" [-1.0481e-02, -2.1997e-02, -9.0608e-03],\n",
" [-3.8871e-02, -6.0018e-04, 1.0755e-01]]]], device='cuda:0')),\n",
" ('module.features.4.1.conv1.weight',\n",
" tensor([[[[-2.9280e-02, 5.7228e-02, 3.5699e-02],\n",
" [-2.3619e-02, 1.8647e-02, 8.9333e-02],\n",
" [-1.3515e-02, -3.3410e-02, 6.6962e-02]],\n",
" \n",
" [[-2.7122e-02, -9.0241e-03, -8.4448e-02],\n",
" [ 1.0711e-02, 7.1210e-02, 2.8500e-02],\n",
" [-3.2766e-02, -1.5924e-02, 9.2216e-02]],\n",
" \n",
" [[ 4.7169e-02, -7.6823e-02, -7.7361e-02],\n",
" [-1.5131e-02, -8.4519e-03, 1.7770e-02],\n",
" [ 9.1017e-02, 1.6489e-01, -1.1881e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-2.6887e-02, 1.1245e-02, 4.5791e-03],\n",
" [-3.6761e-02, 1.2582e-01, 1.1945e-02],\n",
" [ 6.3552e-02, -4.0764e-02, 7.0398e-02]],\n",
" \n",
" [[ 6.4111e-03, 5.8965e-02, -6.6704e-02],\n",
" [ 7.0903e-03, -4.4084e-02, 5.8607e-03],\n",
" [-7.9157e-02, 8.0710e-02, 5.3255e-02]],\n",
" \n",
" [[ 4.9754e-02, -3.8833e-02, 5.9919e-02],\n",
" [ 9.8103e-03, -4.2643e-04, 3.0538e-02],\n",
" [ 9.3018e-02, -5.5808e-02, 1.5056e-02]]],\n",
" \n",
" \n",
" [[[ 8.1160e-04, -8.5566e-02, -3.4079e-02],\n",
" [ 3.5419e-02, -1.5424e-02, -5.0355e-02],\n",
" [-3.8926e-02, -6.8501e-02, 9.5525e-03]],\n",
" \n",
" [[ 1.3876e-02, -3.5668e-02, -1.5049e-02],\n",
" [ 4.1467e-04, -9.9467e-03, 4.6658e-02],\n",
" [-5.0346e-03, 3.1488e-02, -1.3610e-04]],\n",
" \n",
" [[ 3.4313e-02, 6.0405e-02, 7.3079e-02],\n",
" [ 3.0630e-02, 2.2675e-03, -1.3825e-02],\n",
" [ 1.9256e-02, -8.3649e-02, -1.9868e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-2.7544e-02, -7.5189e-02, 1.2101e-02],\n",
" [-5.2104e-02, -8.1663e-02, 2.3889e-02],\n",
" [-3.1997e-02, 1.0296e-01, 4.5187e-03]],\n",
" \n",
" [[ 4.1556e-02, 8.7092e-02, 1.0084e-02],\n",
" [ 2.0435e-02, 1.4916e-02, -5.1732e-02],\n",
" [ 5.2304e-02, 3.0570e-02, -2.0941e-02]],\n",
" \n",
" [[ 2.3169e-02, -4.5008e-02, -3.2341e-02],\n",
" [ 1.0699e-02, -8.6836e-02, 1.9169e-02],\n",
" [ 1.5688e-02, 1.6211e-01, 5.3303e-02]]],\n",
" \n",
" \n",
" [[[-6.5159e-03, 9.3245e-03, -1.1683e-02],\n",
" [-1.0310e-01, 7.4767e-02, 2.9678e-02],\n",
" [-3.9806e-03, -1.0650e-01, 8.1413e-02]],\n",
" \n",
" [[-5.1333e-02, 1.1462e-01, -9.6628e-02],\n",
" [ 1.0913e-01, -7.2096e-03, -8.1218e-02],\n",
" [ 2.6997e-02, -3.9076e-02, 1.6155e-03]],\n",
" \n",
" [[ 4.3165e-03, 6.9659e-02, -2.2012e-02],\n",
" [-7.1076e-03, 1.0487e-02, -1.6196e-02],\n",
" [-2.0985e-02, 5.7500e-02, 4.4786e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-4.9050e-02, 1.3593e-02, 1.6235e-01],\n",
" [ 9.1918e-02, -1.8695e-02, 4.6067e-02],\n",
" [-1.2878e-02, -3.5153e-02, -3.4204e-03]],\n",
" \n",
" [[ 9.2478e-02, -8.1305e-02, 1.1401e-01],\n",
" [-5.5514e-02, 3.0807e-04, 2.9226e-02],\n",
" [-3.5388e-03, -1.0554e-02, 4.9842e-02]],\n",
" \n",
" [[-1.6965e-03, 6.3461e-02, -4.4206e-04],\n",
" [-6.7280e-02, 2.2864e-02, -2.1471e-02],\n",
" [-2.7613e-02, 3.8291e-02, 1.5294e-01]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[ 3.5842e-02, 7.2023e-02, 4.1372e-03],\n",
" [-5.6176e-03, -2.5475e-02, 7.2281e-02],\n",
" [ 5.3528e-02, -3.8676e-02, 5.2703e-03]],\n",
" \n",
" [[ 1.8223e-02, 6.9698e-02, -1.7604e-02],\n",
" [ 6.9803e-03, -5.7443e-02, -3.3450e-02],\n",
" [-4.4618e-03, 1.8633e-02, 1.2111e-01]],\n",
" \n",
" [[-1.1872e-01, -1.0022e-01, 2.0097e-02],\n",
" [ 1.9121e-02, 3.3582e-02, -4.3687e-02],\n",
" [-1.7471e-02, 4.4938e-02, -6.1471e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 6.0367e-03, 7.5599e-04, 8.8230e-02],\n",
" [-2.7833e-02, 1.1672e-01, -5.7861e-03],\n",
" [ 5.0682e-02, 3.0452e-02, -1.0254e-01]],\n",
" \n",
" [[ 3.3197e-02, 5.2363e-02, 4.0486e-02],\n",
" [-1.4445e-02, -1.1716e-02, -1.8212e-02],\n",
" [-1.2584e-02, -6.3745e-02, 4.8277e-02]],\n",
" \n",
" [[ 3.4524e-02, 4.8264e-02, 3.4181e-02],\n",
" [-2.1468e-02, -6.5613e-02, -4.3188e-02],\n",
" [ 5.4996e-03, -3.5989e-02, 7.9056e-03]]],\n",
" \n",
" \n",
" [[[-1.5350e-02, -3.6039e-02, -1.0346e-01],\n",
" [ 1.0253e-01, 4.1605e-02, -4.7496e-02],\n",
" [-1.3337e-02, 2.6657e-04, -1.8195e-02]],\n",
" \n",
" [[-5.3061e-02, -3.5731e-02, 3.0896e-02],\n",
" [-7.0008e-02, 8.0442e-02, -5.3065e-02],\n",
" [ 3.8142e-02, -7.9275e-02, -5.3120e-02]],\n",
" \n",
" [[-8.0647e-02, -2.1549e-02, -3.9406e-02],\n",
" [-1.5421e-02, 2.9551e-03, -4.9613e-02],\n",
" [-4.2970e-02, -1.4718e-02, -1.8991e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 1.2678e-02, -5.3625e-02, 2.6030e-02],\n",
" [-5.3147e-02, 2.6828e-02, 6.6291e-02],\n",
" [ 9.3168e-02, 1.2636e-02, 2.5365e-02]],\n",
" \n",
" [[-3.3369e-02, 1.1124e-02, -1.9820e-02],\n",
" [ 2.1811e-02, 6.4112e-03, 4.1800e-02],\n",
" [ 6.0804e-02, 7.5496e-02, 2.2505e-02]],\n",
" \n",
" [[ 2.9828e-02, -1.1538e-01, 7.6337e-02],\n",
" [-1.5814e-01, -3.1391e-02, -1.1998e-02],\n",
" [-4.7611e-02, -1.5590e-02, 1.2594e-02]]],\n",
" \n",
" \n",
" [[[-4.9918e-02, 1.6541e-02, -2.1747e-02],\n",
" [-5.1807e-02, 7.8236e-02, 4.5203e-02],\n",
" [ 1.6146e-01, 3.4237e-02, 1.7932e-03]],\n",
" \n",
" [[-5.0599e-02, 6.9354e-02, 4.7455e-02],\n",
" [-5.7678e-02, -5.2270e-02, 6.2546e-02],\n",
" [-5.2623e-02, -5.8615e-02, -5.7776e-03]],\n",
" \n",
" [[ 2.8584e-02, -4.6263e-03, 3.0092e-02],\n",
" [-4.2295e-02, -1.5103e-01, 9.4677e-02],\n",
" [ 7.6677e-02, 1.8689e-02, 1.9354e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 8.5414e-02, -4.9813e-02, -1.5877e-02],\n",
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" \n",
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" \n",
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" \n",
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" [-0.0229, -0.0133, 0.0028],\n",
" [-0.0202, 0.0880, -0.0106]],\n",
" \n",
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" \n",
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" [-0.0164, 0.0388, -0.0761],\n",
" [-0.0426, 0.1007, -0.0563]],\n",
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" \n",
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" [-0.0022, 0.0155, 0.0596]]]], device='cuda:0')),\n",
" ('module.features.5.0.downsample.0.weight',\n",
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" \n",
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" \n",
" [[-0.1620]],\n",
" \n",
" ...,\n",
" \n",
" [[ 0.0529]],\n",
" \n",
" [[-0.1904]],\n",
" \n",
" [[-0.0081]]],\n",
" \n",
" \n",
" [[[-0.0272]],\n",
" \n",
" [[-0.0740]],\n",
" \n",
" [[-0.1000]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.1445]],\n",
" \n",
" [[-0.1923]],\n",
" \n",
" [[ 0.0117]]],\n",
" \n",
" \n",
" [[[ 0.0210]],\n",
" \n",
" [[-0.0334]],\n",
" \n",
" [[-0.0200]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0884]],\n",
" \n",
" [[-0.1663]],\n",
" \n",
" [[ 0.0249]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[ 0.0371]],\n",
" \n",
" [[-0.1020]],\n",
" \n",
" [[-0.1673]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0238]],\n",
" \n",
" [[-0.1666]],\n",
" \n",
" [[-0.0730]]],\n",
" \n",
" \n",
" [[[ 0.0192]],\n",
" \n",
" [[ 0.0836]],\n",
" \n",
" [[-0.2289]],\n",
" \n",
" ...,\n",
" \n",
" [[ 0.1308]],\n",
" \n",
" [[ 0.1366]],\n",
" \n",
" [[-0.0892]]],\n",
" \n",
" \n",
" [[[ 0.0063]],\n",
" \n",
" [[-0.0660]],\n",
" \n",
