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ml-parker-squares/parker-squares.ipynb
Nico Melone 0663fe3ac9 changed to single seed
2025-02-11 13:57:39 -06:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"import torch.optim as optim\n",
"import torch.nn.functional as F\n",
"from torch.utils.data import DataLoader, Dataset\n",
"import numpy as np\n",
"import csv"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Dummy dataset class\n",
"class DummyDataset(Dataset):\n",
" def __init__(self, max=100, size=1000, seq_len=9): # Ensure seq_len = 9 for a 3x3 grid\n",
" self.data = torch.randint(1, max, (size, seq_len)) # Generate possible grid values\n",
" \n",
" def __len__(self):\n",
" return len(self.data)\n",
" \n",
" def __getitem__(self, idx):\n",
" return self.data[idx]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Transformer model definition\n",
"class TransformerModel(nn.Module):\n",
" def __init__(self, input_dim, embed_dim, num_heads, ff_dim, num_layers, output_dim):\n",
" super(TransformerModel, self).__init__()\n",
" self.embedding = nn.Embedding(input_dim, embed_dim)\n",
" self.encoder_layer = nn.TransformerEncoderLayer(d_model=embed_dim, nhead=num_heads, dim_feedforward=ff_dim)\n",
" self.transformer_encoder = nn.TransformerEncoder(self.encoder_layer, num_layers=num_layers)\n",
" self.fc = nn.Linear(embed_dim, output_dim)\n",
" \n",
" def forward(self, x):\n",
" x = self.embedding(x)\n",
" x = self.transformer_encoder(x)\n",
" x = x.mean(dim=1) # Global average pooling\n",
" return torch.exp(self.fc(x)) # Ensure outputs are greater than zero\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/nico/miniconda3/envs/ml/lib/python3.13/site-packages/torch/nn/modules/transformer.py:379: UserWarning: enable_nested_tensor is True, but self.use_nested_tensor is False because encoder_layer.self_attn.batch_first was not True(use batch_first for better inference performance)\n",
" warnings.warn(\n"
]
}
],
"source": [
"# Model initialization\n",
"input_dim = 1000 # Vocabulary size (digits 0-8)\n",
"embed_dim = 32\n",
"num_heads = 4\n",
"ff_dim = 64\n",
"num_layers = 100\n",
"output_dim = 9 # Output 9 numbers for the 3x3 grid\n",
"\n",
"model = TransformerModel(input_dim, embed_dim, num_heads, ff_dim, num_layers, output_dim)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# Training setup\n",
"dataset = DummyDataset(max=input_dim, size=1)\n",
"dataloader = DataLoader(dataset, batch_size=32, shuffle=True)\n",
"optimizer = optim.Adam(model.parameters(), lr=0.001)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# Custom loss function with scaling\n",
"def magic_square_loss(output, scale_factor=100):\n",
" scaled_output = output * scale_factor\n",
" grid = scaled_output.view(-1, 3, 3) # Reshape to 3x3 grid\n",
" row_sums = torch.sum(grid ** 2, dim=1)\n",
" col_sums = torch.sum(grid ** 2, dim=2)\n",
" diag1_sum = torch.sum(torch.diagonal(grid, dim1=1, dim2=2) ** 2, dim=1)\n",
" diag2_sum = torch.sum(torch.diagonal(torch.flip(grid, dims=[2]), dim1=1, dim2=2) ** 2, dim=1)\n",
" all_sums = torch.cat([row_sums, col_sums, diag1_sum.unsqueeze(1), diag2_sum.unsqueeze(1)], dim=1)\n",
" loss = torch.var(all_sums.float(), dim=1).mean() # Ensure float dtype for variance calculation\n",
" return loss / (scale_factor ** 2) # Scale back\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Function to save outputs to file with computed sums and check for magic squares\n",
"def save_outputs(epoch, batch_idx, outputs, scale_factor=100):\n",
" with open(\"training_outputs.csv\", \"a\", newline=\"\") as f:\n",
" writer = csv.writer(f)\n",
" for output in outputs:\n",
" scaled_output = torch.round(output * scale_factor).int().view(3, 3).detach().cpu().numpy()\n",
" row_sums = np.sum(scaled_output ** 2, axis=1).tolist()\n",
" col_sums = np.sum(scaled_output ** 2, axis=0).tolist()\n",
" diag1_sum = np.sum(np.diagonal(scaled_output) ** 2)\n",
" diag2_sum = np.sum(np.diagonal(np.fliplr(scaled_output)) ** 2)\n",
" writer.writerow([epoch, batch_idx] + scaled_output.flatten().tolist() + row_sums + col_sums + [diag1_sum, diag2_sum])\n",
" #print(f\"Sums: {row_sums + col_sums + [diag1_sum, diag2_sum]} {set(row_sums + col_sums + [diag1_sum, diag2_sum])}\")\n",
" # Check if a magic square is found\n",
" if len(set(row_sums + col_sums + [diag1_sum, diag2_sum])) == 1:\n",
" print(\"MAGIC SQUARE FOUND!\")\n",
" print(scaled_output,epoch, batch_idx)\n",
" elif len(set(row_sums + col_sums + [diag1_sum, diag2_sum])) == 2:\n",
" print(\"PARKER SQUARE FOUND!\")\n",
" print(scaled_output, epoch, batch_idx)\n",
" \"\"\" \n",
" elif len(set(row_sums + col_sums + [diag1_sum, diag2_sum])) < 8:\n",
" print(\"AT LEAST 2 NUMBERS MATCHED!!!! POG\")\n",
" print(scaled_output, epoch, batch_idx) \n",
" \"\"\""
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# Function to save outputs to file with computed sums and check for magic squares\n",
"def check_outputs(epoch, batch_idx, outputs, scale_factor=100):\n",
" for output in outputs:\n",
" scaled_output = torch.round(output * scale_factor).int().view(3, 3).detach().cpu().numpy()\n",
" row_sums = np.sum(scaled_output ** 2, axis=1).tolist()\n",
" col_sums = np.sum(scaled_output ** 2, axis=0).tolist()\n",
" diag1_sum = np.sum(np.diagonal(scaled_output) ** 2)\n",
" diag2_sum = np.sum(np.diagonal(np.fliplr(scaled_output)) ** 2)\n",
" \n",
" #print(f\"Sums: {row_sums + col_sums + [diag1_sum, diag2_sum]} {set(row_sums + col_sums + [diag1_sum, diag2_sum])}\")\n",
" # Check if a magic square is found\n",
" if len(set(row_sums + col_sums + [diag1_sum, diag2_sum])) == 1:\n",
" print(\"MAGIC SQUARE FOUND!\")\n",
" print(scaled_output,epoch, batch_idx)\n",
" elif len(set(row_sums + col_sums + [diag1_sum, diag2_sum])) == 2:\n",
" print(\"PARKER SQUARE FOUND!\")\n",
" print(scaled_output, epoch, batch_idx)\n",
" \"\"\" \n",
" elif len(set(row_sums + col_sums + [diag1_sum, diag2_sum])) < 8:\n",
" print(\"AT LEAST 2 NUMBERS MATCHED!!!! POG\")\n",
" print(scaled_output, epoch, batch_idx) \n",
" \"\"\""
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def train_model(model, dataloader, optimizer, epochs=5, scale_factor=100):\n",
" model.train()\n",
" with open(\"training_outputs.csv\", \"w\", newline=\"\") as f:\n",
" writer = csv.writer(f)\n",
" writer.writerow([\"Epoch\", \"Batch\"] + [f\"Pos_{i}\" for i in range(9)] + [f\"Row_{i}\" for i in range(3)] + [f\"Col_{i}\" for i in range(3)] + [\"Diag1\", \"Diag2\"])\n",
" \n",
" for epoch in range(epochs):\n",
" total_loss = 0\n",
" for batch_idx, batch in enumerate(dataloader):\n",
" optimizer.zero_grad()\n",
" outputs = model(batch)\n",
" loss = magic_square_loss(outputs, scale_factor)\n",
" loss.backward()\n",
" optimizer.step()\n",
" total_loss += loss.item()\n",
" save_outputs(epoch, batch_idx, outputs, scale_factor)\n",
" #check_outputs(epoch, batch_idx, outputs, scale_factor)\n",
" print(f\"Epoch {epoch+1}, Loss: {total_loss/len(dataloader):.4f}\")\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1, Loss: 3459.0894\n",
"Epoch 2, Loss: 1693.9879\n",
"Epoch 3, Loss: 1672.3689\n",
"Epoch 4, Loss: 997.8101\n",
"Epoch 5, Loss: 225.5421\n",
"Epoch 6, Loss: 1913.0110\n",
"Epoch 7, Loss: 3095.8752\n",
"Epoch 8, Loss: 1187.9623\n",
"Epoch 9, Loss: 908.6891\n",
"Epoch 10, Loss: 2521.6543\n",
"Epoch 11, Loss: 2318.4504\n",
"Epoch 12, Loss: 867.5236\n",
"Epoch 13, Loss: 425.4573\n",
"Epoch 14, Loss: 1130.9244\n",
"Epoch 15, Loss: 2824.2161\n",
"Epoch 16, Loss: 2420.1643\n",
"Epoch 17, Loss: 1083.9978\n",
"Epoch 18, Loss: 3468.5437\n",
"Epoch 19, Loss: 903.7730\n",
"Epoch 20, Loss: 1199.0364\n",
"Epoch 21, Loss: 2203.2961\n",
"Epoch 22, Loss: 2297.2698\n",
"Epoch 23, Loss: 3661.8555\n",
"Epoch 24, Loss: 1838.4712\n",
"Epoch 25, Loss: 4467.8257\n",
"Epoch 26, Loss: 448.0989\n",
"Epoch 27, Loss: 573.3939\n",
"Epoch 28, Loss: 1605.4521\n",
"Epoch 29, Loss: 1474.4908\n",
"Epoch 30, Loss: 4089.0325\n",
"Epoch 31, Loss: 3665.6704\n",
"Epoch 32, Loss: 7131.1890\n",
"Epoch 33, Loss: 1656.4944\n",
"Epoch 34, Loss: 2329.2725\n",
"Epoch 35, Loss: 1963.7795\n",
"Epoch 36, Loss: 2044.8916\n",
"Epoch 37, Loss: 2070.9070\n",
"Epoch 38, Loss: 529.3000\n",
"Epoch 39, Loss: 923.0906\n",
"Epoch 40, Loss: 564.7602\n",
"Epoch 41, Loss: 1609.2675\n",
"Epoch 42, Loss: 2011.4207\n",
"Epoch 43, Loss: 2543.3760\n",
"Epoch 44, Loss: 5573.3457\n",
"Epoch 45, Loss: 3126.7393\n",
"Epoch 46, Loss: 2421.1785\n",
"Epoch 47, Loss: 3641.2605\n",
"Epoch 48, Loss: 1964.5214\n",
"Epoch 49, Loss: 1293.6713\n",
"Epoch 50, Loss: 2446.2671\n",
"Epoch 51, Loss: 2977.0017\n",
"Epoch 52, Loss: 3793.2461\n",
"Epoch 53, Loss: 1214.8406\n",
"Epoch 54, Loss: 1668.0645\n",
"Epoch 55, Loss: 914.0436\n",
"Epoch 56, Loss: 1749.3170\n",
"Epoch 57, Loss: 754.3459\n",
"Epoch 58, Loss: 621.1763\n",
"Epoch 59, Loss: 1312.5588\n",
"Epoch 60, Loss: 4046.1519\n",
"Epoch 61, Loss: 4273.6421\n",
"Epoch 62, Loss: 1223.7992\n",
"Epoch 63, Loss: 290.6854\n",
"Epoch 64, Loss: 2317.3293\n",
"Epoch 65, Loss: 1589.6355\n",
"Epoch 66, Loss: 2754.6379\n",
"Epoch 67, Loss: 1101.4791\n",
"Epoch 68, Loss: 1541.7601\n",
"Epoch 69, Loss: 447.1228\n",
"Epoch 70, Loss: 3729.4370\n",
"Epoch 71, Loss: 869.7010\n",
"Epoch 72, Loss: 6353.4023\n",
"Epoch 73, Loss: 1799.5284\n",
"Epoch 74, Loss: 2538.2341\n",
"Epoch 75, Loss: 1945.5002\n",
"Epoch 76, Loss: 3393.7876\n",
"Epoch 77, Loss: 1725.5105\n",
"Epoch 78, Loss: 450.9015\n",
"Epoch 79, Loss: 2044.0977\n",
"Epoch 80, Loss: 1920.1240\n",
"Epoch 81, Loss: 4383.6431\n",
"Epoch 82, Loss: 1877.5813\n",
"Epoch 83, Loss: 635.2104\n",
"Epoch 84, Loss: 1141.5430\n",
"Epoch 85, Loss: 2927.8276\n",
"Epoch 86, Loss: 4741.6929\n",
"Epoch 87, Loss: 1314.5436\n",
"Epoch 88, Loss: 2239.1890\n",
"Epoch 89, Loss: 3588.4529\n",
"Epoch 90, Loss: 816.9100\n",
"Epoch 91, Loss: 953.1314\n",
"Epoch 92, Loss: 1165.3372\n",
"Epoch 93, Loss: 1032.1154\n",
"Epoch 94, Loss: 2296.4487\n",
"Epoch 95, Loss: 423.8354\n",
"Epoch 96, Loss: 2101.0264\n",
"Epoch 97, Loss: 2073.9617\n",
"Epoch 98, Loss: 1914.8112\n",
"Epoch 99, Loss: 1309.6602\n",
"Epoch 100, Loss: 2647.6824\n",
"Epoch 101, Loss: 2146.4126\n",
"Epoch 102, Loss: 1018.0914\n",
"Epoch 103, Loss: 562.7217\n",
"Epoch 104, Loss: 1422.8358\n",
"Epoch 105, Loss: 2170.7920\n",
"Epoch 106, Loss: 638.2350\n",
"Epoch 107, Loss: 2121.0393\n",
"Epoch 108, Loss: 2651.7449\n",
"Epoch 109, Loss: 1934.2943\n",
"Epoch 110, Loss: 339.7600\n",
"Epoch 111, Loss: 2856.8135\n",
"Epoch 112, Loss: 1126.3311\n",
"Epoch 113, Loss: 6074.2031\n",
"Epoch 114, Loss: 1401.7932\n",
"Epoch 115, Loss: 1605.0813\n",
"Epoch 116, Loss: 785.1164\n",
"Epoch 117, Loss: 1620.8881\n",
"Epoch 118, Loss: 474.8351\n",
"Epoch 119, Loss: 2891.7087\n",
"Epoch 120, Loss: 1088.0898\n",
"Epoch 121, Loss: 1112.1117\n",
"Epoch 122, Loss: 7534.7314\n",
"Epoch 123, Loss: 3002.5488\n",
"Epoch 124, Loss: 3570.1584\n",
"Epoch 125, Loss: 927.1522\n",
"Epoch 126, Loss: 1522.5054\n",
"Epoch 127, Loss: 1215.1951\n",
"Epoch 128, Loss: 2627.4424\n",
"Epoch 129, Loss: 1866.1439\n",
"Epoch 130, Loss: 969.5497\n",
"Epoch 131, Loss: 163.0878\n",
"Epoch 132, Loss: 3733.6868\n",
"Epoch 133, Loss: 2157.5862\n",
"Epoch 134, Loss: 1528.1859\n",
"Epoch 135, Loss: 1305.1832\n",
"Epoch 136, Loss: 2016.5680\n",
"Epoch 137, Loss: 1409.0826\n",
"Epoch 138, Loss: 2820.2808\n",
"Epoch 139, Loss: 1247.7290\n",
"Epoch 140, Loss: 982.9065\n",
"Epoch 141, Loss: 3150.9302\n",
"Epoch 142, Loss: 713.6082\n",
"Epoch 143, Loss: 276.8163\n",
"Epoch 144, Loss: 1419.0328\n",
"Epoch 145, Loss: 3630.5366\n",
"Epoch 146, Loss: 1492.9678\n",
"Epoch 147, Loss: 880.3124\n",
"Epoch 148, Loss: 3860.3606\n",
"Epoch 149, Loss: 1585.2915\n",
"Epoch 150, Loss: 1555.3490\n",
"Epoch 151, Loss: 3234.1201\n",
"Epoch 152, Loss: 723.4535\n",
"Epoch 153, Loss: 2082.7725\n",
"Epoch 154, Loss: 1449.2579\n",
"Epoch 155, Loss: 4245.2134\n",
"Epoch 156, Loss: 1276.6564\n",
"Epoch 157, Loss: 638.5604\n",
"Epoch 158, Loss: 1652.0873\n",
"Epoch 159, Loss: 1132.4354\n",
"Epoch 160, Loss: 2327.3718\n",
"Epoch 161, Loss: 1786.1434\n",
"Epoch 162, Loss: 1252.5739\n",
"Epoch 163, Loss: 6447.1021\n",
"Epoch 164, Loss: 771.5037\n",
"Epoch 165, Loss: 901.2908\n",
"Epoch 166, Loss: 1422.3287\n",
"Epoch 167, Loss: 3033.7627\n",
"Epoch 168, Loss: 629.3027\n",
"Epoch 169, Loss: 961.0661\n",
"Epoch 170, Loss: 7010.0073\n",
"Epoch 171, Loss: 1141.4502\n",
"Epoch 172, Loss: 1921.3542\n",
"Epoch 173, Loss: 2176.2639\n",
"Epoch 174, Loss: 325.1436\n",
"Epoch 175, Loss: 691.2080\n",
"Epoch 176, Loss: 2580.9502\n",
"Epoch 177, Loss: 421.1418\n",
"Epoch 178, Loss: 1793.6740\n",
"Epoch 179, Loss: 257.3591\n",
"Epoch 180, Loss: 2802.5913\n",
"Epoch 181, Loss: 1219.2509\n",
"Epoch 182, Loss: 2809.2195\n",
"Epoch 183, Loss: 2612.0542\n",
"Epoch 184, Loss: 1782.4380\n",
"Epoch 185, Loss: 2036.7255\n",
"Epoch 186, Loss: 2628.3110\n",
"Epoch 187, Loss: 10415.7500\n",
"Epoch 188, Loss: 805.0542\n",
"Epoch 189, Loss: 447.4643\n",
"Epoch 190, Loss: 594.2687\n",
"Epoch 191, Loss: 1111.2472\n",
"Epoch 192, Loss: 232.7758\n",
"Epoch 193, Loss: 6744.7417\n",
"Epoch 194, Loss: 2660.6475\n",
"Epoch 195, Loss: 277.1701\n",
"Epoch 196, Loss: 5355.0679\n",
"Epoch 197, Loss: 2031.4403\n",
"Epoch 198, Loss: 1055.1179\n",
"Epoch 199, Loss: 1185.3752\n",
"Epoch 200, Loss: 1051.6683\n",
"Epoch 201, Loss: 795.2256\n",
"Epoch 202, Loss: 5465.3955\n",
"Epoch 203, Loss: 1274.1174\n",
"Epoch 204, Loss: 1123.4518\n",
"Epoch 205, Loss: 3713.5996\n",
"Epoch 206, Loss: 2294.1497\n",
"Epoch 207, Loss: 2542.0503\n",
"Epoch 208, Loss: 2516.1008\n",
"Epoch 209, Loss: 1376.7894\n",
"Epoch 210, Loss: 1347.6208\n",
"Epoch 211, Loss: 2120.8850\n",
"Epoch 212, Loss: 1268.0800\n",
"Epoch 213, Loss: 911.7844\n",
"Epoch 214, Loss: 3626.3962\n",
"Epoch 215, Loss: 5100.7012\n",
"Epoch 216, Loss: 555.2333\n",
"Epoch 217, Loss: 585.7000\n",
"Epoch 218, Loss: 3011.0935\n",
"Epoch 219, Loss: 1866.6088\n",
"Epoch 220, Loss: 3609.9373\n",
"Epoch 221, Loss: 1988.7660\n",
"Epoch 222, Loss: 1254.9790\n",
"Epoch 223, Loss: 2809.1909\n",
"Epoch 224, Loss: 5067.9028\n",
"Epoch 225, Loss: 485.6798\n",
"Epoch 226, Loss: 392.4113\n",
"Epoch 227, Loss: 643.0541\n",
"Epoch 228, Loss: 1576.5913\n",
"Epoch 229, Loss: 1295.8887\n",
"Epoch 230, Loss: 1582.2186\n",
"Epoch 231, Loss: 1004.6452\n",
"Epoch 232, Loss: 2217.2686\n",
"Epoch 233, Loss: 582.8351\n",
"Epoch 234, Loss: 518.0818\n",
"Epoch 235, Loss: 1447.1118\n",
"Epoch 236, Loss: 251.2531\n",
"Epoch 237, Loss: 964.5842\n",
"Epoch 238, Loss: 960.3117\n",
"Epoch 239, Loss: 1168.8389\n",
"Epoch 240, Loss: 1440.1475\n",
"Epoch 241, Loss: 2119.5591\n",
"Epoch 242, Loss: 831.3048\n",
"Epoch 243, Loss: 3017.9797\n",
"Epoch 244, Loss: 385.5020\n",
"Epoch 245, Loss: 2490.6433\n",
"Epoch 246, Loss: 244.6769\n",
"Epoch 247, Loss: 234.8880\n",
"Epoch 248, Loss: 1793.8014\n",
"Epoch 249, Loss: 1951.8966\n",
"Epoch 250, Loss: 1557.9978\n",
"Epoch 251, Loss: 639.1581\n",
"Epoch 252, Loss: 745.3895\n",
"Epoch 253, Loss: 1919.7836\n",
"Epoch 254, Loss: 1039.8783\n",
"Epoch 255, Loss: 2791.9924\n",
"Epoch 256, Loss: 3031.9551\n",
"Epoch 257, Loss: 1141.2098\n",
"Epoch 258, Loss: 1106.7573\n",
"Epoch 259, Loss: 3534.8445\n",
"Epoch 260, Loss: 380.9898\n",
"Epoch 261, Loss: 904.9154\n",
"Epoch 262, Loss: 1369.1798\n",
"Epoch 263, Loss: 2590.5127\n",
"Epoch 264, Loss: 1136.4030\n",
"Epoch 265, Loss: 627.7391\n",
"Epoch 266, Loss: 1045.8312\n",
"Epoch 267, Loss: 3851.3450\n",
"Epoch 268, Loss: 772.4110\n",
"Epoch 269, Loss: 3293.2244\n",
"Epoch 270, Loss: 645.5958\n",
"Epoch 271, Loss: 1212.4972\n",
"Epoch 272, Loss: 2257.7483\n",
"Epoch 273, Loss: 1129.7218\n",
"Epoch 274, Loss: 902.6003\n",
"Epoch 275, Loss: 1942.7133\n",
"Epoch 276, Loss: 865.3514\n",
"Epoch 277, Loss: 3112.0881\n",
"Epoch 278, Loss: 1080.6639\n",
"Epoch 279, Loss: 2788.9102\n",
"Epoch 280, Loss: 1758.4042\n",
"Epoch 281, Loss: 2013.0469\n",
"Epoch 282, Loss: 3843.7910\n",
"Epoch 283, Loss: 709.7446\n",
"Epoch 284, Loss: 676.3411\n",
"Epoch 285, Loss: 1540.2195\n",
"Epoch 286, Loss: 1081.7028\n",
"Epoch 287, Loss: 580.3120\n",
"Epoch 288, Loss: 788.0052\n",
"Epoch 289, Loss: 1994.4092\n",
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"Epoch 631, Loss: 509.8356\n",
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"Epoch 702, Loss: 404.8281\n",
"Epoch 703, Loss: 878.7541\n",
"Epoch 704, Loss: 454.3167\n",
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"Epoch 707, Loss: 538.0060\n",
"Epoch 708, Loss: 116.9042\n",
"Epoch 709, Loss: 988.6655\n",
"Epoch 710, Loss: 663.8694\n",
"Epoch 711, Loss: 274.0633\n",
"Epoch 712, Loss: 1921.7660\n",
"Epoch 713, Loss: 1394.6919\n",
"Epoch 714, Loss: 630.9615\n",
"Epoch 715, Loss: 300.9059\n",
"Epoch 716, Loss: 487.8677\n",
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"Epoch 719, Loss: 323.4679\n",
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"Epoch 721, Loss: 319.0665\n",
"Epoch 722, Loss: 454.8932\n",
"Epoch 723, Loss: 952.8652\n",
"Epoch 724, Loss: 671.0410\n",
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"Epoch 726, Loss: 366.4183\n",
"Epoch 727, Loss: 1755.7917\n",
"Epoch 728, Loss: 1042.3398\n",
"Epoch 729, Loss: 1307.4178\n",
"Epoch 730, Loss: 2160.2456\n",
"Epoch 731, Loss: 338.5069\n",
"Epoch 732, Loss: 180.7849\n",
"Epoch 733, Loss: 219.8389\n",
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"Epoch 735, Loss: 1175.3647\n",
"Epoch 736, Loss: 779.1898\n",
"Epoch 737, Loss: 108.4838\n",
"Epoch 738, Loss: 595.9409\n",
"Epoch 739, Loss: 5658.5005\n",
"Epoch 740, Loss: 753.8179\n",
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"Epoch 754, Loss: 1596.5770\n",
"Epoch 755, Loss: 754.9079\n",
"Epoch 756, Loss: 1277.0239\n",
"Epoch 757, Loss: 756.8764\n",
"Epoch 758, Loss: 924.0226\n",
"Epoch 759, Loss: 100.4771\n",
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"Epoch 763, Loss: 550.0853\n",
"Epoch 764, Loss: 303.3115\n",
"Epoch 765, Loss: 77.4094\n",
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"Epoch 768, Loss: 219.3712\n",
"Epoch 769, Loss: 1868.8302\n",
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"Epoch 1000, Loss: 187.5100\n",
"Epoch 1001, Loss: 351.1236\n",
"Epoch 1002, Loss: 1083.8838\n",
"Epoch 1003, Loss: 127.7283\n",
"Epoch 1004, Loss: 66.9389\n",
"Epoch 1005, Loss: 647.0214\n",
"Epoch 1006, Loss: 497.1914\n",
"Epoch 1007, Loss: 504.6020\n",
"Epoch 1008, Loss: 602.9524\n",
"Epoch 1009, Loss: 115.6116\n",
"Epoch 1010, Loss: 446.4209\n",
"Epoch 1011, Loss: 633.8764\n",
"Epoch 1012, Loss: 260.6287\n",
"Epoch 1013, Loss: 341.2711\n",
"Epoch 1014, Loss: 608.6074\n",
"Epoch 1015, Loss: 380.2317\n",
"Epoch 1016, Loss: 453.8108\n",
"Epoch 1017, Loss: 420.8131\n",
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"Epoch 1019, Loss: 710.9069\n",
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"Epoch 1021, Loss: 361.9507\n",
"Epoch 1022, Loss: 1001.1722\n",
"Epoch 1023, Loss: 925.7096\n",
"Epoch 1024, Loss: 202.3379\n",
"Epoch 1025, Loss: 773.0854\n",
"Epoch 1026, Loss: 549.0417\n",
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"Epoch 1028, Loss: 316.0589\n",
"Epoch 1029, Loss: 458.6270\n",
"Epoch 1030, Loss: 546.6095\n",
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"Epoch 1034, Loss: 931.3990\n",
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"Epoch 1037, Loss: 331.4637\n",
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"Epoch 1039, Loss: 231.1735\n",
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"Epoch 1059, Loss: 1229.6146\n",
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"Epoch 1061, Loss: 215.0026\n",
"Epoch 1062, Loss: 489.5492\n",
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"Epoch 1064, Loss: 811.2407\n",
"Epoch 1065, Loss: 385.6675\n",
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"Epoch 1068, Loss: 337.4283\n",
"Epoch 1069, Loss: 703.1791\n",
"Epoch 1070, Loss: 108.8988\n",
"Epoch 1071, Loss: 517.9160\n",
"Epoch 1072, Loss: 1662.3677\n",
"Epoch 1073, Loss: 163.6674\n",
"Epoch 1074, Loss: 404.3083\n",
"Epoch 1075, Loss: 665.0001\n",
"Epoch 1076, Loss: 185.3283\n",
"Epoch 1077, Loss: 219.9212\n",
"Epoch 1078, Loss: 887.3781\n",
"Epoch 1079, Loss: 272.8691\n",
"Epoch 1080, Loss: 320.3328\n",
"Epoch 1081, Loss: 483.3585\n",
"Epoch 1082, Loss: 681.9675\n",
"Epoch 1083, Loss: 513.5696\n",
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"Epoch 1088, Loss: 590.4102\n",
"Epoch 1089, Loss: 603.8174\n",
"Epoch 1090, Loss: 381.3459\n",
"Epoch 1091, Loss: 763.4567\n",
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"Epoch 1093, Loss: 363.7985\n",
"Epoch 1094, Loss: 571.1497\n",
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"Epoch 1096, Loss: 757.2629\n",
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"Epoch 1099, Loss: 381.6269\n",
"Epoch 1100, Loss: 29.7564\n",
"Epoch 1101, Loss: 229.9200\n",
"Epoch 1102, Loss: 90.0109\n",
"Epoch 1103, Loss: 338.9480\n",
"Epoch 1104, Loss: 539.8345\n",
"Epoch 1105, Loss: 324.3519\n",
"Epoch 1106, Loss: 324.8102\n",
"Epoch 1107, Loss: 343.5050\n",
"Epoch 1108, Loss: 660.4239\n",
"Epoch 1109, Loss: 70.6837\n",
"Epoch 1110, Loss: 396.2258\n",