" [[-0.0632]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0167]],\n",
" \n",
" [[ 0.1447]],\n",
" \n",
" [[-0.2353]]]], device='cuda:0')),\n",
" ('module.features.5.1.conv1.weight',\n",
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" \n",
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" \n",
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" \n",
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" [ 0.0409, -0.0235, -0.0307]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0399, -0.0184, -0.1100],\n",
" [-0.0362, -0.0091, -0.0157],\n",
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" \n",
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" [-0.0534, -0.0437, -0.0510]]],\n",
" \n",
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" \n",
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" [-0.0341, 0.0066, -0.0061]],\n",
" \n",
" ...,\n",
" \n",
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" [-0.0398, -0.0328, 0.0236],\n",
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" \n",
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" \n",
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" [ 0.0141, -0.0822, 0.0453]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
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" \n",
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" [-0.0181, -0.0022, 0.0204]],\n",
" \n",
" ...,\n",
" \n",
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" \n",
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" [-0.0781, -0.0006, -0.0032]],\n",
" \n",
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" [ 0.0355, 0.0196, 0.0561]]],\n",
" \n",
" \n",
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" [-0.0544, -0.0349, 0.0061]],\n",
" \n",
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" \n",
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" \n",
" ...,\n",
" \n",
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" \n",
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" \n",
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" [ 0.0016, -0.0504, 0.0032]],\n",
" \n",
" ...,\n",
" \n",
" [[ 0.0228, 0.0184, -0.0226],\n",
" [ 0.0335, -0.0399, -0.0486],\n",
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" \n",
" [[-0.0255, 0.0459, -0.0260],\n",
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" [-0.0272, -0.1053, -0.0381]],\n",
" \n",
" [[-0.0147, -0.0229, -0.0310],\n",
" [ 0.0103, 0.0320, -0.1259],\n",
" [-0.0652, -0.0111, -0.0101]]]], device='cuda:0')),\n",
" ('module.features.5.1.conv2.weight',\n",
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" [-5.1764e-02, 5.2896e-02, -3.0942e-03]],\n",
" \n",
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" [-9.1833e-03, 4.6340e-02, -5.6299e-02]],\n",
" \n",
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" [ 4.2138e-02, -2.6445e-02, -3.3645e-02]],\n",
" \n",
" ...,\n",
" \n",
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" \n",
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" \n",
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" [-4.2222e-02, 3.5628e-02, -1.8010e-02]]],\n",
" \n",
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" [ 3.9147e-02, 1.1690e-02, -2.0936e-02]],\n",
" \n",
" [[-1.5919e-02, -5.8673e-02, -7.0556e-02],\n",
" [-2.0246e-02, 2.8831e-03, -6.7587e-03],\n",
" [ 6.8233e-02, 4.5227e-02, -1.0763e-02]],\n",
" \n",
" [[ 1.0176e-03, -5.5830e-02, 2.1531e-03],\n",
" [-2.0116e-03, -5.8720e-02, -1.6871e-02],\n",
" [ 2.0126e-02, -2.0070e-02, -2.5659e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-6.4194e-03, 7.0518e-02, 9.0191e-04],\n",
" [-3.5949e-02, 9.2871e-02, 5.3642e-02],\n",
" [-2.0992e-02, -2.6704e-02, 5.2092e-02]],\n",
" \n",
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" [ 1.5927e-02, 1.6110e-03, 3.7639e-02],\n",
" [ 1.7232e-02, 4.7434e-02, -3.0740e-02]],\n",
" \n",
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" [-7.9362e-03, -3.2565e-03, -2.9208e-02]]],\n",
" \n",
" \n",
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" [ 2.2688e-02, 5.2265e-02, -5.0763e-02],\n",
" [-6.6935e-03, -1.2542e-02, -8.2880e-03]],\n",
" \n",
" [[-2.8486e-02, 1.2028e-02, 3.1694e-02],\n",
" [ 2.8941e-02, 1.2840e-02, -5.0390e-02],\n",
" [ 7.9660e-02, 1.5672e-02, -3.8056e-02]],\n",
" \n",
" [[ 1.0606e-02, -4.1412e-02, -1.9782e-02],\n",
" [-3.5188e-02, 5.0918e-03, -4.2261e-02],\n",
" [-8.7299e-02, 6.5995e-02, -2.9643e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 7.1659e-02, -6.0586e-02, -9.8954e-03],\n",
" [ 5.6954e-02, 5.5151e-02, 3.5438e-02],\n",
" [-3.1127e-02, -6.1179e-02, -7.7983e-02]],\n",
" \n",
" [[ 6.6632e-02, 4.3427e-02, -4.0689e-02],\n",
" [-1.5278e-02, -4.2361e-02, 3.6805e-02],\n",
" [ 3.2855e-02, -4.2530e-02, -4.5892e-02]],\n",
" \n",
" [[ 2.3422e-02, 5.8044e-02, -7.6857e-03],\n",
" [-2.8058e-02, -1.5949e-02, -4.0950e-02],\n",
" [ 4.8697e-03, -2.4890e-02, 2.8388e-02]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[ 1.2142e-02, 7.3265e-02, -9.9022e-03],\n",
" [ 2.5017e-02, 5.8642e-02, -6.8056e-03],\n",
" [-9.9244e-02, -9.1136e-02, -7.3883e-02]],\n",
" \n",
" [[-1.9512e-02, 4.1599e-02, -1.2142e-01],\n",
" [ 1.7323e-02, 1.3393e-02, 3.3512e-02],\n",
" [ 1.1051e-02, -1.4824e-02, 8.3638e-03]],\n",
" \n",
" [[ 1.8719e-02, 6.2494e-02, 8.6195e-03],\n",
" [-1.0191e-02, 4.2297e-03, -4.0402e-02],\n",
" [ 4.0748e-02, 4.5447e-02, -2.4630e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 8.1352e-02, -1.6838e-02, 2.7775e-02],\n",
" [ 1.6260e-02, 2.2381e-02, 4.7176e-02],\n",
" [ 6.5905e-03, -2.0240e-03, 5.0318e-02]],\n",
" \n",
" [[ 3.5941e-02, -1.3546e-02, 2.5559e-02],\n",
" [ 8.7063e-02, 5.7019e-03, 8.7749e-02],\n",
" [ 3.1105e-02, 3.0270e-02, 7.4364e-02]],\n",
" \n",
" [[ 2.4678e-02, -1.4076e-02, 2.7644e-02],\n",
" [-7.6359e-02, 3.7058e-02, -2.3741e-02],\n",
" [-2.0144e-02, 9.5933e-02, 4.5360e-02]]],\n",
" \n",
" \n",
" [[[ 6.5741e-02, 4.9462e-02, -6.5293e-02],\n",
" [-4.4282e-02, -2.1336e-02, -5.6478e-02],\n",
" [ 1.1655e-02, -1.0429e-02, -3.8329e-02]],\n",
" \n",
" [[-4.5852e-02, 4.2555e-02, -3.2961e-02],\n",
" [-3.5738e-02, 4.2727e-02, 3.7960e-02],\n",
" [-5.9692e-02, -3.7927e-02, -6.3316e-02]],\n",
" \n",
" [[-3.1069e-02, -4.6978e-02, -6.3886e-02],\n",
" [-7.9316e-02, 6.1180e-03, -1.3502e-02],\n",
" [ 1.7732e-02, 2.7328e-02, -3.5424e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-5.1502e-02, 1.1618e-02, 4.4762e-02],\n",
" [ 1.3293e-02, -2.8515e-02, 2.3477e-02],\n",
" [ 1.0963e-02, 6.3643e-03, 6.7758e-03]],\n",
" \n",
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" [ 2.1341e-02, 5.4715e-02, 5.2060e-02],\n",
" [ 1.9619e-02, 8.7005e-03, -1.0872e-02]],\n",
" \n",
" [[ 1.6183e-03, 1.7625e-02, -7.1724e-02],\n",
" [ 5.6331e-02, 1.0753e-01, 1.2052e-02],\n",
" [ 2.0485e-02, 1.2266e-02, 6.9537e-03]]],\n",
" \n",
" \n",
" [[[ 1.4428e-02, 7.6514e-03, 2.5245e-02],\n",
" [-3.3150e-02, 4.3417e-02, 1.9428e-02],\n",
" [ 4.7255e-02, -3.4982e-02, -4.3335e-02]],\n",
" \n",
" [[-1.1168e-02, -4.7031e-02, -3.6381e-02],\n",
" [ 4.1839e-02, 3.1655e-02, -1.7358e-02],\n",
" [-1.9284e-02, -3.4662e-03, -4.0539e-02]],\n",
" \n",
" [[ 5.0484e-02, -7.0366e-02, 7.1903e-02],\n",