"Epoch 1111, Loss: 316.7308\n",
"Epoch 1112, Loss: 259.7449\n",
"Epoch 1113, Loss: 872.0406\n",
"Epoch 1114, Loss: 186.5045\n",
"Epoch 1115, Loss: 561.6879\n",
"Epoch 1116, Loss: 942.9731\n",
"Epoch 1117, Loss: 41.6182\n",
"Epoch 1118, Loss: 65.7216\n",
"Epoch 1119, Loss: 397.8298\n",
"Epoch 1120, Loss: 296.9597\n",
"Epoch 1121, Loss: 379.4033\n",
"Epoch 1122, Loss: 288.3310\n",
"Epoch 1123, Loss: 617.7851\n",
"Epoch 1124, Loss: 251.2402\n",
"Epoch 1125, Loss: 620.8853\n",
"Epoch 1126, Loss: 125.8413\n",
"Epoch 1127, Loss: 1052.7415\n",
"Epoch 1128, Loss: 509.7257\n",
"Epoch 1129, Loss: 798.2906\n",
"Epoch 1130, Loss: 523.2518\n",
"Epoch 1131, Loss: 112.7417\n",
"Epoch 1132, Loss: 412.9339\n",
"Epoch 1133, Loss: 437.5691\n",
"Epoch 1134, Loss: 481.7822\n",
"Epoch 1135, Loss: 195.7324\n",
"Epoch 1136, Loss: 82.9917\n",
"Epoch 1137, Loss: 129.8054\n",
"Epoch 1138, Loss: 45.7159\n",
"Epoch 1139, Loss: 209.4538\n",
"Epoch 1140, Loss: 205.3313\n",
"Epoch 1141, Loss: 981.5187\n",
"Epoch 1142, Loss: 127.5422\n",
"Epoch 1143, Loss: 181.8069\n",
"Epoch 1144, Loss: 593.9924\n",
"Epoch 1145, Loss: 1109.0371\n",
"Epoch 1146, Loss: 228.3420\n",
"Epoch 1147, Loss: 344.1360\n",
"Epoch 1148, Loss: 189.1474\n",
"Epoch 1149, Loss: 230.3236\n",
"Epoch 1150, Loss: 328.6197\n",
"Epoch 1151, Loss: 1126.0941\n",
"Epoch 1152, Loss: 671.8279\n",
"Epoch 1153, Loss: 78.2939\n",
"Epoch 1154, Loss: 225.2025\n",
"Epoch 1155, Loss: 607.4719\n",
"Epoch 1156, Loss: 288.9922\n",
"Epoch 1157, Loss: 138.9671\n",
"Epoch 1158, Loss: 364.9535\n",
"Epoch 1159, Loss: 9.2245\n",
"Epoch 1160, Loss: 214.7667\n",
"Epoch 1161, Loss: 472.6252\n",
"Epoch 1162, Loss: 69.2508\n",
"Epoch 1163, Loss: 297.9755\n",
"Epoch 1164, Loss: 154.6841\n",
"Epoch 1165, Loss: 800.4729\n",
"Epoch 1166, Loss: 328.3530\n",
"Epoch 1167, Loss: 181.1457\n",
"Epoch 1168, Loss: 321.2102\n",
"Epoch 1169, Loss: 92.9268\n",
"Epoch 1170, Loss: 370.2274\n",
"Epoch 1171, Loss: 452.1118\n",
"Epoch 1172, Loss: 204.2599\n",
"Epoch 1173, Loss: 299.3385\n",
"Epoch 1174, Loss: 561.4501\n",
"Epoch 1175, Loss: 590.7373\n",
"Epoch 1176, Loss: 287.5309\n",
"Epoch 1177, Loss: 1094.4479\n",
"Epoch 1178, Loss: 131.2805\n",
"Epoch 1179, Loss: 439.7624\n",
"Epoch 1180, Loss: 687.4627\n",
"Epoch 1181, Loss: 393.1036\n",
"Epoch 1182, Loss: 108.3803\n",
"Epoch 1183, Loss: 142.6943\n",
"Epoch 1184, Loss: 934.6551\n",
"Epoch 1185, Loss: 1035.8011\n",
"Epoch 1186, Loss: 757.4775\n",
"Epoch 1187, Loss: 191.0350\n",
"Epoch 1188, Loss: 159.5384\n",
"Epoch 1189, Loss: 306.1284\n",
"Epoch 1190, Loss: 280.4546\n",
"Epoch 1191, Loss: 368.1485\n",
"Epoch 1192, Loss: 774.5721\n",
"Epoch 1193, Loss: 173.8991\n",
"Epoch 1194, Loss: 528.3032\n",
"Epoch 1195, Loss: 395.3369\n",
"Epoch 1196, Loss: 405.7722\n",
"Epoch 1197, Loss: 166.8438\n",
"Epoch 1198, Loss: 147.0679\n",
"Epoch 1199, Loss: 464.5300\n",
"Epoch 1200, Loss: 144.0591\n",
"Epoch 1201, Loss: 303.1647\n",
"Epoch 1202, Loss: 136.4523\n",
"Epoch 1203, Loss: 277.6274\n",
"Epoch 1204, Loss: 179.4991\n",
"Epoch 1205, Loss: 381.6564\n",
"Epoch 1206, Loss: 506.7747\n",
"Epoch 1207, Loss: 462.9398\n",
"Epoch 1208, Loss: 354.2491\n",
"Epoch 1209, Loss: 291.6418\n",
"Epoch 1210, Loss: 320.5134\n",
"Epoch 1211, Loss: 147.8031\n",
"Epoch 1212, Loss: 283.6497\n",
"Epoch 1213, Loss: 292.8434\n",
"Epoch 1214, Loss: 211.4640\n",
"Epoch 1215, Loss: 351.2212\n",
"Epoch 1216, Loss: 1839.7814\n",
"Epoch 1217, Loss: 360.6001\n",
"Epoch 1218, Loss: 464.2416\n",
"Epoch 1219, Loss: 433.0669\n",
"Epoch 1220, Loss: 1138.9752\n",
"Epoch 1221, Loss: 356.3825\n",
"Epoch 1222, Loss: 107.2795\n",
"Epoch 1223, Loss: 458.1547\n",
"Epoch 1224, Loss: 372.1210\n",
"Epoch 1225, Loss: 244.4878\n",
"Epoch 1226, Loss: 158.4407\n",
"Epoch 1227, Loss: 316.5091\n",
"Epoch 1228, Loss: 84.9011\n",
"Epoch 1229, Loss: 600.2840\n",
"Epoch 1230, Loss: 422.0988\n",
"Epoch 1231, Loss: 675.8751\n",
"Epoch 1232, Loss: 476.3856\n",
"Epoch 1233, Loss: 283.9202\n",
"Epoch 1234, Loss: 93.7224\n",
"Epoch 1235, Loss: 502.4752\n",
"Epoch 1236, Loss: 972.1859\n",
"Epoch 1237, Loss: 276.7079\n",
"Epoch 1238, Loss: 506.2499\n",
"Epoch 1239, Loss: 254.0261\n",
"Epoch 1240, Loss: 194.9950\n",
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"Epoch 1242, Loss: 372.7767\n",
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"Epoch 1322, Loss: 224.3605\n",
"Epoch 1323, Loss: 745.1542\n",
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"Epoch 1325, Loss: 431.9916\n",
"Epoch 1326, Loss: 292.1120\n",
"Epoch 1327, Loss: 820.5598\n",
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"Epoch 1329, Loss: 1423.3406\n",
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"Epoch 1332, Loss: 73.9088\n",
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"Epoch 1334, Loss: 666.9024\n",
"Epoch 1335, Loss: 102.6068\n",
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"Epoch 1342, Loss: 252.0018\n",
"Epoch 1343, Loss: 297.7660\n",
"Epoch 1344, Loss: 617.6217\n",
"Epoch 1345, Loss: 1105.9695\n",
"Epoch 1346, Loss: 296.9283\n",
"Epoch 1347, Loss: 39.1933\n",
"Epoch 1348, Loss: 81.3231\n",
"Epoch 1349, Loss: 205.9160\n",
"Epoch 1350, Loss: 239.8441\n",
"Epoch 1351, Loss: 407.8216\n",
"Epoch 1352, Loss: 681.3435\n",
"Epoch 1353, Loss: 190.4885\n",
"Epoch 1354, Loss: 161.0174\n",
"Epoch 1355, Loss: 302.7546\n",
"Epoch 1356, Loss: 429.0058\n",
"Epoch 1357, Loss: 245.8995\n",
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"Epoch 1359, Loss: 124.6106\n",
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"Epoch 1362, Loss: 280.7303\n",
"Epoch 1363, Loss: 424.5246\n",
"Epoch 1364, Loss: 558.8315\n",
"Epoch 1365, Loss: 410.9055\n",
"Epoch 1366, Loss: 261.9138\n",
"Epoch 1367, Loss: 406.6310\n",
"Epoch 1368, Loss: 363.1840\n",
"Epoch 1369, Loss: 426.2654\n",
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"Epoch 1371, Loss: 218.8844\n",
"Epoch 1372, Loss: 301.6248\n",
"Epoch 1373, Loss: 313.7770\n",
"Epoch 1374, Loss: 128.8913\n",
"Epoch 1375, Loss: 100.1281\n",
"Epoch 1376, Loss: 165.7892\n",
"Epoch 1377, Loss: 415.8269\n",
"Epoch 1378, Loss: 577.5873\n",
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"Epoch 1382, Loss: 237.0028\n",
"Epoch 1383, Loss: 235.0154\n",
"Epoch 1384, Loss: 175.5704\n",
"Epoch 1385, Loss: 446.1311\n",
"Epoch 1386, Loss: 329.2268\n",
"Epoch 1387, Loss: 508.1105\n",
"Epoch 1388, Loss: 80.2645\n",
"Epoch 1389, Loss: 79.9528\n",
"Epoch 1390, Loss: 764.3403\n",
"Epoch 1391, Loss: 594.6210\n",
"Epoch 1392, Loss: 338.3734\n",
"Epoch 1393, Loss: 174.0325\n",
"Epoch 1394, Loss: 203.2732\n",
"Epoch 1395, Loss: 241.8813\n",
"Epoch 1396, Loss: 181.0474\n",
"Epoch 1397, Loss: 123.1430\n",
"Epoch 1398, Loss: 250.2528\n",
"Epoch 1399, Loss: 86.8124\n",
"Epoch 1400, Loss: 460.9990\n",
"Epoch 1401, Loss: 194.2314\n",
"Epoch 1402, Loss: 58.0636\n",
"Epoch 1403, Loss: 208.2616\n",
"Epoch 1404, Loss: 177.3933\n",
"Epoch 1405, Loss: 377.8013\n",
"Epoch 1406, Loss: 189.8808\n",
"Epoch 1407, Loss: 164.3905\n",
"Epoch 1408, Loss: 98.4363\n",
"Epoch 1409, Loss: 404.7898\n",
"Epoch 1410, Loss: 1149.2303\n",
"Epoch 1411, Loss: 263.5601\n",
"Epoch 1412, Loss: 89.6363\n",
"Epoch 1413, Loss: 260.9057\n",
"Epoch 1414, Loss: 910.0593\n",
"Epoch 1415, Loss: 376.1578\n",
"Epoch 1416, Loss: 225.2070\n",
"Epoch 1417, Loss: 103.7360\n",
"Epoch 1418, Loss: 609.4330\n",
"Epoch 1419, Loss: 517.4266\n",
"Epoch 1420, Loss: 503.0048\n",
"Epoch 1421, Loss: 240.7501\n",
"Epoch 1422, Loss: 97.5735\n",
"Epoch 1423, Loss: 150.6331\n",
"Epoch 1424, Loss: 525.3194\n",
"Epoch 1425, Loss: 449.4761\n",
"Epoch 1426, Loss: 339.5759\n",
"Epoch 1427, Loss: 118.1136\n",
"Epoch 1428, Loss: 239.6936\n",
"Epoch 1429, Loss: 173.7991\n",
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"Epoch 1431, Loss: 114.8983\n",
"Epoch 1432, Loss: 359.4143\n",
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"Epoch 1436, Loss: 137.8893\n",
"Epoch 1437, Loss: 186.1017\n",
"Epoch 1438, Loss: 233.2833\n",
"Epoch 1439, Loss: 613.5546\n",
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"Epoch 1442, Loss: 81.6549\n",
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"Epoch 1444, Loss: 348.7500\n",
"Epoch 1445, Loss: 339.7820\n",
"Epoch 1446, Loss: 261.1794\n",
"Epoch 1447, Loss: 328.8700\n",
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"Epoch 1452, Loss: 188.6080\n",
"Epoch 1453, Loss: 284.0772\n",
"Epoch 1454, Loss: 182.1335\n",
"Epoch 1455, Loss: 447.0293\n",
"Epoch 1456, Loss: 280.0061\n",
"Epoch 1457, Loss: 359.1947\n",
"Epoch 1458, Loss: 659.2186\n",
"Epoch 1459, Loss: 199.0530\n",
"Epoch 1460, Loss: 173.2202\n",
"Epoch 1461, Loss: 201.0389\n",
"Epoch 1462, Loss: 46.7176\n",
"Epoch 1463, Loss: 237.2442\n",
"Epoch 1464, Loss: 416.5786\n",
"Epoch 1465, Loss: 259.6979\n",
"Epoch 1466, Loss: 440.9731\n",
"Epoch 1467, Loss: 107.7162\n",
"Epoch 1468, Loss: 112.0004\n",
"Epoch 1469, Loss: 257.3981\n",
"Epoch 1470, Loss: 722.8211\n",
"Epoch 1471, Loss: 59.8611\n",
"Epoch 1472, Loss: 234.0259\n",
"Epoch 1473, Loss: 224.6462\n",
"Epoch 1474, Loss: 108.4407\n",
"Epoch 1475, Loss: 270.2784\n",
"Epoch 1476, Loss: 179.6061\n",
"Epoch 1477, Loss: 207.2149\n",
"Epoch 1478, Loss: 481.2372\n",
"Epoch 1479, Loss: 693.3406\n",
"Epoch 1480, Loss: 703.4609\n",
"Epoch 1481, Loss: 189.8548\n",
"Epoch 1482, Loss: 288.9057\n",
"Epoch 1483, Loss: 324.6367\n",
"Epoch 1484, Loss: 309.1154\n",
"Epoch 1485, Loss: 275.6269\n",
"Epoch 1486, Loss: 358.9643\n",
"Epoch 1487, Loss: 77.0515\n",
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"Epoch 1489, Loss: 30.5819\n",
"Epoch 1490, Loss: 353.4170\n",
"Epoch 1491, Loss: 377.5136\n",
"Epoch 1492, Loss: 330.6639\n",
"Epoch 1493, Loss: 254.1741\n",
"Epoch 1494, Loss: 48.3876\n",
"Epoch 1495, Loss: 370.9831\n",
"Epoch 1496, Loss: 361.9755\n",
"Epoch 1497, Loss: 418.5770\n",
"Epoch 1498, Loss: 372.9743\n",
"Epoch 1499, Loss: 138.2814\n",
"Epoch 1500, Loss: 376.1582\n",
"Epoch 1501, Loss: 156.1612\n",
"Epoch 1502, Loss: 196.5121\n",
"Epoch 1503, Loss: 194.2761\n",
"Epoch 1504, Loss: 318.4999\n",
"Epoch 1505, Loss: 51.3951\n",
"Epoch 1506, Loss: 145.0992\n",
"Epoch 1507, Loss: 92.4579\n",
"Epoch 1508, Loss: 344.5081\n",
"Epoch 1509, Loss: 131.2572\n",
"Epoch 1510, Loss: 88.1542\n",
"Epoch 1511, Loss: 208.8194\n",
"Epoch 1512, Loss: 433.9957\n",
"Epoch 1513, Loss: 87.5816\n",
"Epoch 1514, Loss: 337.8765\n",
"Epoch 1515, Loss: 267.6555\n",
"Epoch 1516, Loss: 431.9223\n",
"Epoch 1517, Loss: 58.8497\n",
"Epoch 1518, Loss: 371.9623\n",
"Epoch 1519, Loss: 46.9247\n",
"Epoch 1520, Loss: 162.5098\n",
"Epoch 1521, Loss: 94.4446\n",
"Epoch 1522, Loss: 693.1831\n",
"Epoch 1523, Loss: 342.7440\n",
"Epoch 1524, Loss: 411.1078\n",
"Epoch 1525, Loss: 335.3713\n",
"Epoch 1526, Loss: 286.2101\n",
"Epoch 1527, Loss: 127.1827\n",
"Epoch 1528, Loss: 525.9929\n",
"Epoch 1529, Loss: 212.3918\n",
"Epoch 1530, Loss: 363.2509\n",
"Epoch 1531, Loss: 223.3474\n",
"Epoch 1532, Loss: 251.0382\n",
"Epoch 1533, Loss: 86.6868\n",
"Epoch 1534, Loss: 132.5467\n",
"Epoch 1535, Loss: 176.9929\n",
"Epoch 1536, Loss: 42.4425\n",
"Epoch 1537, Loss: 332.3683\n",
"Epoch 1538, Loss: 297.6720\n",
"Epoch 1539, Loss: 39.6608\n",
"Epoch 1540, Loss: 337.9194\n",
"Epoch 1541, Loss: 217.0459\n",
"Epoch 1542, Loss: 242.8584\n",
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"Epoch 1544, Loss: 218.6285\n",
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"Epoch 1546, Loss: 188.3104\n",
"Epoch 1547, Loss: 220.5438\n",
"Epoch 1548, Loss: 197.2562\n",
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"Epoch 1550, Loss: 336.2036\n",
"Epoch 1551, Loss: 190.9426\n",
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"Epoch 1554, Loss: 184.2977\n",
"Epoch 1555, Loss: 466.2842\n",
"Epoch 1556, Loss: 105.5339\n",
"Epoch 1557, Loss: 86.1677\n",
"Epoch 1558, Loss: 198.8975\n",
"Epoch 1559, Loss: 218.8019\n",
"Epoch 1560, Loss: 116.7674\n",
"Epoch 1561, Loss: 213.7474\n",
"Epoch 1562, Loss: 79.7363\n",
"Epoch 1563, Loss: 87.6803\n",
"Epoch 1564, Loss: 286.3978\n",
"Epoch 1565, Loss: 371.5831\n",
"Epoch 1566, Loss: 131.6182\n",
"Epoch 1567, Loss: 1010.6802\n",
"Epoch 1568, Loss: 422.0275\n",
"Epoch 1569, Loss: 211.4954\n",
"Epoch 1570, Loss: 932.9268\n",
"Epoch 1571, Loss: 241.9690\n",
"Epoch 1572, Loss: 57.9017\n",
"Epoch 1573, Loss: 409.9336\n",
"Epoch 1574, Loss: 138.6215\n",
"Epoch 1575, Loss: 416.5395\n",
"Epoch 1576, Loss: 524.6101\n",
"Epoch 1577, Loss: 74.6881\n",
"Epoch 1578, Loss: 217.4025\n",
"Epoch 1579, Loss: 158.9691\n",
"Epoch 1580, Loss: 48.1879\n",
"Epoch 1581, Loss: 171.5931\n",
"Epoch 1582, Loss: 242.1978\n",
"Epoch 1583, Loss: 52.1647\n",
"Epoch 1584, Loss: 52.0437\n",
"Epoch 1585, Loss: 222.3490\n",
"Epoch 1586, Loss: 329.9065\n",
"Epoch 1587, Loss: 367.9641\n",
"Epoch 1588, Loss: 382.9612\n",
"Epoch 1589, Loss: 301.2157\n",
"Epoch 1590, Loss: 290.3022\n",
"Epoch 1591, Loss: 47.8936\n",
"Epoch 1592, Loss: 125.8052\n",
"Epoch 1593, Loss: 117.2383\n",
"Epoch 1594, Loss: 73.2439\n",
"Epoch 1595, Loss: 367.6852\n",
"Epoch 1596, Loss: 249.6452\n",
"Epoch 1597, Loss: 54.4108\n",
"Epoch 1598, Loss: 205.8534\n",
"Epoch 1599, Loss: 193.6257\n",
"Epoch 1600, Loss: 570.7831\n",
"Epoch 1601, Loss: 486.9536\n",
"Epoch 1602, Loss: 165.5219\n",
"Epoch 1603, Loss: 38.3675\n",
"Epoch 1604, Loss: 243.3863\n",
"Epoch 1605, Loss: 91.7056\n",
"Epoch 1606, Loss: 135.6998\n",
"Epoch 1607, Loss: 333.5658\n",
"Epoch 1608, Loss: 247.4927\n",
"Epoch 1609, Loss: 328.8773\n",
"Epoch 1610, Loss: 181.0613\n",
"Epoch 1611, Loss: 51.2274\n",
"Epoch 1612, Loss: 163.4985\n",
"Epoch 1613, Loss: 512.3704\n",
"Epoch 1614, Loss: 234.7273\n",
"Epoch 1615, Loss: 285.0753\n",
"Epoch 1616, Loss: 184.8303\n",
"Epoch 1617, Loss: 75.2071\n",
"Epoch 1618, Loss: 45.1680\n",
"Epoch 1619, Loss: 414.7882\n",
"Epoch 1620, Loss: 209.1175\n",
"Epoch 1621, Loss: 183.6526\n",
"Epoch 1622, Loss: 621.9910\n",
"Epoch 1623, Loss: 54.7249\n",
"Epoch 1624, Loss: 237.5855\n",
"Epoch 1625, Loss: 791.6957\n",
"Epoch 1626, Loss: 65.8850\n",
"Epoch 1627, Loss: 292.7980\n",
"Epoch 1628, Loss: 155.2701\n",
"Epoch 1629, Loss: 74.5651\n",
"Epoch 1630, Loss: 554.2452\n",
"Epoch 1631, Loss: 129.9927\n",
"Epoch 1632, Loss: 441.8799\n",
"Epoch 1633, Loss: 54.4707\n",
"Epoch 1634, Loss: 212.9428\n",
"Epoch 1635, Loss: 158.5735\n",
"Epoch 1636, Loss: 219.8748\n",
"Epoch 1637, Loss: 159.7199\n",
"Epoch 1638, Loss: 130.9899\n",
"Epoch 1639, Loss: 1006.4616\n",
"Epoch 1640, Loss: 110.7615\n",
"Epoch 1641, Loss: 974.4782\n",
"Epoch 1642, Loss: 162.3151\n",
"Epoch 1643, Loss: 258.3756\n",
"Epoch 1644, Loss: 367.2385\n",
"Epoch 1645, Loss: 191.3001\n",
"Epoch 1646, Loss: 234.5630\n",
"Epoch 1647, Loss: 262.6361\n",
"Epoch 1648, Loss: 109.5931\n",
"Epoch 1649, Loss: 404.1821\n",
"Epoch 1650, Loss: 285.5885\n",
"Epoch 1651, Loss: 205.4757\n",
"Epoch 1652, Loss: 187.9171\n",
"Epoch 1653, Loss: 90.9774\n",
"Epoch 1654, Loss: 74.7613\n",
"Epoch 1655, Loss: 120.8230\n",
"Epoch 1656, Loss: 106.8427\n",
"Epoch 1657, Loss: 206.7912\n",
"Epoch 1658, Loss: 279.0528\n",
"Epoch 1659, Loss: 224.4431\n",
"Epoch 1660, Loss: 106.7090\n",
"Epoch 1661, Loss: 439.6555\n",
"Epoch 1662, Loss: 178.6531\n",
"Epoch 1663, Loss: 479.4005\n",
"Epoch 1664, Loss: 52.7571\n",
"Epoch 1665, Loss: 163.9572\n",
"Epoch 1666, Loss: 230.4059\n",
"Epoch 1667, Loss: 104.5581\n",
"Epoch 1668, Loss: 185.8428\n",
"Epoch 1669, Loss: 111.4819\n",
"Epoch 1670, Loss: 136.3763\n",
"Epoch 1671, Loss: 83.5631\n",
"Epoch 1672, Loss: 107.2003\n",
"Epoch 1673, Loss: 148.7636\n",
"Epoch 1674, Loss: 122.2449\n",
"Epoch 1675, Loss: 180.8926\n",
"Epoch 1676, Loss: 66.2642\n",
"Epoch 1677, Loss: 155.9673\n",
"Epoch 1678, Loss: 271.0404\n",
"Epoch 1679, Loss: 308.3024\n",
"Epoch 1680, Loss: 134.0603\n",
"Epoch 1681, Loss: 131.4182\n",
"Epoch 1682, Loss: 363.2415\n",
"Epoch 1683, Loss: 450.6461\n",
"Epoch 1684, Loss: 182.2871\n",
"Epoch 1685, Loss: 104.5941\n",
"Epoch 1686, Loss: 11.4603\n",
"Epoch 1687, Loss: 211.6138\n",
"Epoch 1688, Loss: 535.5302\n",
"Epoch 1689, Loss: 727.3807\n",
"Epoch 1690, Loss: 177.4469\n",
"Epoch 1691, Loss: 145.6746\n",
"Epoch 1692, Loss: 134.2016\n",
"Epoch 1693, Loss: 98.4947\n",
"Epoch 1694, Loss: 263.8322\n",
"Epoch 1695, Loss: 352.6359\n",
"Epoch 1696, Loss: 949.2002\n",
"Epoch 1697, Loss: 256.9366\n",
"Epoch 1698, Loss: 72.2034\n",
"Epoch 1699, Loss: 270.9987\n",
"Epoch 1700, Loss: 301.5969\n",
"Epoch 1701, Loss: 84.9767\n",
"Epoch 1702, Loss: 82.0928\n",
"Epoch 1703, Loss: 292.2825\n",
"Epoch 1704, Loss: 30.5029\n",
"Epoch 1705, Loss: 572.8071\n",
"Epoch 1706, Loss: 724.5455\n",
"Epoch 1707, Loss: 153.8466\n",
"Epoch 1708, Loss: 280.7891\n",
"Epoch 1709, Loss: 236.0862\n",
"Epoch 1710, Loss: 50.0410\n",
"Epoch 1711, Loss: 169.7184\n",
"Epoch 1712, Loss: 129.9963\n",
"Epoch 1713, Loss: 105.4506\n",
"Epoch 1714, Loss: 581.7146\n",
"Epoch 1715, Loss: 133.9489\n",
"Epoch 1716, Loss: 167.2153\n",
"Epoch 1717, Loss: 180.2536\n",
"Epoch 1718, Loss: 39.2064\n",
"Epoch 1719, Loss: 64.3270\n",
"Epoch 1720, Loss: 117.2543\n",
"Epoch 1721, Loss: 166.4876\n",
"Epoch 1722, Loss: 89.0460\n",
"Epoch 1723, Loss: 225.8823\n",
"Epoch 1724, Loss: 280.1750\n",
"Epoch 1725, Loss: 403.6012\n",
"Epoch 1726, Loss: 69.6635\n",
"Epoch 1727, Loss: 88.5584\n",
"Epoch 1728, Loss: 94.1585\n",
"Epoch 1729, Loss: 133.4415\n",
"Epoch 1730, Loss: 188.3784\n",
"Epoch 1731, Loss: 549.4832\n",
"Epoch 1732, Loss: 165.3314\n",
"Epoch 1733, Loss: 48.3532\n",
"Epoch 1734, Loss: 216.9866\n",
"Epoch 1735, Loss: 160.2703\n",
"Epoch 1736, Loss: 101.5017\n",
"Epoch 1737, Loss: 133.7878\n",
"Epoch 1738, Loss: 190.9983\n",
"Epoch 1739, Loss: 348.6391\n",
"Epoch 1740, Loss: 655.7101\n",
"Epoch 1741, Loss: 108.1749\n",
"Epoch 1742, Loss: 125.5734\n",
"Epoch 1743, Loss: 122.1459\n",
"Epoch 1744, Loss: 503.0091\n",
"Epoch 1745, Loss: 60.7486\n",
"Epoch 1746, Loss: 145.3071\n",
"Epoch 1747, Loss: 116.6127\n",
"Epoch 1748, Loss: 111.7633\n",
"Epoch 1749, Loss: 323.7442\n",
"Epoch 1750, Loss: 631.1433\n",
"Epoch 1751, Loss: 147.8273\n",
"Epoch 1752, Loss: 338.8811\n",
"Epoch 1753, Loss: 162.4099\n",
"Epoch 1754, Loss: 50.9413\n",
"Epoch 1755, Loss: 109.2756\n",
"Epoch 1756, Loss: 167.5553\n",
"Epoch 1757, Loss: 199.2769\n",
"Epoch 1758, Loss: 81.0449\n",
"Epoch 1759, Loss: 107.0896\n",
"Epoch 1760, Loss: 56.5303\n",
"Epoch 1761, Loss: 349.2675\n",
"Epoch 1762, Loss: 84.2296\n",
"Epoch 1763, Loss: 97.7139\n",
"Epoch 1764, Loss: 309.4362\n",
"Epoch 1765, Loss: 128.1791\n",
"Epoch 1766, Loss: 132.7493\n",
"Epoch 1767, Loss: 42.0984\n",
"Epoch 1768, Loss: 89.7313\n",
"Epoch 1769, Loss: 274.6218\n",
"Epoch 1770, Loss: 35.4934\n",
"Epoch 1771, Loss: 168.1503\n",
"Epoch 1772, Loss: 300.5218\n",
"Epoch 1773, Loss: 317.9533\n",
"Epoch 1774, Loss: 116.6075\n",
"Epoch 1775, Loss: 53.3811\n",
"Epoch 1776, Loss: 71.6167\n",
"Epoch 1777, Loss: 103.8630\n",
"Epoch 1778, Loss: 304.8940\n",
"Epoch 1779, Loss: 93.2480\n",
"Epoch 1780, Loss: 132.7137\n",
"Epoch 1781, Loss: 215.7287\n",
"Epoch 1782, Loss: 333.8799\n",
"Epoch 1783, Loss: 70.5364\n",
"Epoch 1784, Loss: 236.8687\n",
"Epoch 1785, Loss: 62.8236\n",
"Epoch 1786, Loss: 158.4342\n",
"Epoch 1787, Loss: 380.3895\n",
"Epoch 1788, Loss: 119.1693\n",
"Epoch 1789, Loss: 74.1323\n",
"Epoch 1790, Loss: 73.4433\n",
"Epoch 1791, Loss: 775.5839\n",
"Epoch 1792, Loss: 128.0025\n",
"Epoch 1793, Loss: 42.6802\n",
"Epoch 1794, Loss: 375.7171\n",
"Epoch 1795, Loss: 55.1412\n",
"Epoch 1796, Loss: 197.9902\n",
"Epoch 1797, Loss: 83.0025\n",
"Epoch 1798, Loss: 166.8177\n",
"Epoch 1799, Loss: 183.7971\n",
"Epoch 1800, Loss: 55.7000\n",
"Epoch 1801, Loss: 350.1775\n",
"Epoch 1802, Loss: 248.9421\n",
"Epoch 1803, Loss: 606.0775\n",
"Epoch 1804, Loss: 251.3293\n",
"Epoch 1805, Loss: 263.8119\n",
"Epoch 1806, Loss: 124.1276\n",
"Epoch 1807, Loss: 392.9874\n",
"Epoch 1808, Loss: 529.2808\n",
"Epoch 1809, Loss: 91.5079\n",
"Epoch 1810, Loss: 611.1567\n",
"Epoch 1811, Loss: 238.2723\n",
"Epoch 1812, Loss: 368.3287\n",
"Epoch 1813, Loss: 92.9045\n",
"Epoch 1814, Loss: 275.5992\n",
"Epoch 1815, Loss: 214.4909\n",
"Epoch 1816, Loss: 217.6311\n",
"Epoch 1817, Loss: 109.3333\n",
"Epoch 1818, Loss: 184.9260\n",
"Epoch 1819, Loss: 284.8370\n",
"Epoch 1820, Loss: 36.5978\n",
"Epoch 1821, Loss: 272.8464\n",
"Epoch 1822, Loss: 182.9777\n",
"Epoch 1823, Loss: 205.6731\n",
"Epoch 1824, Loss: 176.4499\n",
"Epoch 1825, Loss: 195.7644\n",
"Epoch 1826, Loss: 142.9798\n",
"Epoch 1827, Loss: 98.1495\n",
"Epoch 1828, Loss: 126.6744\n",
"Epoch 1829, Loss: 230.5164\n",
"Epoch 1830, Loss: 87.6391\n",
"Epoch 1831, Loss: 333.1081\n",
"Epoch 1832, Loss: 148.9502\n",
"Epoch 1833, Loss: 341.3736\n",
"Epoch 1834, Loss: 142.7287\n",
"Epoch 1835, Loss: 75.7871\n",
"Epoch 1836, Loss: 116.2184\n",
"Epoch 1837, Loss: 128.2169\n",
"Epoch 1838, Loss: 91.2788\n",
"Epoch 1839, Loss: 73.6857\n",
"Epoch 1840, Loss: 185.7878\n",
"Epoch 1841, Loss: 221.7672\n",
"Epoch 1842, Loss: 352.0681\n",
"Epoch 1843, Loss: 111.7283\n",
"Epoch 1844, Loss: 423.4532\n",
"Epoch 1845, Loss: 219.3682\n",
"Epoch 1846, Loss: 20.7766\n",
"Epoch 1847, Loss: 215.5264\n",
"Epoch 1848, Loss: 62.3621\n",
"Epoch 1849, Loss: 119.6367\n",
"Epoch 1850, Loss: 129.3622\n",