" [ 2.5097e-02, 1.6200e-02, 2.6682e-02],\n",
" [-2.6516e-02, -4.4044e-02, -1.1757e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 2.7789e-02, -2.4881e-02, -1.3087e-02],\n",
" [-2.1391e-02, 1.0493e-02, -5.0449e-02],\n",
" [-3.7873e-02, 2.2887e-02, 2.3353e-02]],\n",
" \n",
" [[-2.7992e-02, -9.8221e-03, -2.6284e-02],\n",
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" [-8.4603e-02, -4.5323e-02, -5.7951e-02]],\n",
" \n",
" [[ 1.6301e-02, 6.3142e-02, 9.8293e-02],\n",
" [ 4.3805e-03, 3.1449e-02, 5.8051e-02],\n",
" [-1.9028e-02, -1.3127e-02, -1.3450e-02]]]], device='cuda:0')),\n",
" ('module.features.6.0.conv1.weight',\n",
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" \n",
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" [-0.0012, 0.0157, 0.0071]],\n",
" \n",
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" [ 0.0058, -0.0301, 0.0103]],\n",
" \n",
" ...,\n",
" \n",
" [[ 0.0248, 0.0194, -0.0008],\n",
" [-0.0152, 0.0511, 0.0284],\n",
" [-0.0017, -0.0710, -0.0117]],\n",
" \n",
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" \n",
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" \n",
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" [ 0.0325, -0.0095, -0.0054]],\n",
" \n",
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" \n",
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" [ 0.0233, 0.0029, -0.0143],\n",
" [-0.0005, -0.0228, 0.0294]],\n",
" \n",
" ...,\n",
" \n",
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" [-0.0404, -0.0363, 0.0393],\n",
" [-0.0203, 0.0136, 0.0041]],\n",
" \n",
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" [-0.0319, -0.0195, -0.0332],\n",
" [-0.0231, 0.0407, -0.0170]],\n",
" \n",
" [[-0.0198, 0.0130, -0.0241],\n",
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" \n",
" \n",
" [[[-0.0466, -0.0423, -0.0005],\n",
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" \n",
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" \n",
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" [-0.0302, -0.0239, -0.0329],\n",
" [-0.0322, -0.0501, 0.0183]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0651, -0.0232, -0.0549],\n",
" [-0.0417, -0.0100, 0.0518],\n",
" [-0.0001, 0.0329, -0.0203]],\n",
" \n",
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" [-0.0516, -0.0057, 0.0202]],\n",
" \n",
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" [ 0.0420, -0.0488, -0.0025]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
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" \n",
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" [-0.0049, 0.0645, 0.0125],\n",
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" \n",
" ...,\n",
" \n",
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" [-0.0030, 0.0220, -0.0568],\n",
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" \n",
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" \n",
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" \n",
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" \n",
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" [ 0.0105, 0.0060, -0.0070],\n",
" [-0.0114, 0.0013, -0.0418]],\n",
" \n",
" ...,\n",
" \n",
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" \n",
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" \n",
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" \n",
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" \n",
" ...,\n",
" \n",
" [[-0.0563, 0.0262, -0.0354],\n",
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" [-0.0230, 0.0063, -0.0463]],\n",
" \n",
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" \n",
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" [-0.0131, -0.0604, 0.0236],\n",
" [-0.0735, 0.0252, -0.0268]]]], device='cuda:0')),\n",
" ('module.features.6.0.conv2.weight',\n",
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" \n",
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" \n",
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" \n",
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" \n",
" ...,\n",
" \n",
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" \n",
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" \n",
" \n",
" ...,\n",
" \n",
" \n",
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" \n",
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" \n",
" [[-0.0151, 0.0136, 0.0562],\n",
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" [ 0.0216, 0.0213, -0.0401]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0267, -0.0435, 0.0050],\n",
" [-0.0382, -0.0170, 0.0197],\n",
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" [-0.0160, -0.0051, -0.0084]],\n",
" \n",
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" \n",
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" \n",
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" [ 0.0235, -0.0165, -0.0713]],\n",
" \n",
" ...,\n",
" \n",
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" \n",
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" \n",
" ...,\n",
" \n",
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" \n",
" [[-0.0133, 0.0672, -0.0083],\n",
" [-0.0084, -0.0127, 0.0435],\n",
" [-0.0250, 0.0217, -0.0196]]]], device='cuda:0')),\n",
" ('module.features.6.0.downsample.0.weight',\n",
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" \n",
" [[ 0.0906]],\n",
" \n",
" [[-0.0019]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0699]],\n",
" \n",
" [[-0.0978]],\n",
" \n",
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" \n",
" \n",
" [[[ 0.0425]],\n",
" \n",
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" \n",
" [[-0.0786]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0315]],\n",
" \n",
" [[-0.0649]],\n",
" \n",
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" \n",
" \n",
" [[[ 0.1541]],\n",
" \n",
" [[-0.1738]],\n",
" \n",
" [[-0.0216]],\n",
" \n",
" ...,\n",
" \n",
" [[ 0.0183]],\n",
" \n",
" [[-0.0233]],\n",
" \n",
" [[-0.0739]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[ 0.0135]],\n",
" \n",
" [[-0.1001]],\n",
" \n",
" [[-0.0375]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0250]],\n",
" \n",
" [[ 0.1578]],\n",
" \n",
" [[-0.0817]]],\n",
" \n",
" \n",
" [[[-0.1361]],\n",
" \n",
" [[-0.1274]],\n",
" \n",
" [[ 0.1172]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0530]],\n",
" \n",
" [[-0.0503]],\n",
" \n",
" [[ 0.1324]]],\n",
" \n",
" \n",
" [[[ 0.0932]],\n",
" \n",
" [[ 0.2297]],\n",
" \n",
" [[-0.1584]],\n",
" \n",
" ...,\n",
" \n",
" [[ 0.0520]],\n",
" \n",
" [[-0.0518]],\n",
" \n",
" [[ 0.1083]]]], device='cuda:0')),\n",
" ('module.features.6.1.conv1.weight',\n",
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" \n",
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" [-4.7406e-02, 2.8379e-02, -2.8364e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-5.6726e-04, 1.2521e-02, -2.0426e-02],\n",
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" \n",
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" \n",
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" \n",
" [[ 6.7461e-02, -9.0697e-03, -1.5819e-02],\n",
" [ 2.0520e-02, 1.0564e-02, 1.5427e-02],\n",
" [-3.1541e-02, -1.0761e-01, 1.0140e-02]],\n",