"Epoch 1851, Loss: 202.5157\n",
"Epoch 1852, Loss: 144.8634\n",
"Epoch 1853, Loss: 122.5979\n",
"Epoch 1854, Loss: 207.5478\n",
"Epoch 1855, Loss: 76.0085\n",
"Epoch 1856, Loss: 336.4133\n",
"Epoch 1857, Loss: 195.1734\n",
"Epoch 1858, Loss: 215.3069\n",
"Epoch 1859, Loss: 101.3485\n",
"Epoch 1860, Loss: 83.4552\n",
"Epoch 1861, Loss: 177.4500\n",
"Epoch 1862, Loss: 146.7024\n",
"Epoch 1863, Loss: 324.6724\n",
"Epoch 1864, Loss: 80.5146\n",
"Epoch 1865, Loss: 100.7451\n",
"Epoch 1866, Loss: 198.8713\n",
"Epoch 1867, Loss: 88.7034\n",
"Epoch 1868, Loss: 96.9449\n",
"Epoch 1869, Loss: 133.7054\n",
"Epoch 1870, Loss: 69.3222\n",
"Epoch 1871, Loss: 347.4737\n",
"Epoch 1872, Loss: 353.5185\n",
"Epoch 1873, Loss: 291.0237\n",
"Epoch 1874, Loss: 151.7587\n",
"Epoch 1875, Loss: 112.2016\n",
"Epoch 1876, Loss: 222.1863\n",
"Epoch 1877, Loss: 160.7761\n",
"Epoch 1878, Loss: 177.9070\n",
"Epoch 1879, Loss: 123.2216\n",
"Epoch 1880, Loss: 111.3656\n",
"Epoch 1881, Loss: 199.5624\n",
"Epoch 1882, Loss: 426.5309\n",
"Epoch 1883, Loss: 215.6389\n",
"Epoch 1884, Loss: 159.1382\n",
"Epoch 1885, Loss: 58.3733\n",
"Epoch 1886, Loss: 60.7078\n",
"Epoch 1887, Loss: 57.0106\n",
"Epoch 1888, Loss: 133.9702\n",
"Epoch 1889, Loss: 271.8835\n",
"Epoch 1890, Loss: 166.7408\n",
"Epoch 1891, Loss: 123.8111\n",
"Epoch 1892, Loss: 539.6758\n",
"Epoch 1893, Loss: 85.4217\n",
"Epoch 1894, Loss: 143.1015\n",
"Epoch 1895, Loss: 184.1953\n",
"Epoch 1896, Loss: 58.0762\n",
"Epoch 1897, Loss: 136.0472\n",
"Epoch 1898, Loss: 243.6292\n",
"Epoch 1899, Loss: 109.8557\n",
"Epoch 1900, Loss: 139.8498\n",
"Epoch 1901, Loss: 297.2852\n",
"Epoch 1902, Loss: 236.6987\n",
"Epoch 1903, Loss: 142.9268\n",
"Epoch 1904, Loss: 107.8575\n",
"Epoch 1905, Loss: 199.2441\n",
"Epoch 1906, Loss: 159.8017\n",
"Epoch 1907, Loss: 29.1270\n",
"Epoch 1908, Loss: 129.2812\n",
"Epoch 1909, Loss: 208.3751\n",
"Epoch 1910, Loss: 277.9757\n",
"Epoch 1911, Loss: 233.6129\n",
"Epoch 1912, Loss: 30.2152\n",
"Epoch 1913, Loss: 105.0626\n",
"Epoch 1914, Loss: 346.0459\n",
"Epoch 1915, Loss: 215.9601\n",
"Epoch 1916, Loss: 379.7709\n",
"Epoch 1917, Loss: 101.6806\n",
"Epoch 1918, Loss: 112.5671\n",
"Epoch 1919, Loss: 133.0225\n",
"Epoch 1920, Loss: 89.3505\n",
"Epoch 1921, Loss: 137.2677\n",
"Epoch 1922, Loss: 485.2334\n",
"Epoch 1923, Loss: 99.1133\n",
"Epoch 1924, Loss: 225.8909\n",
"Epoch 1925, Loss: 191.2738\n",
"Epoch 1926, Loss: 27.2648\n",
"Epoch 1927, Loss: 158.0268\n",
"Epoch 1928, Loss: 201.6690\n",
"Epoch 1929, Loss: 174.4762\n",
"Epoch 1930, Loss: 74.8279\n",
"Epoch 1931, Loss: 313.1523\n",
"Epoch 1932, Loss: 82.0691\n",
"Epoch 1933, Loss: 83.6548\n",
"Epoch 1934, Loss: 56.5659\n",
"Epoch 1935, Loss: 188.7352\n",
"Epoch 1936, Loss: 244.7640\n",
"Epoch 1937, Loss: 141.8349\n",
"Epoch 1938, Loss: 172.3491\n",
"Epoch 1939, Loss: 121.6065\n",
"Epoch 1940, Loss: 156.8987\n",
"Epoch 1941, Loss: 260.5978\n",
"Epoch 1942, Loss: 265.0063\n",
"Epoch 1943, Loss: 214.9707\n",
"Epoch 1944, Loss: 211.0924\n",
"Epoch 1945, Loss: 148.5270\n",
"Epoch 1946, Loss: 147.8031\n",
"Epoch 1947, Loss: 114.0723\n",
"Epoch 1948, Loss: 199.8706\n",
"Epoch 1949, Loss: 509.5867\n",
"Epoch 1950, Loss: 102.8606\n",
"Epoch 1951, Loss: 169.9684\n",
"Epoch 1952, Loss: 554.7080\n",
"Epoch 1953, Loss: 93.8327\n",
"Epoch 1954, Loss: 209.4184\n",
"Epoch 1955, Loss: 344.6721\n",
"Epoch 1956, Loss: 236.2765\n",
"Epoch 1957, Loss: 76.1581\n",
"Epoch 1958, Loss: 103.5754\n",
"Epoch 1959, Loss: 182.2119\n",
"Epoch 1960, Loss: 92.7222\n",
"Epoch 1961, Loss: 73.5092\n",
"Epoch 1962, Loss: 100.7678\n",
"Epoch 1963, Loss: 238.6626\n",
"Epoch 1964, Loss: 89.5847\n",
"Epoch 1965, Loss: 196.9657\n",
"Epoch 1966, Loss: 53.3468\n",
"Epoch 1967, Loss: 70.7710\n",
"Epoch 1968, Loss: 118.3220\n",
"Epoch 1969, Loss: 51.6881\n",
"Epoch 1970, Loss: 122.8905\n",
"Epoch 1971, Loss: 171.7344\n",
"Epoch 1972, Loss: 376.3586\n",
"Epoch 1973, Loss: 220.1927\n",
"Epoch 1974, Loss: 306.4484\n",
"Epoch 1975, Loss: 241.8425\n",
"Epoch 1976, Loss: 227.4171\n",
"Epoch 1977, Loss: 295.2692\n",
"Epoch 1978, Loss: 162.7470\n",
"Epoch 1979, Loss: 84.4204\n",
"Epoch 1980, Loss: 214.5880\n",
"Epoch 1981, Loss: 30.5108\n",
"Epoch 1982, Loss: 46.4418\n",
"Epoch 1983, Loss: 104.5702\n",
"Epoch 1984, Loss: 74.0375\n",
"Epoch 1985, Loss: 34.4666\n",
"Epoch 1986, Loss: 188.8063\n",
"Epoch 1987, Loss: 53.1001\n",
"Epoch 1988, Loss: 395.3341\n",
"Epoch 1989, Loss: 119.8165\n",
"Epoch 1990, Loss: 106.2337\n",
"Epoch 1991, Loss: 186.3287\n",
"Epoch 1992, Loss: 114.3908\n",
"Epoch 1993, Loss: 86.4998\n",
"Epoch 1994, Loss: 275.0444\n",
"Epoch 1995, Loss: 159.8113\n",
"Epoch 1996, Loss: 71.3116\n",
"Epoch 1997, Loss: 110.9810\n",
"Epoch 1998, Loss: 282.4467\n",
"Epoch 1999, Loss: 102.2172\n",
"Epoch 2000, Loss: 22.6698\n",
"Epoch 2001, Loss: 63.6422\n",
"Epoch 2002, Loss: 249.0718\n",
"Epoch 2003, Loss: 162.2435\n",
"Epoch 2004, Loss: 51.1692\n",
"Epoch 2005, Loss: 129.6174\n",
"Epoch 2006, Loss: 199.9049\n",
"Epoch 2007, Loss: 205.0516\n",
"Epoch 2008, Loss: 269.4454\n",
"Epoch 2009, Loss: 177.7111\n",
"Epoch 2010, Loss: 117.8023\n",
"Epoch 2011, Loss: 142.0890\n",
"Epoch 2012, Loss: 155.9107\n",
"Epoch 2013, Loss: 166.2076\n",
"Epoch 2014, Loss: 246.8835\n",
"Epoch 2015, Loss: 169.4090\n",
"Epoch 2016, Loss: 112.4892\n",
"Epoch 2017, Loss: 77.2615\n",
"Epoch 2018, Loss: 62.7581\n",
"Epoch 2019, Loss: 71.2095\n",
"Epoch 2020, Loss: 172.8178\n",
"Epoch 2021, Loss: 51.3678\n",
"Epoch 2022, Loss: 286.6367\n",
"Epoch 2023, Loss: 100.1520\n",
"Epoch 2024, Loss: 77.7425\n",
"Epoch 2025, Loss: 241.5360\n",
"Epoch 2026, Loss: 90.4305\n",
"Epoch 2027, Loss: 168.5150\n",
"Epoch 2028, Loss: 229.4945\n",
"Epoch 2029, Loss: 79.2027\n",
"Epoch 2030, Loss: 166.7190\n",
"Epoch 2031, Loss: 59.9768\n",
"Epoch 2032, Loss: 94.1991\n",
"Epoch 2033, Loss: 97.1020\n",
"Epoch 2034, Loss: 117.7468\n",
"Epoch 2035, Loss: 184.3208\n",
"Epoch 2036, Loss: 99.1055\n",
"Epoch 2037, Loss: 204.2211\n",
"Epoch 2038, Loss: 91.8074\n",
"Epoch 2039, Loss: 107.6834\n",
"Epoch 2040, Loss: 33.6177\n",
"Epoch 2041, Loss: 74.9735\n",
"Epoch 2042, Loss: 120.4680\n",
"Epoch 2043, Loss: 105.6311\n",
"Epoch 2044, Loss: 231.7748\n",
"Epoch 2045, Loss: 160.4143\n",
"Epoch 2046, Loss: 193.5675\n",
"Epoch 2047, Loss: 224.9942\n",
"Epoch 2048, Loss: 271.7117\n",
"Epoch 2049, Loss: 321.2005\n",
"Epoch 2050, Loss: 156.6168\n",
"Epoch 2051, Loss: 51.9245\n",
"Epoch 2052, Loss: 292.3018\n",
"Epoch 2053, Loss: 186.4123\n",
"Epoch 2054, Loss: 21.8296\n",
"Epoch 2055, Loss: 288.4986\n",
"Epoch 2056, Loss: 64.8592\n",
"Epoch 2057, Loss: 112.9306\n",
"Epoch 2058, Loss: 42.0268\n",
"Epoch 2059, Loss: 265.2095\n",
"Epoch 2060, Loss: 204.2948\n",
"Epoch 2061, Loss: 126.4582\n",
"Epoch 2062, Loss: 285.0323\n",
"Epoch 2063, Loss: 38.2347\n",
"Epoch 2064, Loss: 178.0812\n",
"Epoch 2065, Loss: 137.0296\n",
"Epoch 2066, Loss: 110.3748\n",
"Epoch 2067, Loss: 280.1507\n",
"Epoch 2068, Loss: 64.4995\n",
"Epoch 2069, Loss: 156.0833\n",
"Epoch 2070, Loss: 121.2715\n",
"Epoch 2071, Loss: 171.4851\n",
"Epoch 2072, Loss: 126.4677\n",
"Epoch 2073, Loss: 117.4888\n",
"Epoch 2074, Loss: 207.8754\n",
"Epoch 2075, Loss: 180.9720\n",
"Epoch 2076, Loss: 165.4499\n",
"Epoch 2077, Loss: 239.0495\n",
"Epoch 2078, Loss: 327.8894\n",
"Epoch 2079, Loss: 178.6120\n",
"Epoch 2080, Loss: 19.3066\n",
"Epoch 2081, Loss: 166.8642\n",
"Epoch 2082, Loss: 301.4556\n",
"Epoch 2083, Loss: 230.9378\n",
"Epoch 2084, Loss: 150.6489\n",
"Epoch 2085, Loss: 427.5197\n",
"Epoch 2086, Loss: 48.0400\n",
"Epoch 2087, Loss: 56.2390\n",
"Epoch 2088, Loss: 72.8379\n",
"Epoch 2089, Loss: 24.8222\n",
"Epoch 2090, Loss: 57.6138\n",
"Epoch 2091, Loss: 101.6686\n",
"Epoch 2092, Loss: 147.2110\n",
"Epoch 2093, Loss: 68.9065\n",
"Epoch 2094, Loss: 190.0138\n",
"Epoch 2095, Loss: 199.0900\n",
"Epoch 2096, Loss: 90.0813\n",
"Epoch 2097, Loss: 103.8357\n",
"Epoch 2098, Loss: 263.6807\n",
"Epoch 2099, Loss: 234.1132\n",
"Epoch 2100, Loss: 170.4788\n",
"Epoch 2101, Loss: 177.2748\n",
"Epoch 2102, Loss: 287.3893\n",
"Epoch 2103, Loss: 222.1882\n",
"Epoch 2104, Loss: 110.5719\n",
"Epoch 2105, Loss: 39.7815\n",
"Epoch 2106, Loss: 312.0815\n",
"Epoch 2107, Loss: 251.2602\n",
"Epoch 2108, Loss: 225.0413\n",
"Epoch 2109, Loss: 151.4230\n",
"Epoch 2110, Loss: 46.9209\n",
"Epoch 2111, Loss: 116.9257\n",
"Epoch 2112, Loss: 156.4256\n",
"Epoch 2113, Loss: 129.9960\n",
"Epoch 2114, Loss: 93.8599\n",
"Epoch 2115, Loss: 24.4104\n",
"Epoch 2116, Loss: 82.4785\n",
"Epoch 2117, Loss: 60.5173\n",
"Epoch 2118, Loss: 75.9987\n",
"Epoch 2119, Loss: 145.5517\n",
"Epoch 2120, Loss: 83.8817\n",
"Epoch 2121, Loss: 111.6856\n",
"Epoch 2122, Loss: 164.1469\n",
"Epoch 2123, Loss: 19.3971\n",
"Epoch 2124, Loss: 172.4733\n",
"Epoch 2125, Loss: 136.7333\n",
"Epoch 2126, Loss: 259.2386\n",
"Epoch 2127, Loss: 225.8709\n",
"Epoch 2128, Loss: 110.6333\n",
"Epoch 2129, Loss: 100.2971\n",
"Epoch 2130, Loss: 336.4017\n",
"Epoch 2131, Loss: 41.9696\n",
"Epoch 2132, Loss: 218.7842\n",
"Epoch 2133, Loss: 141.0508\n",
"Epoch 2134, Loss: 122.4933\n",
"Epoch 2135, Loss: 276.1575\n",
"Epoch 2136, Loss: 132.2836\n",
"Epoch 2137, Loss: 53.5868\n",
"Epoch 2138, Loss: 81.8651\n",
"Epoch 2139, Loss: 340.9689\n",
"Epoch 2140, Loss: 189.3055\n",
"Epoch 2141, Loss: 93.9822\n",
"Epoch 2142, Loss: 37.7530\n",
"Epoch 2143, Loss: 115.5026\n",
"Epoch 2144, Loss: 35.8811\n",
"Epoch 2145, Loss: 325.3572\n",
"Epoch 2146, Loss: 111.5741\n",
"Epoch 2147, Loss: 32.9888\n",
"Epoch 2148, Loss: 90.2323\n",
"Epoch 2149, Loss: 288.2654\n",
"Epoch 2150, Loss: 65.6588\n",
"Epoch 2151, Loss: 163.3340\n",
"Epoch 2152, Loss: 44.0099\n",
"Epoch 2153, Loss: 28.0418\n",
"Epoch 2154, Loss: 108.7234\n",
"Epoch 2155, Loss: 82.2765\n",
"Epoch 2156, Loss: 111.3469\n",
"Epoch 2157, Loss: 100.4647\n",
"Epoch 2158, Loss: 213.2441\n",
"Epoch 2159, Loss: 25.0449\n",
"Epoch 2160, Loss: 62.3218\n",
"Epoch 2161, Loss: 77.9796\n",
"Epoch 2162, Loss: 290.9093\n",
"Epoch 2163, Loss: 98.1385\n",
"Epoch 2164, Loss: 114.7348\n",
"Epoch 2165, Loss: 153.3790\n",
"Epoch 2166, Loss: 123.0022\n",
"Epoch 2167, Loss: 214.5771\n",
"Epoch 2168, Loss: 205.1820\n",
"Epoch 2169, Loss: 575.5898\n",
"Epoch 2170, Loss: 98.8939\n",
"Epoch 2171, Loss: 135.9416\n",
"Epoch 2172, Loss: 17.6039\n",
"Epoch 2173, Loss: 135.2150\n",
"Epoch 2174, Loss: 43.2143\n",
"Epoch 2175, Loss: 126.6219\n",
"Epoch 2176, Loss: 156.1167\n",
"Epoch 2177, Loss: 95.3310\n",
"Epoch 2178, Loss: 97.4725\n",
"Epoch 2179, Loss: 115.9157\n",
"Epoch 2180, Loss: 112.3450\n",
"Epoch 2181, Loss: 134.2222\n",
"Epoch 2182, Loss: 68.2886\n",