" \n",
" [[ 2.0647e-02, 3.4147e-03, 5.1170e-03],\n",
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" [-5.7876e-03, -2.5348e-02, 6.9223e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[-1.8312e-02, -1.5583e-02, 1.9101e-02],\n",
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" [ 8.7930e-02, -8.5641e-03, -3.9050e-02]],\n",
" \n",
" [[-4.3650e-03, 3.8903e-02, -7.1692e-02],\n",
" [ 2.3118e-02, 7.5008e-03, -2.0700e-02],\n",
" [-5.0258e-02, 1.1372e-02, -1.7813e-02]],\n",
" \n",
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" [ 1.2815e-02, 2.0097e-02, -3.1433e-02],\n",
" [-1.8129e-02, -1.6484e-02, -1.1331e-02]]],\n",
" \n",
" \n",
" [[[ 1.1774e-02, -4.3228e-02, -2.4902e-02],\n",
" [ 3.0643e-02, -7.8646e-03, 7.8888e-03],\n",
" [ 2.7589e-02, 3.7252e-03, -1.6763e-02]],\n",
" \n",
" [[ 3.5904e-02, 9.2736e-03, 1.5518e-03],\n",
" [-2.8347e-02, 7.6164e-03, -2.6277e-02],\n",
" [-2.5395e-03, 5.1337e-02, 3.6514e-02]],\n",
" \n",
" [[-8.9175e-03, 2.8995e-02, 3.6913e-03],\n",
" [ 4.7412e-02, -2.0663e-02, -7.5921e-02],\n",
" [ 4.4291e-02, 2.7490e-02, 3.7849e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-4.9216e-02, 2.1112e-02, 2.7770e-02],\n",
" [-5.3211e-03, -1.9268e-02, 5.1660e-03],\n",
" [ 5.1669e-03, 9.7053e-03, -3.8086e-02]],\n",
" \n",
" [[-2.4785e-02, 1.6300e-02, -1.5496e-02],\n",
" [ 1.5307e-02, -2.9707e-02, 2.7436e-02],\n",
" [-1.9306e-02, 7.0717e-02, -1.0173e-02]],\n",
" \n",
" [[ 3.0778e-02, 4.9702e-04, 3.1833e-02],\n",
" [-2.5441e-02, -1.4679e-02, 3.4316e-02],\n",
" [-2.3471e-03, -3.3221e-03, -2.5022e-02]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[ 2.0778e-04, -2.3316e-03, -2.8760e-02],\n",
" [-4.4530e-02, -2.4329e-02, -3.9114e-02],\n",
" [-1.5464e-02, 1.0834e-02, -8.8251e-03]],\n",
" \n",
" [[ 1.0525e-04, 6.5905e-02, 3.1255e-02],\n",
" [ 4.8631e-02, 1.9551e-02, -1.5353e-02],\n",
" [-1.9567e-03, 2.6212e-04, -3.2542e-02]],\n",
" \n",
" [[-2.9586e-02, 3.8948e-02, 1.4704e-02],\n",
" [ 7.8863e-03, -2.3816e-02, 9.8579e-03],\n",
" [-2.5092e-02, 6.2358e-03, -6.0422e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[-1.6740e-02, 2.9511e-02, -1.9156e-02],\n",
" [ 1.6318e-02, -3.4487e-04, -4.0301e-03],\n",
" [ 1.0853e-02, 2.3323e-02, -2.9527e-03]],\n",
" \n",
" [[ 1.6024e-02, -1.4094e-02, -1.2549e-02],\n",
" [ 5.7991e-03, 3.7044e-03, -3.6310e-02],\n",
" [-5.9241e-02, -2.2843e-02, 3.7137e-02]],\n",
" \n",
" [[-1.7307e-02, -3.0526e-02, -6.5269e-03],\n",
" [ 3.6899e-02, 3.5466e-02, -3.6425e-02],\n",
" [ 1.6369e-02, 2.1150e-03, 2.2940e-02]]],\n",
" \n",
" \n",
" [[[-4.8313e-02, -1.7220e-02, 2.5480e-03],\n",
" [-7.8973e-04, 1.3135e-02, 8.3401e-03],\n",
" [-3.0900e-03, -2.5085e-02, 2.9801e-02]],\n",
" \n",
" [[ 4.8227e-02, 1.4280e-02, 1.7196e-02],\n",
" [-4.0403e-03, -5.7785e-03, -3.2870e-02],\n",
" [-1.3931e-02, -7.0277e-02, -3.6799e-02]],\n",
" \n",
" [[ 1.6242e-02, -1.8689e-02, 1.0376e-03],\n",
" [ 3.9966e-02, 2.1135e-02, 2.2993e-02],\n",
" [-9.3555e-03, 5.1732e-02, -3.1082e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-1.3077e-02, 2.8440e-02, 4.4365e-02],\n",
" [-1.3948e-02, -6.9563e-04, 2.8177e-02],\n",
" [ 3.3243e-02, -3.3940e-02, -5.2344e-02]],\n",
" \n",
" [[-3.1947e-02, -9.0099e-03, 4.4178e-02],\n",
" [ 8.0787e-03, 7.7619e-02, 5.6659e-04],\n",
" [-1.0522e-02, -6.2181e-03, -4.4128e-02]],\n",
" \n",
" [[ 4.1340e-03, -3.2932e-02, -6.5304e-02],\n",
" [-2.3988e-02, -2.4525e-03, 9.7465e-03],\n",
" [-3.9158e-03, -4.7578e-02, -1.2476e-02]]],\n",
" \n",
" \n",
" [[[ 3.4115e-02, 2.7232e-02, -4.2150e-02],\n",
" [-1.9656e-02, -2.1527e-02, -3.7997e-02],\n",
" [ 4.6947e-02, -4.2265e-02, 1.0091e-02]],\n",
" \n",
" [[ 2.7583e-03, -7.0453e-04, 2.0036e-02],\n",
" [ 2.1210e-02, 1.0332e-02, 3.0095e-02],\n",
" [-8.7497e-03, 2.3021e-02, 3.6112e-02]],\n",
" \n",
" [[ 2.3547e-03, -2.3150e-02, -3.4876e-02],\n",
" [ 8.3291e-03, 8.2892e-03, -2.3248e-02],\n",
" [-1.4488e-02, -2.4721e-02, 5.8742e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[-8.3425e-02, -2.4922e-02, -6.0979e-03],\n",
" [ 2.5739e-02, 5.1047e-02, -1.5323e-02],\n",
" [ 9.1807e-03, 2.0354e-03, -3.6563e-04]],\n",
" \n",
" [[-1.8426e-02, 3.0250e-02, -3.0054e-03],\n",
" [ 2.6835e-02, -1.9758e-02, 2.7468e-02],\n",
" [ 3.3452e-02, -1.6044e-02, -1.7455e-02]],\n",
" \n",
" [[-5.7080e-03, 6.3050e-02, 3.1424e-02],\n",
" [ 9.9518e-03, 1.4794e-02, -1.4960e-02],\n",
" [ 1.0899e-02, 4.6267e-03, 1.7051e-02]]]], device='cuda:0')),\n",
" ('module.features.6.1.conv2.weight',\n",
" tensor([[[[ 3.4787e-02, 3.8060e-02, -1.5990e-02],\n",
" [ 1.7950e-02, -8.4159e-03, -6.6534e-02],\n",
" [-1.4080e-03, -3.2043e-03, 2.0568e-02]],\n",
" \n",
" [[-3.1033e-02, -2.5325e-02, 1.4106e-02],\n",
" [-2.0858e-02, -2.9413e-02, -1.6169e-02],\n",
" [ 4.9200e-03, 2.5553e-02, 1.8689e-02]],\n",
" \n",
" [[-7.8053e-03, -5.6583e-02, 1.0117e-02],\n",
" [ 2.1717e-02, -3.9589e-02, 8.9629e-03],\n",
" [ 7.4012e-03, 5.4506e-02, -2.3082e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-6.1332e-02, 2.4637e-02, 8.5247e-03],\n",
" [-7.8043e-03, -5.0832e-02, -3.5482e-02],\n",
" [-1.0316e-02, -2.4707e-02, -5.4953e-02]],\n",
" \n",
" [[-3.7195e-02, -2.7308e-02, -9.6095e-04],\n",
" [-1.1219e-02, 5.7739e-02, -2.0120e-02],\n",
" [ 4.1952e-02, 3.4357e-02, -2.2346e-02]],\n",
" \n",
" [[ 6.2356e-02, 5.6113e-02, -1.4165e-02],\n",
" [ 3.5778e-03, -1.5435e-02, 2.8328e-02],\n",
" [ 1.1567e-02, 1.4654e-02, 8.2448e-03]]],\n",
" \n",
" \n",
" [[[-1.2194e-02, -5.0170e-03, 3.5250e-02],\n",
" [ 1.9931e-03, 6.0486e-03, 9.3887e-03],\n",
" [ 2.1655e-04, 1.3419e-02, 1.5752e-02]],\n",
" \n",
" [[ 5.1833e-02, -4.1004e-02, 1.4427e-02],\n",
" [ 5.7461e-03, 3.6509e-02, 4.9289e-02],\n",
" [ 6.3431e-02, 2.2885e-02, 2.8438e-02]],\n",
" \n",
" [[ 1.4997e-02, 5.6978e-02, -2.3945e-02],\n",
" [ 4.4951e-02, 3.1703e-02, -1.1541e-02],\n",
" [ 3.0593e-02, 1.4636e-02, 3.1538e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-2.0998e-02, -2.3779e-02, -2.7013e-02],\n",
" [ 4.0677e-03, 1.0402e-02, 2.4015e-03],\n",
" [ 8.1995e-02, 4.0297e-02, -5.9132e-02]],\n",
" \n",
" [[-1.5711e-02, 2.0702e-02, 1.6739e-02],\n",
" [-1.7031e-02, -8.0594e-03, 8.3916e-03],\n",
" [-3.0904e-02, -1.6253e-02, -3.8727e-02]],\n",
" \n",
" [[-4.1036e-03, 2.9179e-02, -1.2883e-02],\n",
" [-6.3859e-03, 2.3857e-03, 5.9913e-03],\n",
" [ 3.0187e-02, -3.4250e-02, 4.2737e-02]]],\n",
" \n",
" \n",
" [[[-1.1786e-02, 2.8669e-02, 3.1567e-02],\n",
" [ 4.9293e-02, -4.7991e-03, -6.0374e-02],\n",
" [ 1.3316e-02, 6.5624e-02, -3.3356e-02]],\n",
" \n",
" [[-9.2111e-03, 1.4936e-02, 1.5386e-02],\n",
" [-3.3757e-02, 1.1189e-02, -3.3450e-02],\n",
" [ 3.7834e-02, -1.4629e-02, 1.1069e-02]],\n",
" \n",
" [[-5.7206e-03, -1.9249e-02, -7.7542e-03],\n",
" [ 2.9950e-02, 2.9959e-02, 2.7115e-02],\n",
" [-3.3033e-02, -4.4068e-02, -1.1164e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 2.6510e-03, -1.7953e-02, -1.1683e-02],\n",
" [ 3.0550e-03, 2.4446e-02, 1.6834e-02],\n",
" [ 4.1480e-02, -4.5584e-02, -5.1714e-02]],\n",
" \n",
" [[-2.7675e-02, 5.1731e-02, 2.0568e-02],\n",
" [ 4.1835e-02, 1.6490e-03, -3.9423e-02],\n",
" [ 1.4456e-02, 4.6297e-02, -2.3125e-02]],\n",
" \n",
" [[-5.5972e-02, 7.2672e-03, -4.7699e-02],\n",
" [ 1.6370e-02, 5.0866e-02, 3.3071e-02],\n",
" [-3.0254e-02, -4.6505e-03, -1.3263e-02]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[-5.5671e-02, -1.4973e-02, 2.4598e-02],\n",
" [-1.5751e-02, -1.9332e-02, -1.1173e-02],\n",
" [-1.1446e-02, 3.4020e-02, -5.6328e-03]],\n",
" \n",
" [[ 1.4628e-02, 3.8786e-02, -1.1804e-02],\n",
" [ 1.1848e-02, 1.8123e-02, -1.0171e-02],\n",
" [ 6.0197e-02, 4.3300e-02, 5.8398e-02]],\n",
" \n",
" [[-6.3173e-02, -2.6803e-02, 1.3401e-03],\n",
" [ 3.0209e-02, 3.8472e-02, 3.5204e-02],\n",
" [-1.4885e-02, 3.1834e-02, -7.7356e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[ 1.1209e-02, -5.0194e-03, 4.2764e-02],\n",
" [-2.4707e-02, 3.6524e-04, -5.5653e-03],\n",
" [ 1.7874e-02, 1.0252e-02, 6.7133e-02]],\n",
" \n",
" [[ 1.4919e-02, -2.0242e-03, 1.3058e-02],\n",
" [-3.0284e-03, 4.6720e-02, 5.9795e-02],\n",
" [ 2.8785e-02, -1.5592e-02, 1.6045e-02]],\n",
" \n",
" [[-2.5472e-02, -8.5856e-02, -3.7504e-02],\n",
" [-3.0099e-02, -2.3069e-02, 1.2823e-02],\n",
" [-4.1428e-02, 1.5843e-02, 1.4451e-02]]],\n",
" \n",
" \n",
" [[[ 7.7966e-03, 1.6178e-02, 2.6000e-02],\n",
" [-6.4233e-02, -1.7636e-02, 1.2902e-03],\n",
" [-4.1026e-04, 2.8500e-02, -3.6673e-02]],\n",
" \n",
" [[-3.1332e-02, -1.7827e-02, 4.2891e-02],\n",
" [-2.4205e-03, -2.4863e-02, 2.2896e-03],\n",
" [ 1.0987e-02, -3.0397e-02, -4.4000e-02]],\n",
" \n",
" [[ 5.1481e-03, 7.3660e-04, 3.3303e-03],\n",
" [ 3.6612e-04, -5.4450e-02, -8.3123e-03],\n",
" [ 2.0301e-03, -2.1761e-02, 3.3226e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 1.2331e-03, 8.0546e-03, -3.6006e-02],\n",
" [ 3.8699e-02, -2.6648e-02, -1.8826e-02],\n",
" [ 2.7367e-02, 1.4244e-02, 5.2926e-04]],\n",
" \n",
" [[-6.9364e-02, -1.0560e-02, 9.4717e-03],\n",
" [ 5.0586e-02, 1.5329e-03, 3.8197e-02],\n",
" [ 2.4806e-02, 7.5918e-02, -1.8269e-02]],\n",
" \n",
" [[ 3.2278e-02, -1.0672e-03, 6.8488e-03],\n",
" [-4.4616e-02, -3.5674e-02, 9.5346e-04],\n",
" [-1.3379e-02, 6.8442e-03, 9.0560e-03]]],\n",
" \n",
" \n",
" [[[ 2.0115e-02, -5.3358e-03, -3.5381e-02],\n",
" [ 7.1608e-04, -6.9627e-03, -1.9737e-02],\n",
" [-8.2062e-03, -3.7454e-02, -7.4117e-02]],\n",
" \n",
" [[ 1.4927e-02, 7.1709e-02, 1.1718e-02],\n",
" [ 8.2372e-02, 5.8646e-03, 3.4174e-03],\n",
" [ 1.0936e-03, 3.0345e-02, -1.7796e-02]],\n",
" \n",
" [[-5.0297e-02, 2.2410e-02, 5.7437e-03],\n",
" [ 3.7350e-02, 1.3494e-02, -2.9290e-04],\n",
" [-6.8438e-03, 3.8460e-05, -9.2413e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[ 9.5568e-03, 2.5887e-03, 1.0262e-02],\n",
" [-3.2448e-03, -1.7702e-04, 1.8214e-02],\n",
" [-8.0327e-03, 6.6512e-04, -1.5375e-02]],\n",
" \n",
" [[ 3.9076e-02, 1.3856e-03, 1.0307e-02],\n",
" [ 2.3322e-02, 4.0026e-03, 3.5763e-02],\n",
" [ 1.3618e-02, 3.7627e-02, 1.0824e-02]],\n",
" \n",
" [[-1.6677e-03, -2.2723e-02, -5.5824e-02],\n",
" [-1.3569e-02, -1.2928e-02, -6.1438e-03],\n",
" [ 6.2071e-02, 1.5035e-03, -7.6897e-02]]]], device='cuda:0')),\n",
" ('module.features.7.0.conv1.weight',\n",
" tensor([[[[-3.4441e-03, 1.0994e-02, 1.4760e-03],\n",
" [ 1.9767e-02, -1.8906e-02, -2.6181e-02],\n",
" [ 1.4694e-02, 1.9673e-02, -1.7175e-03]],\n",
" \n",
" [[-3.7813e-03, -3.9056e-02, 2.6098e-02],\n",
" [-3.7201e-03, -4.2006e-03, -9.9549e-03],\n",
" [ 4.3169e-02, -1.2532e-02, 5.1302e-03]],\n",
" \n",
" [[-4.2043e-02, 1.4136e-02, -9.0424e-03],\n",
" [-2.1283e-03, -8.4711e-03, -2.1926e-03],\n",
" [-6.4922e-03, 7.2286e-03, 8.8581e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[ 1.8439e-02, -1.1141e-03, 2.0971e-02],\n",
" [-4.0137e-02, 1.4446e-02, -1.3450e-03],\n",
" [ 1.5027e-02, -7.5354e-03, -3.5068e-04]],\n",
" \n",
" [[ 4.2114e-03, 1.1973e-02, -4.3907e-03],\n",
" [ 7.0268e-03, 1.9686e-02, -2.6050e-02],\n",
" [ 1.4946e-03, -7.8286e-03, 9.1873e-03]],\n",
" \n",
" [[ 3.9229e-02, -4.6599e-03, -2.6167e-02],\n",
" [-1.6986e-02, -4.5638e-02, 3.0573e-03],\n",
" [-1.8197e-02, -2.7810e-02, -8.9829e-03]]],\n",
" \n",
" \n",
" [[[-2.4756e-02, 1.4825e-02, 1.5259e-02],\n",
" [-1.4752e-02, 1.0032e-02, -4.7665e-02],\n",
" [ 1.0060e-02, 8.5348e-03, 3.7074e-02]],\n",
" \n",
" [[ 1.5102e-03, -2.1007e-02, 7.4820e-03],\n",
" [-1.0579e-03, -9.3815e-03, -6.6800e-04],\n",
" [-2.1778e-02, 2.0677e-02, -1.1825e-02]],\n",
" \n",
" [[-1.0584e-02, 3.6972e-03, -4.1202e-03],\n",
" [ 1.5519e-02, -4.3264e-03, 6.3549e-03],\n",
" [ 2.9458e-03, 1.1394e-02, -9.6818e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[ 4.2069e-03, -8.4145e-03, -1.2281e-02],\n",
" [-1.1881e-02, 2.5911e-02, 3.5466e-02],\n",
" [ 2.7593e-02, -4.0577e-02, 1.0283e-02]],\n",
" \n",
" [[-3.7335e-02, 3.5848e-02, -2.9818e-02],\n",
" [ 1.6793e-03, 6.0743e-04, -1.1339e-02],\n",
" [-5.2570e-02, -7.8037e-03, -3.1148e-02]],\n",
" \n",
" [[-4.5868e-02, 1.4489e-02, 5.0106e-03],\n",
" [ 1.0891e-02, -1.3956e-02, -7.5098e-03],\n",
" [-1.5168e-02, -6.3514e-04, -7.5874e-03]]],\n",
" \n",
" \n",
" [[[ 1.2017e-02, -3.1987e-03, -1.2760e-02],\n",
" [ 9.7807e-03, -5.9038e-03, -3.6333e-02],\n",
" [ 1.5559e-02, -1.4835e-02, 1.2544e-02]],\n",
" \n",
" [[-1.5986e-03, -3.9330e-03, -1.9158e-02],\n",
" [ 1.5867e-02, -2.2501e-03, 1.3388e-02],\n",
" [ 1.9915e-02, 1.5831e-02, 8.9993e-03]],\n",
" \n",
" [[-2.7614e-02, 3.2708e-02, -2.1841e-02],\n",
" [-9.4685e-03, -2.4966e-02, 1.2511e-02],\n",
" [-1.9887e-03, -4.3608e-02, 3.9580e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[ 9.3413e-03, -5.7094e-03, 4.3542e-03],\n",
" [-6.8274e-03, 7.4210e-03, 1.1561e-02],\n",
" [ 6.4388e-03, 1.9781e-02, 4.2751e-03]],\n",
" \n",
" [[ 5.0592e-03, 2.7730e-03, -2.4055e-02],\n",
" [ 2.4276e-03, 8.3152e-04, 3.7686e-02],\n",
" [ 2.7420e-02, -9.2692e-03, 2.3494e-02]],\n",
" \n",
" [[ 5.9059e-03, -4.4244e-02, -1.3735e-03],\n",
" [-2.5886e-02, -3.9441e-02, 6.0072e-03],\n",
" [-1.1696e-02, -4.1958e-03, 6.9575e-03]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[ 3.8198e-02, -1.2132e-02, -1.1683e-02],\n",
" [-2.4794e-03, 2.5955e-02, 1.8615e-02],\n",
" [-1.7031e-03, 4.1369e-02, -7.3895e-03]],\n",
" \n",
" [[ 1.4308e-03, 4.2879e-03, -1.3985e-02],\n",
" [ 1.5767e-02, 4.8289e-03, -3.0731e-02],\n",
" [ 1.2513e-02, 5.6250e-02, 4.5197e-04]],\n",
" \n",
" [[ 2.4120e-02, -5.4435e-03, 4.5873e-03],\n",
" [ 2.0246e-03, 2.8319e-02, 9.0150e-03],\n",
" [-1.1607e-02, 1.8807e-02, 2.4154e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-3.2622e-03, 1.1339e-02, 4.2190e-02],\n",
" [ 2.8931e-02, 1.8660e-02, -3.6523e-02],\n",
" [-9.0465e-03, 3.1880e-02, 3.1114e-02]],\n",
" \n",
" [[-4.3627e-03, 2.1465e-02, 6.3580e-03],\n",
" [ 3.1705e-03, 1.1819e-02, 3.9138e-02],\n",
" [ 2.9341e-03, 1.3085e-02, 2.7232e-02]],\n",
" \n",
" [[-1.6039e-02, -2.7102e-02, -3.2196e-02],\n",
" [-1.0371e-02, 3.2571e-03, 4.9135e-03],\n",
" [-4.6609e-04, -2.5075e-03, 2.4381e-02]]],\n",
" \n",
" \n",
" [[[ 1.0021e-02, 5.6412e-03, -2.6135e-02],\n",
" [-2.0356e-02, -1.7683e-04, 3.3079e-03],\n",
" [-1.4637e-02, 6.8626e-02, -4.9217e-02]],\n",
" \n",
" [[ 1.9138e-03, -2.6581e-02, -1.5232e-03],\n",
" [-1.0672e-02, 5.2147e-03, 1.7318e-02],\n",
" [ 2.1448e-03, -1.5667e-02, 6.1177e-03]],\n",
" \n",
" [[-2.5615e-02, 2.5841e-02, -2.5348e-03],\n",
" [-3.3380e-03, 1.4092e-02, -1.3205e-02],\n",
" [-6.7538e-03, 3.6098e-03, -1.2386e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-1.8762e-03, -1.0771e-02, -2.6408e-02],\n",