"Epoch 2183, Loss: 59.7943\n",
"Epoch 2184, Loss: 97.6984\n",
"Epoch 2185, Loss: 85.7879\n",
"Epoch 2186, Loss: 164.8868\n",
"Epoch 2187, Loss: 113.3696\n",
"Epoch 2188, Loss: 103.7390\n",
"Epoch 2189, Loss: 50.2649\n",
"Epoch 2190, Loss: 128.2066\n",
"Epoch 2191, Loss: 99.0927\n",
"Epoch 2192, Loss: 129.2569\n",
"Epoch 2193, Loss: 106.9940\n",
"Epoch 2194, Loss: 201.7369\n",
"Epoch 2195, Loss: 106.7378\n",
"Epoch 2196, Loss: 197.0952\n",
"Epoch 2197, Loss: 160.5551\n",
"Epoch 2198, Loss: 206.7375\n",
"Epoch 2199, Loss: 91.2234\n",
"Epoch 2200, Loss: 82.3128\n",
"Epoch 2201, Loss: 167.4861\n",
"Epoch 2202, Loss: 47.3552\n",
"Epoch 2203, Loss: 74.3600\n",
"Epoch 2204, Loss: 329.1892\n",
"Epoch 2205, Loss: 121.1025\n",
"Epoch 2206, Loss: 65.7878\n",
"Epoch 2207, Loss: 151.3055\n",
"Epoch 2208, Loss: 32.9032\n",
"Epoch 2209, Loss: 155.6598\n",
"Epoch 2210, Loss: 305.6710\n",
"Epoch 2211, Loss: 71.8690\n",
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"Epoch 2213, Loss: 145.5167\n",
"Epoch 2214, Loss: 112.6161\n",
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"Epoch 2216, Loss: 155.1449\n",
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"Epoch 2221, Loss: 223.1550\n",
"Epoch 2222, Loss: 218.9816\n",
"Epoch 2223, Loss: 416.5911\n",
"Epoch 2224, Loss: 210.8124\n",
"Epoch 2225, Loss: 27.2917\n",
"Epoch 2226, Loss: 56.9155\n",
"Epoch 2227, Loss: 240.8080\n",
"Epoch 2228, Loss: 99.0245\n",
"Epoch 2229, Loss: 62.4510\n",
"Epoch 2230, Loss: 33.6635\n",
"Epoch 2231, Loss: 31.9783\n",
"Epoch 2232, Loss: 281.3634\n",
"Epoch 2233, Loss: 22.7211\n",
"Epoch 2234, Loss: 100.6653\n",
"Epoch 2235, Loss: 92.8472\n",
"Epoch 2236, Loss: 96.8522\n",
"Epoch 2237, Loss: 431.3117\n",
"Epoch 2238, Loss: 64.4023\n",
"Epoch 2239, Loss: 95.4710\n",
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"Epoch 2241, Loss: 83.0269\n",
"Epoch 2242, Loss: 50.6717\n",
"Epoch 2243, Loss: 212.5691\n",
"Epoch 2244, Loss: 205.5091\n",
"Epoch 2245, Loss: 114.0927\n",
"Epoch 2246, Loss: 84.8305\n",
"Epoch 2247, Loss: 184.7142\n",
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"Epoch 2249, Loss: 83.9772\n",
"Epoch 2250, Loss: 259.3153\n",
"Epoch 2251, Loss: 129.3227\n",
"Epoch 2252, Loss: 60.0031\n",
"Epoch 2253, Loss: 54.1089\n",
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"Epoch 2255, Loss: 129.3787\n",
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"Epoch 2257, Loss: 183.2816\n",
"Epoch 2258, Loss: 69.1221\n",
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"Epoch 2269, Loss: 203.5501\n",
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"Epoch 2279, Loss: 78.5578\n",
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"Epoch 2281, Loss: 67.6639\n",
"Epoch 2282, Loss: 198.6873\n",
"Epoch 2283, Loss: 274.8445\n",
"Epoch 2284, Loss: 293.2263\n",
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"Epoch 2293, Loss: 243.8517\n",
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"Epoch 2300, Loss: 502.2759\n",
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"Epoch 2302, Loss: 114.9727\n",
"Epoch 2303, Loss: 144.0240\n",
"Epoch 2304, Loss: 211.0946\n",
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"Epoch 2307, Loss: 136.3314\n",
"Epoch 2308, Loss: 124.1561\n",
"Epoch 2309, Loss: 64.6023\n",
"Epoch 2310, Loss: 30.3076\n",
"Epoch 2311, Loss: 193.5129\n",
"Epoch 2312, Loss: 200.8033\n",
"Epoch 2313, Loss: 145.7941\n",
"Epoch 2314, Loss: 248.5798\n",
"Epoch 2315, Loss: 303.0616\n",
"Epoch 2316, Loss: 212.2327\n",
"Epoch 2317, Loss: 104.9459\n",
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"Epoch 2319, Loss: 199.9039\n",
"Epoch 2320, Loss: 71.3860\n",
"Epoch 2321, Loss: 113.1512\n",
"Epoch 2322, Loss: 119.0095\n",
"Epoch 2323, Loss: 253.0609\n",
"Epoch 2324, Loss: 269.0615\n",
"Epoch 2325, Loss: 37.3409\n",
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"Epoch 2327, Loss: 91.4706\n",
"Epoch 2328, Loss: 151.5827\n",
"Epoch 2329, Loss: 352.6098\n",
"Epoch 2330, Loss: 136.6189\n",
"Epoch 2331, Loss: 118.5873\n",
"Epoch 2332, Loss: 111.0625\n",
"Epoch 2333, Loss: 158.2496\n",
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"Epoch 2335, Loss: 174.8204\n",
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"Epoch 2340, Loss: 216.0543\n",
"Epoch 2341, Loss: 54.8729\n",
"Epoch 2342, Loss: 33.2019\n",
"Epoch 2343, Loss: 129.7793\n",
"Epoch 2344, Loss: 272.4229\n",
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"Epoch 2351, Loss: 59.1424\n",
"Epoch 2352, Loss: 136.1736\n",
"Epoch 2353, Loss: 317.7610\n",
"Epoch 2354, Loss: 74.8098\n",
"Epoch 2355, Loss: 117.3481\n",
"Epoch 2356, Loss: 78.7556\n",
"Epoch 2357, Loss: 105.5478\n",
"Epoch 2358, Loss: 46.7703\n",
"Epoch 2359, Loss: 115.0586\n",
"Epoch 2360, Loss: 55.9317\n",
"Epoch 2361, Loss: 389.2047\n",
"Epoch 2362, Loss: 50.8592\n",
"Epoch 2363, Loss: 409.5923\n",
"Epoch 2364, Loss: 207.9107\n",
"Epoch 2365, Loss: 482.9185\n",
"Epoch 2366, Loss: 138.8386\n",
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"Epoch 2368, Loss: 216.6169\n",
"Epoch 2369, Loss: 145.8751\n",
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"Epoch 2371, Loss: 208.8143\n",
"Epoch 2372, Loss: 119.4976\n",
"Epoch 2373, Loss: 147.0134\n",
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"Epoch 2376, Loss: 302.5823\n",
"Epoch 2377, Loss: 198.0146\n",
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"Epoch 2379, Loss: 123.9390\n",
"Epoch 2380, Loss: 208.9660\n",
"Epoch 2381, Loss: 104.3977\n",
"Epoch 2382, Loss: 177.3729\n",
"Epoch 2383, Loss: 34.9672\n",
"Epoch 2384, Loss: 132.3813\n",
"Epoch 2385, Loss: 193.3868\n",
"Epoch 2386, Loss: 42.6396\n",
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"Epoch 2391, Loss: 64.3127\n",
"Epoch 2392, Loss: 47.6992\n",
"Epoch 2393, Loss: 79.1883\n",
"Epoch 2394, Loss: 126.0163\n",
"Epoch 2395, Loss: 198.8612\n",
"Epoch 2396, Loss: 139.0914\n",
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"Epoch 2398, Loss: 194.8826\n",
"Epoch 2399, Loss: 44.5134\n",
"Epoch 2400, Loss: 39.5896\n",
"Epoch 2401, Loss: 47.8510\n",
"Epoch 2402, Loss: 134.2585\n",
"Epoch 2403, Loss: 89.5926\n",
"Epoch 2404, Loss: 76.7151\n",
"Epoch 2405, Loss: 86.7336\n",
"Epoch 2406, Loss: 51.7072\n",
"Epoch 2407, Loss: 117.0702\n",
"Epoch 2408, Loss: 137.9732\n",
"Epoch 2409, Loss: 300.3348\n",
"Epoch 2410, Loss: 182.7839\n",
"Epoch 2411, Loss: 141.9424\n",
"Epoch 2412, Loss: 204.5266\n",
"Epoch 2413, Loss: 181.8693\n",
"Epoch 2414, Loss: 77.7083\n",
"Epoch 2415, Loss: 96.4524\n",
"Epoch 2416, Loss: 147.7683\n",
"Epoch 2417, Loss: 59.3895\n",
"Epoch 2418, Loss: 377.9413\n",
"Epoch 2419, Loss: 315.7263\n",
"Epoch 2420, Loss: 102.7932\n",
"Epoch 2421, Loss: 23.6948\n",
"Epoch 2422, Loss: 18.0285\n",
"Epoch 2423, Loss: 59.6056\n",
"Epoch 2424, Loss: 74.6748\n",
"Epoch 2425, Loss: 245.9771\n",
"Epoch 2426, Loss: 254.8092\n",
"Epoch 2427, Loss: 107.9052\n",
"Epoch 2428, Loss: 138.5081\n",
"Epoch 2429, Loss: 127.1115\n",
"Epoch 2430, Loss: 143.3634\n",
"Epoch 2431, Loss: 130.1523\n",
"Epoch 2432, Loss: 98.3355\n",
"Epoch 2433, Loss: 68.0032\n",
"Epoch 2434, Loss: 36.1691\n",
"Epoch 2435, Loss: 316.1248\n",
"Epoch 2436, Loss: 57.6095\n",
"Epoch 2437, Loss: 111.5707\n",
"Epoch 2438, Loss: 226.6381\n",
"Epoch 2439, Loss: 204.1636\n",
"Epoch 2440, Loss: 222.4834\n",
"Epoch 2441, Loss: 46.2913\n",
"Epoch 2442, Loss: 103.0512\n",
"Epoch 2443, Loss: 182.6301\n",
"Epoch 2444, Loss: 214.0174\n",
"Epoch 2445, Loss: 179.6753\n",
"Epoch 2446, Loss: 178.5409\n",
"Epoch 2447, Loss: 171.1446\n",
"Epoch 2448, Loss: 209.8714\n",
"Epoch 2449, Loss: 160.8387\n",
"Epoch 2450, Loss: 33.4300\n",
"Epoch 2451, Loss: 102.2765\n",
"Epoch 2452, Loss: 192.9164\n",
"Epoch 2453, Loss: 20.2389\n",
"Epoch 2454, Loss: 42.3887\n",
"Epoch 2455, Loss: 90.1317\n",
"Epoch 2456, Loss: 149.7304\n",
"Epoch 2457, Loss: 98.6830\n",
"Epoch 2458, Loss: 149.9677\n",
"Epoch 2459, Loss: 115.5866\n",
"Epoch 2460, Loss: 68.8885\n",
"Epoch 2461, Loss: 51.1488\n",
"Epoch 2462, Loss: 124.4780\n",
"Epoch 2463, Loss: 265.0425\n",
"Epoch 2464, Loss: 112.2831\n",
"Epoch 2465, Loss: 99.3683\n",
"Epoch 2466, Loss: 65.5785\n",
"Epoch 2467, Loss: 79.0873\n",
"Epoch 2468, Loss: 142.3009\n",
"Epoch 2469, Loss: 192.8408\n",
"Epoch 2470, Loss: 545.8743\n",
"Epoch 2471, Loss: 79.0676\n",
"Epoch 2472, Loss: 162.0926\n",
"Epoch 2473, Loss: 248.5010\n",
"Epoch 2474, Loss: 190.1762\n",
"Epoch 2475, Loss: 363.0831\n",
"Epoch 2476, Loss: 228.9464\n",
"Epoch 2477, Loss: 347.8717\n",
"Epoch 2478, Loss: 150.2194\n",
"Epoch 2479, Loss: 305.2202\n",
"Epoch 2480, Loss: 107.0934\n",
"Epoch 2481, Loss: 9.5006\n",
"Epoch 2482, Loss: 20.9196\n",
"Epoch 2483, Loss: 60.9100\n",
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"Epoch 2489, Loss: 67.8704\n",
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"Epoch 2493, Loss: 211.3725\n",
"Epoch 2494, Loss: 140.5060\n",
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"Epoch 2498, Loss: 104.0384\n",
"Epoch 2499, Loss: 207.9170\n",
"Epoch 2500, Loss: 93.3874\n",
"Epoch 2501, Loss: 38.4318\n",
"Epoch 2502, Loss: 178.6902\n",
"Epoch 2503, Loss: 100.1933\n",
"Epoch 2504, Loss: 52.2678\n",
"Epoch 2505, Loss: 126.1912\n",
"Epoch 2506, Loss: 50.0279\n",
"Epoch 2507, Loss: 106.6941\n",
"Epoch 2508, Loss: 134.7097\n",
"Epoch 2509, Loss: 153.3768\n",
"Epoch 2510, Loss: 236.4097\n",
"Epoch 2511, Loss: 44.1047\n",
"Epoch 2512, Loss: 27.2273\n",
"Epoch 2513, Loss: 89.8552\n",
"Epoch 2514, Loss: 45.3316\n",
"Epoch 2515, Loss: 124.8455\n",
"Epoch 2516, Loss: 63.0173\n",
"Epoch 2517, Loss: 149.9884\n",
"Epoch 2518, Loss: 304.2177\n",
"Epoch 2519, Loss: 132.8580\n",
"Epoch 2520, Loss: 171.2608\n",
"Epoch 2521, Loss: 89.6658\n",
"Epoch 2522, Loss: 116.2305\n",
"Epoch 2523, Loss: 125.4678\n",
"Epoch 2524, Loss: 38.0524\n",
"Epoch 2525, Loss: 58.1565\n",
"Epoch 2526, Loss: 53.3875\n",
"Epoch 2527, Loss: 68.8371\n",
"Epoch 2528, Loss: 41.9848\n",
"Epoch 2529, Loss: 62.1926\n",
"Epoch 2530, Loss: 205.8020\n",
"Epoch 2531, Loss: 124.1249\n",
"Epoch 2532, Loss: 262.0283\n",
"Epoch 2533, Loss: 238.4777\n",
"Epoch 2534, Loss: 251.8311\n",
"Epoch 2535, Loss: 260.2951\n",
"Epoch 2536, Loss: 222.9286\n",
"Epoch 2537, Loss: 95.0584\n",
"Epoch 2538, Loss: 198.7286\n",
"Epoch 2539, Loss: 129.8964\n",
"Epoch 2540, Loss: 68.6379\n",
"Epoch 2541, Loss: 85.3000\n",
"Epoch 2542, Loss: 134.5099\n",
"Epoch 2543, Loss: 80.0311\n",
"Epoch 2544, Loss: 77.7313\n",
"Epoch 2545, Loss: 222.8827\n",
"Epoch 2546, Loss: 90.2748\n",
"Epoch 2547, Loss: 253.3183\n",
"Epoch 2548, Loss: 258.0744\n",