" [ 2.6240e-02, 2.8887e-02, 2.0198e-02],\n",
" [ 6.9128e-05, -1.2740e-02, -1.1935e-03]],\n",
" \n",
" [[-1.0645e-02, -2.0356e-02, 3.9404e-02],\n",
" [ 6.0474e-03, 1.1074e-02, 2.7843e-02],\n",
" [ 7.6534e-03, -2.0945e-02, 3.9055e-02]],\n",
" \n",
" [[-2.9758e-02, -9.6599e-03, 1.1365e-02],\n",
" [ 6.4649e-03, 1.7953e-02, -2.0368e-02],\n",
" [-9.9998e-03, -4.2007e-03, 8.8341e-03]]],\n",
" \n",
" \n",
" [[[ 3.6774e-02, 6.3172e-03, 2.2152e-02],\n",
" [-2.1888e-03, 1.4285e-02, 1.0440e-02],\n",
" [ 1.6240e-02, -2.2892e-02, -1.0568e-02]],\n",
" \n",
" [[-1.1015e-02, 2.5463e-02, 9.1917e-04],\n",
" [ 3.3877e-02, 2.0663e-03, 1.8499e-02],\n",
" [ 4.4987e-02, -5.6371e-02, -1.6414e-02]],\n",
" \n",
" [[ 3.9439e-04, -3.3985e-02, -1.5881e-02],\n",
" [ 5.9595e-03, 3.1137e-02, -1.7259e-03],\n",
" [-2.1612e-02, -1.1537e-02, 6.6468e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[ 2.9433e-02, -1.1377e-02, 8.4307e-03],\n",
" [ 4.2296e-03, 1.1831e-02, 1.6850e-02],\n",
" [-1.2929e-02, -7.1755e-03, 1.8415e-02]],\n",
" \n",
" [[-1.6618e-02, 7.8405e-03, 4.0864e-02],\n",
" [ 4.8490e-02, 4.2489e-02, 6.0160e-03],\n",
" [ 3.7563e-02, 1.0776e-02, -6.1331e-03]],\n",
" \n",
" [[ 2.6469e-02, -6.6585e-04, -6.7010e-04],\n",
" [ 3.8410e-03, -1.4263e-02, 6.1104e-03],\n",
" [-1.0586e-02, 2.6340e-02, -3.0821e-02]]]], device='cuda:0')),\n",
" ('module.features.7.0.conv2.weight',\n",
" tensor([[[[-1.2200e-02, 2.4671e-02, -9.8238e-03],\n",
" [-1.2586e-02, -1.3236e-02, 2.5329e-03],\n",
" [-1.6542e-03, 1.4174e-03, 8.2470e-03]],\n",
" \n",
" [[-4.4317e-02, 1.0416e-02, 3.3988e-02],\n",
" [-3.3332e-02, 8.5336e-03, -4.7323e-02],\n",
" [ 5.7513e-03, -1.8317e-02, -2.3702e-02]],\n",
" \n",
" [[-2.7567e-02, 3.0532e-02, 3.4585e-02],\n",
" [-1.6679e-02, -2.7876e-02, -5.6227e-03],\n",
" [-6.7172e-03, -9.3788e-03, 3.3215e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[-2.6134e-02, -3.7077e-03, -2.7437e-02],\n",
" [ 8.5012e-06, 2.5855e-02, 7.1096e-03],\n",
" [-5.5645e-03, 5.7466e-03, -2.4518e-02]],\n",
" \n",
" [[-4.4125e-02, 2.1510e-03, -3.1742e-04],\n",
" [ 1.0338e-02, -1.1641e-02, 5.6042e-02],\n",
" [-8.5308e-03, -2.9704e-02, 2.9754e-02]],\n",
" \n",
" [[ 1.4525e-02, 7.8045e-03, 1.7892e-02],\n",
" [ 8.9423e-03, -2.1311e-02, 1.8905e-02],\n",
" [ 1.4926e-03, 5.7177e-02, 4.0705e-02]]],\n",
" \n",
" \n",
" [[[ 1.4293e-02, 2.2090e-02, 3.3967e-03],\n",
" [-3.1053e-02, -4.6200e-03, 1.2056e-02],\n",
" [-7.9522e-03, -4.3661e-02, -4.2358e-03]],\n",
" \n",
" [[ 4.4703e-02, -2.4620e-03, 3.6090e-03],\n",
" [-5.4236e-04, -3.4849e-02, 6.2990e-03],\n",
" [ 1.1801e-02, -6.0881e-03, -6.4435e-03]],\n",
" \n",
" [[-1.1111e-02, -4.8533e-03, -4.5175e-02],\n",
" [-1.0993e-02, 2.3395e-02, -2.0765e-02],\n",
" [-1.9418e-02, -1.3892e-03, -1.1269e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 7.2273e-03, -1.7110e-02, 5.6988e-03],\n",
" [ 2.1792e-02, -9.0769e-03, -1.5590e-03],\n",
" [ 2.9187e-02, 2.6378e-02, -4.0534e-03]],\n",
" \n",
" [[ 8.8414e-03, 2.6818e-02, 1.2076e-04],\n",
" [-8.8425e-04, 1.2134e-02, -1.3035e-02],\n",
" [ 1.3764e-02, 4.9568e-02, 7.7859e-03]],\n",
" \n",
" [[-3.3327e-02, -2.3628e-02, 3.3143e-02],\n",
" [ 2.0608e-02, 6.5762e-03, 8.5704e-03],\n",
" [ 4.0431e-02, -6.4119e-03, -2.8803e-02]]],\n",
" \n",
" \n",
" [[[ 3.0359e-03, 2.2854e-02, 3.4083e-02],\n",
" [-2.1899e-02, -4.9271e-03, 2.5522e-02],\n",
" [-2.8607e-02, -1.9181e-02, 3.9501e-03]],\n",
" \n",
" [[ 1.4994e-02, -2.1828e-02, 6.4722e-03],\n",
" [ 1.9912e-02, 4.4057e-03, 1.0549e-03],\n",
" [-2.5813e-02, -2.5785e-02, 1.4741e-02]],\n",
" \n",
" [[-2.3405e-03, -5.0771e-03, -1.5741e-02],\n",
" [-7.1172e-03, -2.1527e-02, 1.0617e-02],\n",
" [ 2.0363e-02, -1.7201e-02, 5.4293e-04]],\n",
" \n",
" ...,\n",
" \n",
" [[-8.7831e-03, 4.9798e-03, 2.3290e-02],\n",
" [-2.3432e-02, 3.7738e-03, -1.0715e-03],\n",
" [ 2.0324e-02, -1.2834e-02, 2.3588e-02]],\n",
" \n",
" [[-9.9962e-03, -2.8735e-02, -5.6838e-03],\n",
" [ 2.4581e-02, -7.0371e-03, -1.3003e-02],\n",
" [-4.5345e-02, -1.1756e-02, -2.2176e-02]],\n",
" \n",
" [[-3.6717e-02, 1.0350e-02, 1.0031e-02],\n",
" [ 1.9931e-02, 1.5897e-02, 8.8945e-04],\n",
" [-3.0208e-02, 2.8018e-02, 3.4711e-03]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[ 6.2676e-04, -5.8382e-03, 4.8320e-04],\n",
" [ 1.6859e-02, 2.4176e-02, 9.4217e-03],\n",
" [-3.6895e-03, 5.9570e-03, 3.2383e-02]],\n",
" \n",
" [[-5.2046e-02, 3.5914e-02, -2.2961e-03],\n",
" [-3.3788e-02, 1.8930e-02, -1.9586e-02],\n",
" [-2.6040e-02, -1.1494e-02, -1.3791e-02]],\n",
" \n",
" [[-2.6943e-02, 2.2764e-02, -8.1082e-03],\n",
" [ 1.9537e-02, 2.3907e-03, 2.4450e-02],\n",
" [ 1.1038e-02, -1.3544e-03, 8.8689e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[-2.9265e-02, 2.9907e-03, -1.9701e-02],\n",
" [ 7.6547e-03, 2.3468e-02, 3.0149e-03],\n",
" [-5.6129e-02, -5.5228e-02, -1.4498e-02]],\n",
" \n",
" [[-7.0285e-03, -1.4398e-02, -8.0260e-03],\n",
" [ 8.6078e-03, 1.7272e-02, 3.7922e-03],\n",
" [ 1.7967e-02, -5.8396e-03, 1.2388e-02]],\n",
" \n",
" [[-1.9122e-02, 8.0995e-03, 1.4047e-02],\n",
" [-2.0732e-02, -1.7510e-03, -7.0565e-03],\n",
" [-8.9632e-03, 2.5373e-02, -2.1325e-03]]],\n",
" \n",
" \n",
" [[[-7.2139e-03, 7.5723e-04, 1.5858e-02],\n",
" [ 4.4614e-03, 2.5813e-03, 7.7735e-03],\n",
" [-3.8430e-02, -1.2453e-02, -1.4860e-03]],\n",
" \n",
" [[ 1.5345e-02, -1.1651e-02, -4.7176e-02],\n",
" [-1.6323e-02, -3.9558e-02, -6.2256e-02],\n",
" [-2.7249e-02, -3.9055e-03, 3.3146e-02]],\n",
" \n",
" [[ 2.7576e-03, -1.1254e-02, 1.5793e-02],\n",
" [ 9.0961e-04, -1.9929e-02, -3.9376e-02],\n",
" [-4.5218e-02, 6.8002e-03, 2.4895e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-3.2264e-02, -4.5119e-02, -2.3231e-02],\n",
" [ 4.5156e-02, 1.1634e-02, -1.9521e-02],\n",
" [ 8.7846e-03, 1.1269e-02, -2.7752e-02]],\n",
" \n",
" [[-2.6495e-02, 2.2894e-02, 1.4803e-02],\n",
" [ 4.4075e-03, 2.3500e-02, 3.7441e-03],\n",
" [ 9.3967e-03, 1.2344e-02, 3.9956e-02]],\n",
" \n",
" [[ 4.6042e-04, -9.5107e-04, 5.8999e-02],\n",
" [ 1.6742e-03, 8.3862e-03, -1.2621e-02],\n",
" [-9.1627e-03, 3.0100e-02, 1.9895e-02]]],\n",
" \n",
" \n",
" [[[ 2.0569e-02, -1.0795e-02, -8.7080e-03],\n",
" [ 2.4528e-02, 1.6483e-02, 9.9702e-04],\n",
" [ 3.6408e-03, -7.5199e-04, -5.9227e-02]],\n",
" \n",
" [[ 1.1502e-02, 2.2854e-02, -4.8116e-03],\n",
" [-1.7260e-02, -6.9348e-04, 8.0554e-03],\n",
" [ 8.5994e-03, -2.4679e-02, -3.9365e-02]],\n",
" \n",
" [[ 4.1262e-02, 1.6001e-02, 1.1125e-02],\n",
" [ 1.9232e-02, -4.0470e-02, -4.2124e-03],\n",
" [-3.1845e-02, -2.8374e-03, 1.2675e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-2.6239e-02, -3.9554e-02, 1.6393e-02],\n",
" [-6.0580e-03, 2.7392e-02, 2.6700e-02],\n",
" [-9.8317e-03, 2.6180e-02, -1.0239e-02]],\n",
" \n",
" [[-2.6586e-02, 3.0612e-02, -1.3597e-03],\n",
" [ 4.8483e-02, -1.3060e-02, -1.8707e-02],\n",
" [-6.5954e-03, 1.6304e-02, -2.2056e-02]],\n",
" \n",
" [[-2.0903e-03, -2.5995e-02, 4.7070e-02],\n",
" [ 1.9098e-02, -1.4131e-02, 1.0743e-02],\n",
" [-7.3639e-03, 3.8980e-02, -1.8740e-02]]]], device='cuda:0')),\n",
" ('module.features.7.0.downsample.0.weight',\n",
" tensor([[[[ 0.0280]],\n",
" \n",
" [[ 0.1087]],\n",
" \n",
" [[ 0.0847]],\n",
" \n",
" ...,\n",
" \n",
" [[ 0.0122]],\n",
" \n",
" [[-0.0237]],\n",