"Epoch 2549, Loss: 165.0880\n",
"Epoch 2550, Loss: 63.8386\n",
"Epoch 2551, Loss: 56.3001\n",
"Epoch 2552, Loss: 308.6338\n",
"Epoch 2553, Loss: 50.7104\n",
"Epoch 2554, Loss: 192.0989\n",
"Epoch 2555, Loss: 52.0595\n",
"Epoch 2556, Loss: 95.3862\n",
"Epoch 2557, Loss: 48.6416\n",
"Epoch 2558, Loss: 71.6136\n",
"Epoch 2559, Loss: 88.0315\n",
"Epoch 2560, Loss: 62.4880\n",
"Epoch 2561, Loss: 75.3638\n",
"Epoch 2562, Loss: 52.8755\n",
"Epoch 2563, Loss: 165.4079\n",
"Epoch 2564, Loss: 72.8043\n",
"Epoch 2565, Loss: 63.1242\n",
"Epoch 2566, Loss: 169.5534\n",
"Epoch 2567, Loss: 217.7179\n",
"Epoch 2568, Loss: 148.2998\n",
"Epoch 2569, Loss: 13.9181\n",
"Epoch 2570, Loss: 146.6381\n",
"Epoch 2571, Loss: 231.9164\n",
"Epoch 2572, Loss: 158.7848\n",
"Epoch 2573, Loss: 149.9068\n",
"Epoch 2574, Loss: 97.9521\n",
"Epoch 2575, Loss: 25.0354\n",
"Epoch 2576, Loss: 214.0360\n",
"Epoch 2577, Loss: 85.6478\n",
"Epoch 2578, Loss: 124.7013\n",
"Epoch 2579, Loss: 83.6477\n",
"Epoch 2580, Loss: 96.3836\n",
"Epoch 2581, Loss: 125.9553\n",
"Epoch 2582, Loss: 173.5340\n",
"Epoch 2583, Loss: 308.3271\n",
"Epoch 2584, Loss: 44.3383\n",
"Epoch 2585, Loss: 70.9689\n",
"Epoch 2586, Loss: 208.2760\n",
"Epoch 2587, Loss: 87.4184\n",
"Epoch 2588, Loss: 85.1189\n",
"Epoch 2589, Loss: 41.2403\n",
"Epoch 2590, Loss: 102.5298\n",
"Epoch 2591, Loss: 43.9859\n",
"Epoch 2592, Loss: 34.0237\n",
"Epoch 2593, Loss: 35.8357\n",
"Epoch 2594, Loss: 156.6017\n",
"Epoch 2595, Loss: 142.1573\n",
"Epoch 2596, Loss: 26.2555\n",
"Epoch 2597, Loss: 99.6145\n",
"Epoch 2598, Loss: 50.6445\n",
"Epoch 2599, Loss: 182.9433\n",
"Epoch 2600, Loss: 151.8090\n",
"Epoch 2601, Loss: 47.4272\n",
"Epoch 2602, Loss: 423.1536\n",
"Epoch 2603, Loss: 108.4086\n",
"Epoch 2604, Loss: 127.9947\n",
"Epoch 2605, Loss: 135.8732\n",
"Epoch 2606, Loss: 181.0177\n",
"Epoch 2607, Loss: 100.9306\n",
"Epoch 2608, Loss: 36.3964\n",
"Epoch 2609, Loss: 78.4276\n",
"Epoch 2610, Loss: 102.4371\n",
"Epoch 2611, Loss: 103.5177\n",
"Epoch 2612, Loss: 123.5480\n",
"Epoch 2613, Loss: 100.0756\n",
"Epoch 2614, Loss: 122.5557\n",
"Epoch 2615, Loss: 41.7998\n",
"Epoch 2616, Loss: 109.9054\n",
"Epoch 2617, Loss: 154.4413\n",
"Epoch 2618, Loss: 60.4679\n",
"Epoch 2619, Loss: 94.3513\n",
"Epoch 2620, Loss: 104.9968\n",
"Epoch 2621, Loss: 156.8914\n",
"Epoch 2622, Loss: 131.3616\n",
"Epoch 2623, Loss: 42.7996\n",
"Epoch 2624, Loss: 287.5718\n",
"Epoch 2625, Loss: 68.4389\n",
"Epoch 2626, Loss: 100.3803\n",
"Epoch 2627, Loss: 46.3093\n",
"Epoch 2628, Loss: 134.3795\n",
"Epoch 2629, Loss: 96.5546\n",
"Epoch 2630, Loss: 159.7777\n",
"Epoch 2631, Loss: 167.1137\n",
"Epoch 2632, Loss: 94.1793\n",
"Epoch 2633, Loss: 190.2190\n",
"Epoch 2634, Loss: 151.8493\n",
"Epoch 2635, Loss: 141.7072\n",
"Epoch 2636, Loss: 34.8989\n",
"Epoch 2637, Loss: 395.8779\n",
"Epoch 2638, Loss: 40.8976\n",
"Epoch 2639, Loss: 53.8813\n",
"Epoch 2640, Loss: 94.5379\n",
"Epoch 2641, Loss: 197.8569\n",
"Epoch 2642, Loss: 123.5245\n",
"Epoch 2643, Loss: 278.1097\n",
"Epoch 2644, Loss: 241.9377\n",
"Epoch 2645, Loss: 199.6047\n",
"Epoch 2646, Loss: 174.4465\n",
"Epoch 2647, Loss: 131.7322\n",
"Epoch 2648, Loss: 82.6035\n",
"Epoch 2649, Loss: 163.0981\n",
"Epoch 2650, Loss: 75.0020\n",
"Epoch 2651, Loss: 36.8280\n",
"Epoch 2652, Loss: 38.3944\n",
"Epoch 2653, Loss: 115.0077\n",
"Epoch 2654, Loss: 127.1239\n",
"Epoch 2655, Loss: 113.7975\n",
"Epoch 2656, Loss: 111.8449\n",
"Epoch 2657, Loss: 23.9230\n",
"Epoch 2658, Loss: 130.2857\n",
"Epoch 2659, Loss: 33.2312\n",
"Epoch 2660, Loss: 5.1702\n",
"Epoch 2661, Loss: 334.0605\n",
"Epoch 2662, Loss: 129.6634\n",
"Epoch 2663, Loss: 383.9013\n",
"Epoch 2664, Loss: 61.1132\n",
"Epoch 2665, Loss: 67.0839\n",
"Epoch 2666, Loss: 75.1836\n",
"Epoch 2667, Loss: 360.2899\n",
"Epoch 2668, Loss: 5.9376\n",
"Epoch 2669, Loss: 111.2907\n",
"Epoch 2670, Loss: 26.5891\n",
"Epoch 2671, Loss: 467.0432\n",
"Epoch 2672, Loss: 49.9139\n",
"Epoch 2673, Loss: 147.5275\n",
"Epoch 2674, Loss: 54.3834\n",
"Epoch 2675, Loss: 29.7626\n",
"Epoch 2676, Loss: 61.7365\n",
"Epoch 2677, Loss: 97.1937\n",
"Epoch 2678, Loss: 25.9826\n",
"Epoch 2679, Loss: 30.7048\n",
"Epoch 2680, Loss: 239.3801\n",
"Epoch 2681, Loss: 100.7406\n",
"Epoch 2682, Loss: 252.1962\n",
"Epoch 2683, Loss: 50.6507\n",
"Epoch 2684, Loss: 301.1339\n",
"Epoch 2685, Loss: 125.7722\n",
"Epoch 2686, Loss: 69.8511\n",
"Epoch 2687, Loss: 161.0796\n",
"Epoch 2688, Loss: 33.3742\n",
"Epoch 2689, Loss: 273.2727\n",
"Epoch 2690, Loss: 276.3492\n",
"Epoch 2691, Loss: 67.3627\n",
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"Epoch 2752, Loss: 171.9002\n",
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"Epoch 2757, Loss: 221.1190\n",
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"Epoch 2794, Loss: 215.7216\n",
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"Epoch 2852, Loss: 254.5619\n",
"Epoch 2853, Loss: 43.0228\n",
"Epoch 2854, Loss: 268.8974\n",
"Epoch 2855, Loss: 26.7532\n",
"Epoch 2856, Loss: 46.3559\n",
"Epoch 2857, Loss: 29.4570\n",
"Epoch 2858, Loss: 75.1738\n",
"Epoch 2859, Loss: 96.5804\n",
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"Epoch 2869, Loss: 353.7279\n",
"Epoch 2870, Loss: 191.5027\n",
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"Epoch 2872, Loss: 83.9159\n",
"Epoch 2873, Loss: 126.4193\n",
"Epoch 2874, Loss: 258.9787\n",
"Epoch 2875, Loss: 83.7224\n",
"Epoch 2876, Loss: 123.7137\n",
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"Epoch 2878, Loss: 182.1796\n",
"Epoch 2879, Loss: 42.8603\n",
"Epoch 2880, Loss: 130.7566\n",
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"Epoch 2882, Loss: 68.6509\n",
"Epoch 2883, Loss: 507.3592\n",
"Epoch 2884, Loss: 50.7495\n",
"Epoch 2885, Loss: 187.4851\n",
"Epoch 2886, Loss: 111.2296\n",
"Epoch 2887, Loss: 103.6219\n",
"Epoch 2888, Loss: 88.0407\n",
"Epoch 2889, Loss: 6.8877\n",
"Epoch 2890, Loss: 120.0550\n",
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"Epoch 2892, Loss: 69.4185\n",
"Epoch 2893, Loss: 96.5370\n",
"Epoch 2894, Loss: 74.6000\n",
"Epoch 2895, Loss: 159.2418\n",
"Epoch 2896, Loss: 284.7157\n",
"Epoch 2897, Loss: 146.1196\n",
"Epoch 2898, Loss: 45.2237\n",
"Epoch 2899, Loss: 105.3742\n",
"Epoch 2900, Loss: 85.9915\n",
"Epoch 2901, Loss: 165.2814\n",
"Epoch 2902, Loss: 7.8301\n",
"Epoch 2903, Loss: 178.6371\n",
"Epoch 2904, Loss: 203.6366\n",
"Epoch 2905, Loss: 22.5388\n",
"Epoch 2906, Loss: 100.3858\n",
"Epoch 2907, Loss: 166.7521\n",
"Epoch 2908, Loss: 81.9404\n",
"Epoch 2909, Loss: 118.1206\n",
"Epoch 2910, Loss: 85.7075\n",
"Epoch 2911, Loss: 15.1656\n",
"Epoch 2912, Loss: 243.1742\n",
"Epoch 2913, Loss: 52.7896\n",
"Epoch 2914, Loss: 91.0607\n",
"Epoch 2915, Loss: 264.3710\n",
"Epoch 2916, Loss: 114.4142\n",
"Epoch 2917, Loss: 117.7301\n",
"Epoch 2918, Loss: 438.8037\n",
"Epoch 2919, Loss: 79.4799\n",
"Epoch 2920, Loss: 26.5114\n",
"Epoch 2921, Loss: 42.7219\n",
"Epoch 2922, Loss: 26.5941\n",
"Epoch 2923, Loss: 76.9090\n",
"Epoch 2924, Loss: 14.7777\n",
"Epoch 2925, Loss: 93.7771\n",
"Epoch 2926, Loss: 171.2471\n",
"Epoch 2927, Loss: 26.5136\n",
"Epoch 2928, Loss: 108.3118\n",
"Epoch 2929, Loss: 57.2218\n",
"Epoch 2930, Loss: 108.8720\n",
"Epoch 2931, Loss: 33.0398\n",
"Epoch 2932, Loss: 45.1063\n",
"Epoch 2933, Loss: 106.1433\n",
"Epoch 2934, Loss: 58.7628\n",
"Epoch 2935, Loss: 37.4667\n",
"Epoch 2936, Loss: 126.8815\n",
"Epoch 2937, Loss: 12.7121\n",
"Epoch 2938, Loss: 63.9610\n",
"Epoch 2939, Loss: 157.4800\n",
"Epoch 2940, Loss: 64.0477\n",
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"Epoch 2947, Loss: 63.8469\n",
"Epoch 2948, Loss: 83.3477\n",
"Epoch 2949, Loss: 50.6965\n",
"Epoch 2950, Loss: 118.2018\n",
"Epoch 2951, Loss: 171.2813\n",
"Epoch 2952, Loss: 11.6586\n",
"Epoch 2953, Loss: 59.4579\n",
"Epoch 2954, Loss: 103.7805\n",
"Epoch 2955, Loss: 29.7643\n",
"Epoch 2956, Loss: 71.7171\n",
"Epoch 2957, Loss: 91.6357\n",
"Epoch 2958, Loss: 56.3952\n",
"Epoch 2959, Loss: 63.4174\n",
"Epoch 2960, Loss: 56.9967\n",
"Epoch 2961, Loss: 68.6946\n",
"Epoch 2962, Loss: 60.3973\n",
"Epoch 2963, Loss: 75.3858\n",
"Epoch 2964, Loss: 85.2611\n",
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"Epoch 2968, Loss: 187.6015\n",
"Epoch 2969, Loss: 29.3068\n",
"Epoch 2970, Loss: 97.8522\n",
"Epoch 2971, Loss: 78.8595\n",
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"Epoch 2973, Loss: 171.6071\n",
"Epoch 2974, Loss: 38.1101\n",
"Epoch 2975, Loss: 260.9601\n",
"Epoch 2976, Loss: 106.4638\n",
"Epoch 2977, Loss: 49.3051\n",
"Epoch 2978, Loss: 131.7845\n",
"Epoch 2979, Loss: 133.8096\n",
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"Epoch 2988, Loss: 302.5815\n",
"Epoch 2989, Loss: 131.8260\n",
"Epoch 2990, Loss: 166.1293\n",
"Epoch 2991, Loss: 98.0221\n",
"Epoch 2992, Loss: 136.3159\n",
"Epoch 2993, Loss: 129.3672\n",
"Epoch 2994, Loss: 43.2999\n",
"Epoch 2995, Loss: 18.9480\n",
"Epoch 2996, Loss: 41.8173\n",
"Epoch 2997, Loss: 201.4460\n",
"Epoch 2998, Loss: 29.4214\n",
"Epoch 2999, Loss: 66.9088\n",
"Epoch 3000, Loss: 40.7657\n",
"Epoch 3001, Loss: 65.5932\n",
"Epoch 3002, Loss: 245.6374\n",
"Epoch 3003, Loss: 27.3844\n",
"Epoch 3004, Loss: 44.1617\n",
"Epoch 3005, Loss: 73.3952\n",
"Epoch 3006, Loss: 77.8065\n",
"Epoch 3007, Loss: 83.5482\n",
"Epoch 3008, Loss: 33.0985\n",
"Epoch 3009, Loss: 58.1942\n",
"Epoch 3010, Loss: 166.7127\n",
"Epoch 3011, Loss: 80.3686\n",
"Epoch 3012, Loss: 375.6683\n",
"Epoch 3013, Loss: 28.3344\n",
"Epoch 3014, Loss: 56.7630\n",
"Epoch 3015, Loss: 101.9081\n",
"Epoch 3016, Loss: 16.0616\n",
"Epoch 3017, Loss: 52.3553\n",
"Epoch 3018, Loss: 73.5857\n",
"Epoch 3019, Loss: 137.7139\n",
"Epoch 3020, Loss: 28.7236\n",
"Epoch 3021, Loss: 150.5609\n",
"Epoch 3022, Loss: 46.7603\n",
"Epoch 3023, Loss: 73.2544\n",
"Epoch 3024, Loss: 39.7921\n",
"Epoch 3025, Loss: 144.1423\n",
"Epoch 3026, Loss: 67.9252\n",
"Epoch 3027, Loss: 59.6315\n",
"Epoch 3028, Loss: 116.2980\n",
"Epoch 3029, Loss: 37.0369\n",
"Epoch 3030, Loss: 77.9449\n",
"Epoch 3031, Loss: 81.0673\n",
"Epoch 3032, Loss: 71.4098\n",
"Epoch 3033, Loss: 60.6361\n",
"Epoch 3034, Loss: 136.8882\n",
"Epoch 3035, Loss: 29.9965\n",
"Epoch 3036, Loss: 88.1997\n",
"Epoch 3037, Loss: 70.5514\n",
"Epoch 3038, Loss: 52.7874\n",
"Epoch 3039, Loss: 166.9271\n",
"Epoch 3040, Loss: 157.1360\n",
"Epoch 3041, Loss: 77.4023\n",
"Epoch 3042, Loss: 117.9031\n",
"Epoch 3043, Loss: 106.6110\n",
"Epoch 3044, Loss: 153.8307\n",
"Epoch 3045, Loss: 75.9210\n",
"Epoch 3046, Loss: 123.5751\n",
"Epoch 3047, Loss: 94.6414\n",
"Epoch 3048, Loss: 84.0141\n",
"Epoch 3049, Loss: 279.3517\n",