" \n",
" [[ 0.0892]]],\n",
" \n",
" \n",
" [[[ 0.1502]],\n",
" \n",
" [[-0.0710]],\n",
" \n",
" [[-0.0160]],\n",
" \n",
" ...,\n",
" \n",
" [[ 0.0163]],\n",
" \n",
" [[ 0.0837]],\n",
" \n",
" [[-0.0358]]],\n",
" \n",
" \n",
" [[[ 0.0068]],\n",
" \n",
" [[ 0.0029]],\n",
" \n",
" [[ 0.0566]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0893]],\n",
" \n",
" [[ 0.0697]],\n",
" \n",
" [[ 0.0071]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[-0.1321]],\n",
" \n",
" [[-0.0198]],\n",
" \n",
" [[-0.0812]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0576]],\n",
" \n",
" [[ 0.0471]],\n",
" \n",
" [[-0.0246]]],\n",
" \n",
" \n",
" [[[ 0.1082]],\n",
" \n",
" [[ 0.0021]],\n",
" \n",
" [[ 0.0406]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0061]],\n",
" \n",
" [[-0.0029]],\n",
" \n",
" [[ 0.0266]]],\n",
" \n",
" \n",
" [[[ 0.1127]],\n",
" \n",
" [[-0.0219]],\n",
" \n",
" [[-0.0168]],\n",
" \n",
" ...,\n",
" \n",
" [[ 0.0372]],\n",
" \n",
" [[-0.0544]],\n",
" \n",
" [[-0.0213]]]], device='cuda:0')),\n",
" ('module.features.7.1.conv1.weight',\n",
" tensor([[[[-0.0412, 0.0398, 0.0164],\n",
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" [ 0.0188, -0.0364, -0.0361]],\n",
" \n",
" [[-0.0310, -0.0105, -0.0407],\n",
" [-0.0084, -0.0072, 0.0195],\n",
" [ 0.0076, 0.0183, 0.0473]],\n",
" \n",
" [[ 0.0089, 0.0133, -0.0262],\n",
" [-0.0185, -0.0104, -0.0033],\n",
" [ 0.0133, 0.0122, -0.0572]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0086, 0.0117, -0.0214],\n",
" [ 0.0113, -0.0197, 0.0212],\n",
" [-0.0350, 0.0330, -0.0123]],\n",
" \n",
" [[ 0.0009, 0.0155, 0.0001],\n",
" [-0.0108, 0.0034, -0.0038],\n",
" [ 0.0087, 0.0137, -0.0251]],\n",
" \n",
" [[-0.0321, -0.0180, 0.0369],\n",
" [ 0.0048, 0.0178, 0.0107],\n",
" [-0.0123, 0.0056, 0.0049]]],\n",
" \n",
" \n",
" [[[-0.0111, -0.0211, -0.0223],\n",
" [-0.0191, -0.0136, 0.0010],\n",
" [-0.0029, 0.0223, 0.0629]],\n",
" \n",
" [[-0.0196, 0.0049, -0.0111],\n",
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" [ 0.0095, -0.0071, 0.0136]],\n",
" \n",
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" [-0.0251, 0.0110, -0.0151],\n",
" [ 0.0457, -0.0145, 0.0162]],\n",
" \n",
" ...,\n",
" \n",
" [[ 0.0022, -0.0046, -0.0142],\n",
" [ 0.0224, 0.0348, 0.0015],\n",
" [-0.0036, 0.0051, -0.0091]],\n",
" \n",
" [[ 0.0116, 0.0166, 0.0132],\n",
" [-0.0150, 0.0014, 0.0032],\n",
" [-0.0103, 0.0153, -0.0235]],\n",
" \n",
" [[-0.0142, -0.0050, -0.0244],\n",
" [ 0.0185, -0.0016, 0.0012],\n",
" [-0.0144, 0.0141, -0.0072]]],\n",
" \n",
" \n",
" [[[-0.0123, 0.0130, -0.0075],\n",
" [-0.0071, -0.0082, -0.0034],\n",
" [ 0.0143, 0.0157, -0.0249]],\n",
" \n",
" [[-0.0159, 0.0027, -0.0388],\n",
" [ 0.0021, 0.0024, -0.0288],\n",
" [-0.0225, -0.0067, 0.0192]],\n",
" \n",
" [[-0.0156, -0.0163, 0.0312],\n",
" [ 0.0416, 0.0107, -0.0375],\n",
" [ 0.0049, -0.0461, -0.0219]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0265, -0.0160, -0.0259],\n",
" [-0.0189, -0.0011, -0.0063],\n",
" [ 0.0012, 0.0453, -0.0172]],\n",
" \n",
" [[ 0.0210, 0.0088, -0.0411],\n",
" [-0.0089, 0.0210, -0.0035],\n",
" [ 0.0183, -0.0061, 0.0316]],\n",
" \n",
" [[-0.0117, -0.0214, -0.0032],\n",
" [-0.0275, -0.0606, -0.0150],\n",
" [ 0.0040, -0.0216, -0.0044]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[-0.0001, 0.0213, -0.0171],\n",
" [ 0.0011, -0.0231, 0.0122],\n",
" [-0.0306, 0.0143, 0.0080]],\n",
" \n",
" [[-0.0027, 0.0032, -0.0124],\n",
" [ 0.0044, -0.0284, 0.0182],\n",
" [ 0.0099, 0.0445, 0.0078]],\n",
" \n",
" [[-0.0175, 0.0329, -0.0161],\n",
" [-0.0447, -0.0261, -0.0158],\n",
" [-0.0196, 0.0309, -0.0215]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0195, 0.0048, -0.0415],\n",
" [-0.0131, -0.0159, -0.0024],\n",
" [ 0.0295, 0.0165, -0.0192]],\n",
" \n",
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" [-0.0097, 0.0173, -0.0389]],\n",
" \n",
" [[ 0.0024, -0.0168, -0.0181],\n",
" [ 0.0059, 0.0004, -0.0522],\n",
" [ 0.0194, 0.0180, -0.0293]]],\n",
" \n",
" \n",
" [[[ 0.0062, 0.0105, -0.0109],\n",
" [-0.0213, 0.0117, 0.0115],\n",
" [-0.0232, -0.0389, 0.0185]],\n",
" \n",
" [[-0.0121, -0.0008, -0.0179],\n",
" [-0.0042, -0.0131, 0.0363],\n",
" [-0.0141, 0.0162, 0.0122]],\n",
" \n",
" [[-0.0172, 0.0188, -0.0150],\n",
" [-0.0093, 0.0270, 0.0506],\n",
" [-0.0337, -0.0070, -0.0267]],\n",
" \n",
" ...,\n",
" \n",
" [[ 0.0118, -0.0035, 0.0332],\n",
" [-0.0185, -0.0073, -0.0262],\n",
" [-0.0110, -0.0086, 0.0152]],\n",
" \n",
" [[ 0.0105, -0.0218, -0.0302],\n",
" [-0.0114, 0.0171, -0.0384],\n",
" [ 0.0255, -0.0277, 0.0629]],\n",
" \n",
" [[ 0.0015, 0.0425, -0.0147],\n",
" [-0.0056, -0.0232, -0.0242],\n",
" [ 0.0015, 0.0060, -0.0036]]],\n",
" \n",
" \n",
" [[[ 0.0189, 0.0194, 0.0064],\n",
" [-0.0075, -0.0141, -0.0050],\n",
" [ 0.0002, -0.0243, -0.0248]],\n",
" \n",
" [[ 0.0173, 0.0066, -0.0278],\n",
" [-0.0158, -0.0061, 0.0161],\n",
" [-0.0176, -0.0237, -0.0293]],\n",
" \n",
" [[ 0.0067, -0.0371, 0.0001],\n",
" [-0.0122, 0.0012, -0.0346],\n",
" [-0.0239, -0.0195, 0.0066]],\n",
" \n",
" ...,\n",
" \n",
" [[-0.0004, -0.0357, -0.0282],\n",
" [-0.0071, -0.0012, -0.0346],\n",
" [-0.0103, -0.0152, -0.0183]],\n",
" \n",
" [[-0.0087, 0.0358, 0.0211],\n",
" [ 0.0090, -0.0186, 0.0573],\n",
" [-0.0072, 0.0191, -0.0075]],\n",
" \n",
" [[-0.0091, 0.0155, 0.0092],\n",
" [ 0.0244, 0.0233, 0.0293],\n",
" [ 0.0218, -0.0016, -0.0111]]]], device='cuda:0')),\n",
" ('module.features.7.1.conv2.weight',\n",
" tensor([[[[ 2.7669e-02, 1.0102e-02, -1.5389e-02],\n",
" [-7.7896e-03, 1.7454e-02, -5.2838e-03],\n",
" [ 3.2319e-02, -9.5478e-03, 2.1955e-02]],\n",
" \n",
" [[ 1.3091e-02, 1.2744e-02, -6.0428e-03],\n",
" [ 7.9706e-04, 4.0532e-03, -2.7187e-03],\n",
" [ 5.6271e-03, -2.0450e-02, -8.3630e-04]],\n",
" \n",
" [[ 2.6977e-02, -1.3292e-02, 9.1527e-03],\n",
" [-2.3563e-02, -2.7924e-02, -1.6096e-02],\n",
" [ 5.5006e-04, 1.0982e-02, 1.1167e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 3.2128e-03, -1.1398e-02, -1.7091e-02],\n",
" [-5.3630e-02, -1.8246e-02, -7.6490e-03],\n",
" [-1.8577e-02, 9.7755e-03, -2.1825e-02]],\n",
" \n",
" [[ 2.5462e-02, -4.8757e-03, 1.7404e-03],\n",
" [ 6.9207e-03, 2.9026e-02, 1.9597e-02],\n",
" [-2.6660e-03, -1.3143e-02, 1.3166e-02]],\n",
" \n",
" [[-9.2363e-03, 1.4657e-02, -1.7753e-02],\n",
" [-1.5085e-02, -8.5969e-03, 1.7411e-02],\n",
" [ 3.1844e-02, -1.2665e-02, 3.8360e-02]]],\n",
" \n",
" \n",
" [[[ 1.6494e-02, 4.0510e-02, -1.1034e-02],\n",
" [ 1.0801e-02, -4.6805e-02, 3.1894e-02],\n",
" [ 3.1285e-02, -2.7874e-02, 3.1512e-03]],\n",
" \n",
" [[ 1.3249e-02, -2.4612e-02, 8.0424e-03],\n",
" [ 1.4087e-02, 8.3113e-03, -1.6492e-02],\n",
" [-1.6472e-02, 1.4578e-02, -1.0045e-02]],\n",
" \n",
" [[-2.6437e-02, -1.5198e-02, 8.9365e-03],\n",
" [ 4.9480e-03, 3.0334e-02, 7.5042e-03],\n",
" [ 1.6577e-02, -5.5669e-03, -8.8701e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[-3.6576e-02, -2.9337e-02, 3.2167e-03],\n",
" [-8.1815e-04, -1.7954e-02, -1.2874e-02],\n",
" [ 8.4388e-05, -2.0595e-02, -4.4706e-02]],\n",
" \n",
" [[-1.6041e-02, 1.0156e-02, -9.1008e-03],\n",
" [ 4.5301e-02, 4.7988e-04, 8.6943e-03],\n",
" [-1.1701e-02, 4.7244e-02, 1.7367e-02]],\n",
" \n",
" [[ 1.3813e-02, -4.0753e-02, -2.4185e-03],\n",
" [-2.4735e-02, -2.6664e-02, 9.9198e-04],\n",
" [ 1.4143e-02, -9.8058e-03, 2.7278e-03]]],\n",
" \n",
" \n",
" [[[-3.9752e-03, 2.7291e-03, 2.9844e-02],\n",
" [-8.5228e-03, -6.5568e-03, -1.9087e-02],\n",
" [ 5.2401e-03, 5.0350e-04, 1.7048e-02]],\n",
" \n",
" [[-9.2543e-03, 1.8186e-02, -1.7019e-02],\n",
" [-3.3054e-02, 2.0240e-03, 5.5067e-03],\n",
" [-4.1597e-03, 9.8459e-03, -8.0485e-03]],\n",
" \n",
" [[-3.1671e-02, -3.4744e-03, -2.2173e-02],\n",
" [ 1.9146e-02, 5.9635e-03, 2.6835e-02],\n",
" [-2.7219e-02, -1.4855e-02, 1.3716e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-1.3893e-03, -2.3909e-03, 3.7731e-03],\n",
" [ 2.5951e-02, 2.2350e-02, 3.3649e-02],\n",
" [ 8.8714e-03, -3.2832e-03, 3.0970e-02]],\n",
" \n",
" [[ 1.6667e-02, -7.0636e-03, -8.0601e-05],\n",
" [-3.8572e-03, -2.2319e-02, -2.1308e-02],\n",
" [-2.4768e-02, -1.5440e-02, -1.5375e-02]],\n",
" \n",
" [[ 4.0461e-04, -1.9128e-02, 2.8521e-02],\n",
" [ 2.7569e-03, 1.2434e-02, 1.1612e-02],\n",
" [ 4.9260e-02, 2.2169e-02, -2.4459e-02]]],\n",
" \n",
" \n",
" ...,\n",
" \n",
" \n",
" [[[-2.1874e-02, 1.4048e-03, 2.3160e-02],\n",
" [-2.2029e-02, 1.3565e-02, -1.1423e-02],\n",
" [ 1.0922e-02, 1.6705e-02, 4.6132e-03]],\n",
" \n",
" [[ 1.5474e-03, 4.6071e-02, 9.5328e-03],\n",
" [ 4.8634e-03, 3.2872e-02, -4.5178e-04],\n",
" [-2.0327e-02, 5.2714e-03, 2.2405e-02]],\n",
" \n",
" [[-1.3570e-02, -5.1997e-02, -2.5401e-02],\n",
" [ 2.3371e-02, -2.0209e-02, -1.3148e-02],\n",
" [ 1.3217e-02, -9.4160e-03, -1.7271e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[-9.3603e-03, -1.0252e-02, -2.1926e-03],\n",
" [ 8.3288e-03, 1.4618e-02, 2.2519e-02],\n",
" [ 4.3726e-03, 1.5235e-02, 2.4148e-02]],\n",
" \n",
" [[ 2.1585e-02, -2.3678e-03, 1.3339e-03],\n",
" [-1.2002e-02, -1.8972e-02, -8.1394e-03],\n",
" [ 4.2480e-03, -1.7132e-02, 2.2052e-02]],\n",
" \n",
" [[ 1.0347e-02, 2.2348e-02, -9.3872e-03],\n",
" [-1.3332e-02, 1.9236e-02, -5.8983e-03],\n",
" [-2.6036e-02, -1.4431e-02, -4.9069e-02]]],\n",
" \n",
" \n",
" [[[ 3.4349e-03, 3.0972e-02, -2.8677e-02],\n",
" [ 7.1175e-03, 2.1691e-02, 4.0088e-03],\n",
" [ 2.0570e-02, 4.5587e-03, 5.5360e-03]],\n",
" \n",
" [[-2.6303e-02, -6.6955e-03, -3.8755e-02],\n",
" [-1.7761e-02, -9.3154e-03, 1.6708e-02],\n",
" [-2.8337e-02, 1.5408e-02, -1.2784e-02]],\n",
" \n",
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" [ 1.5475e-02, 2.7684e-02, 3.2346e-03],\n",
" [-1.2827e-02, -8.9223e-03, 1.1571e-02]],\n",
" \n",
" ...,\n",
" \n",
" [[ 2.9467e-02, -1.7513e-02, 2.1790e-02],\n",
" [ 9.5623e-03, 1.5912e-03, -2.8656e-02],\n",
" [-2.0841e-02, 3.4052e-02, 1.4477e-02]],\n",
" \n",
" [[ 2.5121e-02, 1.3353e-02, 1.7004e-02],\n",
" [-2.2956e-02, -7.9317e-03, -7.7189e-03],\n",
" [-2.2805e-02, 5.5981e-03, -9.2481e-03]],\n",
" \n",
" [[-7.4896e-03, 1.5322e-03, -1.4587e-02],\n",
" [ 4.1217e-02, 1.2760e-02, -3.7466e-02],\n",
" [ 4.6187e-02, 3.8541e-03, -3.0564e-02]]],\n",
" \n",
" \n",
" [[[ 2.1435e-02, 4.5467e-02, 4.5000e-03],\n",
" [ 7.6490e-03, -2.5208e-03, 2.3527e-02],\n",
" [ 2.5580e-02, 1.6698e-02, -1.8860e-02]],\n",
" \n",
" [[ 1.4487e-02, -3.4432e-03, -7.5392e-03],\n",
" [ 1.8938e-02, 4.7559e-02, -2.5380e-02],\n",
" [ 2.1595e-02, -8.7880e-03, 2.2249e-03]],\n",
" \n",
" [[ 1.0577e-02, 2.2048e-02, -1.5811e-03],\n",
" [-3.6731e-02, -4.3263e-03, 9.8155e-03],\n",
" [ 5.3485e-03, 3.3231e-02, 4.9549e-03]],\n",
" \n",
" ...,\n",
" \n",
" [[-1.4723e-02, -1.8430e-02, 2.0312e-02],\n",
" [-4.0386e-02, 1.3468e-02, -9.7934e-03],\n",
" [-7.6757e-03, 5.5895e-02, -6.2044e-03]],\n",
" \n",
" [[-4.6726e-03, -1.3059e-02, -6.3235e-03],\n",
" [ 2.0474e-02, 9.5724e-03, -1.0297e-02],\n",
" [-2.9894e-02, -2.8968e-02, 1.5460e-02]],\n",
" \n",
" [[ 3.6078e-03, 4.0985e-03, -1.9945e-02],\n",
" [ 8.5199e-03, -1.5623e-02, 1.6469e-02],\n",
" [-4.2940e-03, 3.3834e-03, -2.3444e-02]]]], device='cuda:0')),\n",
" ('module.l1.weight',\n",
" tensor([[-2.8849e-02, -1.9119e-02, 3.8300e-02, ..., 4.1686e-02,\n",
" 3.6721e-02, 1.5111e-03],\n",
" [-2.2924e-03, -7.3991e-05, -4.6714e-04, ..., 2.8410e-04,\n",
" -7.1595e-05, 1.2524e-03],\n",
" [-4.3433e-02, -1.6126e-02, 2.4300e-02, ..., 3.1861e-02,\n",
" -4.4353e-03, 3.3997e-02],\n",
" ...,\n",
" [-4.2116e-02, 9.1577e-03, -2.8979e-03, ..., 8.2516e-03,\n",
" -2.0367e-02, -2.6846e-02],\n",
" [-3.9404e-02, 3.1663e-03, -3.1503e-02, ..., -5.0674e-03,\n",
" -1.2334e-02, 2.4472e-02],\n",
" [ 4.0532e-02, 2.3001e-02, -4.4442e-02, ..., 4.0665e-02,\n",
" -1.5093e-03, -3.1281e-02]], device='cuda:0')),\n",
" ('module.l1.bias',\n",
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" -2.9015e-02, 2.9233e-02], device='cuda:0')),\n",
" ('module.l2.weight',\n",
" tensor([[-1.9599e-02, 4.3520e-14, 3.3635e-02, ..., -5.6260e-03,\n",
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" -1.5461e-03, -2.5192e-02, -2.2219e-02, -1.7596e-02, -3.3960e-03,\n",
" -3.1382e-02, 1.3545e-02, 8.4428e-04, 1.7972e-02, -7.7820e-03,\n",
" 2.1294e-02, 1.6943e-03, -3.1114e-02, 2.1719e-02, -2.6632e-02,\n",
" 4.6229e-03, 1.4209e-02], device='cuda:0'))])"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import torch\n",
"\n",
"\n",
"torch.load('papers/tmi2022/feature_extractor/runs/Oct29_16-15-55_xrh1/checkpoints/model.pth')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "931f65c8",
"metadata": {},
"outputs": [],
"source": [
"import cl as cl\n",
"\n",
"import torch\n",
"import torch.nn as nn\n",
"from torch.utils.data import DataLoader\n",
"import torchvision.models as models\n",
"import torchvision.transforms.functional as VF\n",
"from torchvision import transforms\n",
"\n",
"import sys, argparse, os, glob\n",
"import pandas as pd\n",
"import numpy as np\n",
"from PIL import Image\n",
"from collections import OrderedDict\n",
"from easydict import EasyDict as edict\n",
"\n",
"\n",
"edict({'backbone':'resnet18',\n",
" 'weights':})\n",
"\n",
"\n",
"if args.backbone == 'resnet18':\n",
" resnet = models.resnet18(pretrained=False, norm_layer=nn.InstanceNorm2d)\n",
" num_feats = 512\n",
"if args.backbone == 'resnet34':\n",
" resnet = models.resnet34(pretrained=False, norm_layer=nn.InstanceNorm2d)\n",
" num_feats = 512\n",
"if args.backbone == 'resnet50':\n",
" resnet = models.resnet50(pretrained=False, norm_layer=nn.InstanceNorm2d)\n",
" num_feats = 2048\n",
"if args.backbone == 'resnet101':\n",
" resnet = models.resnet101(pretrained=False, norm_layer=nn.InstanceNorm2d)\n",
" num_feats = 2048\n",
"for param in resnet.parameters():\n",
" param.requires_grad = False\n",
"resnet.fc = nn.Identity()\n",
"i_classifier = cl.IClassifier(resnet, num_feats, output_class=args.num_classes).cuda()\n",
"\n",
"# load feature extractor\n",
"if args.weights is None:\n",
" print('No feature extractor')\n",
" return\n",
"state_dict_weights = torch.load(args.weights)\n",
"print(state_dict_weights)\n",
"state_dict_init = i_classifier.state_dict()\n",
"new_state_dict = OrderedDict()\n",
"for (k, v), (k_0, v_0) in zip(state_dict_weights.items(), state_dict_init.items()):\n",
" name = k_0\n",
" new_state_dict[name] = v\n",
"i_classifier.load_state_dict(new_state_dict, strict=False)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.10"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
|