"Epoch 3050, Loss: 113.9446\n",
"Epoch 3051, Loss: 245.9747\n",
"Epoch 3052, Loss: 134.9200\n",
"Epoch 3053, Loss: 31.5620\n",
"Epoch 3054, Loss: 81.2218\n",
"Epoch 3055, Loss: 138.5995\n",
"Epoch 3056, Loss: 117.8414\n",
"Epoch 3057, Loss: 48.4035\n",
"Epoch 3058, Loss: 90.3453\n",
"Epoch 3059, Loss: 162.3659\n",
"Epoch 3060, Loss: 90.9694\n",
"Epoch 3061, Loss: 72.9983\n",
"Epoch 3062, Loss: 15.8518\n",
"Epoch 3063, Loss: 28.8333\n",
"Epoch 3064, Loss: 121.1245\n",
"Epoch 3065, Loss: 66.3770\n",
"Epoch 3066, Loss: 76.4228\n",
"Epoch 3067, Loss: 93.3576\n",
"Epoch 3068, Loss: 143.8506\n",
"Epoch 3069, Loss: 44.8296\n",
"Epoch 3070, Loss: 28.2450\n",
"Epoch 3071, Loss: 63.5319\n",
"Epoch 3072, Loss: 60.0701\n",
"Epoch 3073, Loss: 138.2051\n",
"Epoch 3074, Loss: 29.3812\n",
"Epoch 3075, Loss: 160.8310\n",
"Epoch 3076, Loss: 107.0234\n",
"Epoch 3077, Loss: 44.2436\n",
"Epoch 3078, Loss: 183.8995\n",
"Epoch 3079, Loss: 25.2786\n",
"Epoch 3080, Loss: 223.7207\n",
"Epoch 3081, Loss: 150.0594\n",
"Epoch 3082, Loss: 149.0747\n",
"Epoch 3083, Loss: 55.6682\n",
"Epoch 3084, Loss: 43.7730\n",
"Epoch 3085, Loss: 159.9333\n",
"Epoch 3086, Loss: 94.7096\n",
"Epoch 3087, Loss: 28.1721\n",
"Epoch 3088, Loss: 91.0736\n",
"Epoch 3089, Loss: 127.9357\n",
"Epoch 3090, Loss: 49.6324\n",
"Epoch 3091, Loss: 42.3489\n",
"Epoch 3092, Loss: 69.6807\n",
"Epoch 3093, Loss: 191.1581\n",
"Epoch 3094, Loss: 127.1791\n",
"Epoch 3095, Loss: 28.7976\n",
"Epoch 3096, Loss: 140.9749\n",
"Epoch 3097, Loss: 107.5773\n",
"Epoch 3098, Loss: 140.9776\n",
"Epoch 3099, Loss: 17.4055\n",
"Epoch 3100, Loss: 81.1615\n",
"Epoch 3101, Loss: 109.5889\n",
"Epoch 3102, Loss: 25.6300\n",
"Epoch 3103, Loss: 160.5066\n",
"Epoch 3104, Loss: 186.7829\n",
"Epoch 3105, Loss: 88.9302\n",
"Epoch 3106, Loss: 84.9972\n",
"Epoch 3107, Loss: 86.9615\n",
"Epoch 3108, Loss: 22.9661\n",
"Epoch 3109, Loss: 93.8468\n",
"Epoch 3110, Loss: 31.7115\n",
"Epoch 3111, Loss: 76.9201\n",
"Epoch 3112, Loss: 106.0132\n",
"Epoch 3113, Loss: 147.9079\n",
"Epoch 3114, Loss: 299.6481\n",
"Epoch 3115, Loss: 203.5715\n",
"Epoch 3116, Loss: 133.5467\n",
"Epoch 3117, Loss: 84.5064\n",
"Epoch 3118, Loss: 103.6399\n",
"Epoch 3119, Loss: 139.1522\n",
"Epoch 3120, Loss: 112.6108\n",
"Epoch 3121, Loss: 101.7611\n",
"Epoch 3122, Loss: 53.2842\n",
"Epoch 3123, Loss: 129.8846\n",
"Epoch 3124, Loss: 60.3556\n",
"Epoch 3125, Loss: 98.3871\n",
"Epoch 3126, Loss: 16.1807\n",
"Epoch 3127, Loss: 78.3895\n",
"Epoch 3128, Loss: 86.6624\n",
"Epoch 3129, Loss: 234.3634\n",
"Epoch 3130, Loss: 30.5939\n",
"Epoch 3131, Loss: 149.6883\n",
"Epoch 3132, Loss: 64.7025\n",
"Epoch 3133, Loss: 16.2738\n",
"Epoch 3134, Loss: 54.3936\n",
"Epoch 3135, Loss: 31.7081\n",
"Epoch 3136, Loss: 7.6071\n",
"Epoch 3137, Loss: 90.1750\n",
"Epoch 3138, Loss: 105.1118\n",
"Epoch 3139, Loss: 55.7145\n",
"Epoch 3140, Loss: 143.0138\n",
"Epoch 3141, Loss: 115.7243\n",
"Epoch 3142, Loss: 30.2848\n",
"Epoch 3143, Loss: 93.0008\n",
"Epoch 3144, Loss: 171.4327\n",
"Epoch 3145, Loss: 34.5922\n",
"Epoch 3146, Loss: 161.3686\n",
"Epoch 3147, Loss: 79.7496\n",
"Epoch 3148, Loss: 56.4711\n",
"Epoch 3149, Loss: 45.9729\n",
"Epoch 3150, Loss: 73.6285\n",
"Epoch 3151, Loss: 151.3926\n",
"Epoch 3152, Loss: 75.4992\n",
"Epoch 3153, Loss: 58.1918\n",
"Epoch 3154, Loss: 61.9155\n",
"Epoch 3155, Loss: 71.3204\n",
"Epoch 3156, Loss: 45.5584\n",
"Epoch 3157, Loss: 132.0231\n",
"Epoch 3158, Loss: 65.3544\n",
"Epoch 3159, Loss: 91.4074\n",
"Epoch 3160, Loss: 241.2126\n",
"Epoch 3161, Loss: 70.9175\n",
"Epoch 3162, Loss: 98.3608\n",
"Epoch 3163, Loss: 163.8229\n",
"Epoch 3164, Loss: 17.4211\n",
"Epoch 3165, Loss: 80.6801\n",
"Epoch 3166, Loss: 115.5300\n",
"Epoch 3167, Loss: 241.7686\n",
"Epoch 3168, Loss: 39.3120\n",
"Epoch 3169, Loss: 97.7996\n",
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"Epoch 3313, Loss: 86.8901\n",
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"Epoch 3315, Loss: 143.6993\n",
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"Epoch 3326, Loss: 161.0789\n",
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"Epoch 3400, Loss: 62.2811\n",
"Epoch 3401, Loss: 30.9092\n",
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"Epoch 3409, Loss: 114.3127\n",
"Epoch 3410, Loss: 112.9529\n",
"Epoch 3411, Loss: 100.7011\n",
"Epoch 3412, Loss: 20.3924\n",
"Epoch 3413, Loss: 21.8506\n",
"Epoch 3414, Loss: 128.9309\n",
"Epoch 3415, Loss: 6.6629\n",
"Epoch 3416, Loss: 65.5508\n",
"Epoch 3417, Loss: 27.1647\n",
"Epoch 3418, Loss: 173.8759\n",
"Epoch 3419, Loss: 22.9911\n",
"Epoch 3420, Loss: 19.5219\n",
"Epoch 3421, Loss: 129.1869\n",
"Epoch 3422, Loss: 82.2632\n",
"Epoch 3423, Loss: 29.9653\n",
"Epoch 3424, Loss: 47.9355\n",
"Epoch 3425, Loss: 75.7441\n",
"Epoch 3426, Loss: 142.2290\n",
"Epoch 3427, Loss: 69.9213\n",
"Epoch 3428, Loss: 54.3931\n",
"Epoch 3429, Loss: 154.8914\n",
"Epoch 3430, Loss: 58.9304\n",
"Epoch 3431, Loss: 63.6906\n",
"Epoch 3432, Loss: 48.9223\n",
"Epoch 3433, Loss: 109.3063\n",
"Epoch 3434, Loss: 58.0410\n",
"Epoch 3435, Loss: 238.4722\n",
"Epoch 3436, Loss: 107.9881\n",
"Epoch 3437, Loss: 37.0328\n",
"Epoch 3438, Loss: 161.6700\n",
"Epoch 3439, Loss: 158.4485\n",
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"Epoch 3452, Loss: 267.3547\n",
"Epoch 3453, Loss: 43.5368\n",
"Epoch 3454, Loss: 255.1865\n",
"Epoch 3455, Loss: 23.7563\n",
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"Epoch 3457, Loss: 143.0369\n",
"Epoch 3458, Loss: 145.3222\n",
"Epoch 3459, Loss: 50.1250\n",
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"Epoch 3461, Loss: 131.7670\n",
"Epoch 3462, Loss: 68.5631\n",
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"Epoch 3464, Loss: 77.2271\n",
"Epoch 3465, Loss: 38.0326\n",
"Epoch 3466, Loss: 36.7894\n",
"Epoch 3467, Loss: 263.7619\n",
"Epoch 3468, Loss: 165.7858\n",
"Epoch 3469, Loss: 116.8869\n",
"Epoch 3470, Loss: 37.8426\n",
"Epoch 3471, Loss: 27.7229\n",
"Epoch 3472, Loss: 12.0918\n",
"Epoch 3473, Loss: 198.8812\n",
"Epoch 3474, Loss: 6.9758\n",
"Epoch 3475, Loss: 112.3209\n",
"Epoch 3476, Loss: 18.1146\n",
"Epoch 3477, Loss: 68.9047\n",
"Epoch 3478, Loss: 34.3407\n",
"Epoch 3479, Loss: 56.9111\n",
"Epoch 3480, Loss: 74.8465\n",
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"Epoch 3489, Loss: 50.9017\n",
"Epoch 3490, Loss: 75.8024\n",
"Epoch 3491, Loss: 93.4179\n",
"Epoch 3492, Loss: 80.5036\n",
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"Epoch 3495, Loss: 133.6059\n",
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"Epoch 3499, Loss: 46.5817\n",
"Epoch 3500, Loss: 197.0873\n",
"Epoch 3501, Loss: 57.3268\n",
"Epoch 3502, Loss: 19.3804\n",
"Epoch 3503, Loss: 63.9125\n",
"Epoch 3504, Loss: 101.8783\n",
"Epoch 3505, Loss: 24.1950\n",
"Epoch 3506, Loss: 68.1298\n",
"Epoch 3507, Loss: 125.4390\n",
"Epoch 3508, Loss: 99.2136\n",
"Epoch 3509, Loss: 83.9233\n",
"Epoch 3510, Loss: 28.6500\n",
"Epoch 3511, Loss: 33.6271\n",
"Epoch 3512, Loss: 197.1199\n",
"Epoch 3513, Loss: 65.2926\n",
"Epoch 3514, Loss: 60.6568\n",
"Epoch 3515, Loss: 30.3708\n",
"Epoch 3516, Loss: 64.8305\n",
"Epoch 3517, Loss: 12.0621\n",
"Epoch 3518, Loss: 92.0626\n",
"Epoch 3519, Loss: 84.3115\n",
"Epoch 3520, Loss: 16.4938\n",
"Epoch 3521, Loss: 25.7165\n",
"Epoch 3522, Loss: 74.0648\n",
"Epoch 3523, Loss: 67.4706\n",
"Epoch 3524, Loss: 144.2092\n",
"Epoch 3525, Loss: 23.3091\n",
"Epoch 3526, Loss: 109.0396\n",
"Epoch 3527, Loss: 76.5607\n",
"Epoch 3528, Loss: 58.2315\n",
"Epoch 3529, Loss: 44.1067\n",
"Epoch 3530, Loss: 195.0490\n",
"Epoch 3531, Loss: 134.6727\n",
"Epoch 3532, Loss: 47.9962\n",
"Epoch 3533, Loss: 12.5792\n",
"Epoch 3534, Loss: 27.4084\n",
"Epoch 3535, Loss: 8.1350\n",
"Epoch 3536, Loss: 33.6906\n",
"Epoch 3537, Loss: 71.3541\n",
"Epoch 3538, Loss: 38.0149\n",
"Epoch 3539, Loss: 51.0332\n",
"Epoch 3540, Loss: 27.9135\n",
"Epoch 3541, Loss: 139.0011\n",
"Epoch 3542, Loss: 78.7828\n",
"Epoch 3543, Loss: 41.9265\n",
"Epoch 3544, Loss: 154.5427\n",
"Epoch 3545, Loss: 87.8231\n",
"Epoch 3546, Loss: 69.4426\n",
"Epoch 3547, Loss: 33.7557\n",
"Epoch 3548, Loss: 32.8301\n",
"Epoch 3549, Loss: 120.1805\n",
"Epoch 3550, Loss: 52.3754\n",
"Epoch 3551, Loss: 51.2525\n",
"Epoch 3552, Loss: 32.5845\n",
"Epoch 3553, Loss: 87.3518\n",
"Epoch 3554, Loss: 51.0328\n",
"Epoch 3555, Loss: 184.4894\n",
"Epoch 3556, Loss: 26.5772\n",
"Epoch 3557, Loss: 57.0693\n",
"Epoch 3558, Loss: 35.6491\n",
"Epoch 3559, Loss: 82.4591\n",
"Epoch 3560, Loss: 158.5916\n",
"Epoch 3561, Loss: 44.8715\n",
"Epoch 3562, Loss: 82.6434\n",
"Epoch 3563, Loss: 38.9509\n",
"Epoch 3564, Loss: 107.7489\n",
"Epoch 3565, Loss: 136.0204\n",
"Epoch 3566, Loss: 53.9928\n",
"Epoch 3567, Loss: 29.9757\n",
"Epoch 3568, Loss: 39.9422\n",
"Epoch 3569, Loss: 78.2175\n",
"Epoch 3570, Loss: 47.7442\n",
"Epoch 3571, Loss: 81.8685\n",
"Epoch 3572, Loss: 85.0248\n",
"Epoch 3573, Loss: 74.9146\n",
"Epoch 3574, Loss: 41.4570\n",
"Epoch 3575, Loss: 67.1518\n",
"Epoch 3576, Loss: 39.7442\n",
"Epoch 3577, Loss: 60.6092\n",
"Epoch 3578, Loss: 49.4867\n",
"Epoch 3579, Loss: 26.2001\n",
"Epoch 3580, Loss: 46.1955\n",
"Epoch 3581, Loss: 168.5076\n",
"Epoch 3582, Loss: 67.9131\n",
"Epoch 3583, Loss: 57.0871\n",
"Epoch 3584, Loss: 53.1982\n",
"Epoch 3585, Loss: 50.1168\n",
"Epoch 3586, Loss: 58.4639\n",
"Epoch 3587, Loss: 151.6509\n",
"Epoch 3588, Loss: 38.6409\n",
"Epoch 3589, Loss: 127.8755\n",
"Epoch 3590, Loss: 73.4735\n",
"Epoch 3591, Loss: 167.3607\n",
"Epoch 3592, Loss: 113.6241\n",
"Epoch 3593, Loss: 136.7612\n",
"Epoch 3594, Loss: 96.6099\n",
"Epoch 3595, Loss: 68.7798\n",
"Epoch 3596, Loss: 24.9029\n",
"Epoch 3597, Loss: 63.5823\n",
"Epoch 3598, Loss: 107.0995\n",
"Epoch 3599, Loss: 61.7101\n",
"Epoch 3600, Loss: 14.9255\n",
"Epoch 3601, Loss: 117.8667\n",
"Epoch 3602, Loss: 81.2239\n",
"Epoch 3603, Loss: 16.2251\n",
"Epoch 3604, Loss: 23.3778\n",
"Epoch 3605, Loss: 84.5655\n",
"Epoch 3606, Loss: 23.2684\n",
"Epoch 3607, Loss: 78.4842\n",
"Epoch 3608, Loss: 179.8291\n",
"Epoch 3609, Loss: 59.4000\n",
"Epoch 3610, Loss: 44.9359\n",
"Epoch 3611, Loss: 40.2362\n",
"Epoch 3612, Loss: 71.5834\n",
"Epoch 3613, Loss: 82.3184\n",
"Epoch 3614, Loss: 114.0791\n",
"Epoch 3615, Loss: 59.1091\n",
"Epoch 3616, Loss: 7.9606\n",
"Epoch 3617, Loss: 25.8170\n",
"Epoch 3618, Loss: 59.4695\n",
"Epoch 3619, Loss: 68.7119\n",
"Epoch 3620, Loss: 30.6129\n",
"Epoch 3621, Loss: 39.0342\n",
"Epoch 3622, Loss: 53.1014\n",
"Epoch 3623, Loss: 49.6828\n",
"Epoch 3624, Loss: 109.9395\n",
"Epoch 3625, Loss: 28.0028\n",
"Epoch 3626, Loss: 10.0378\n",
"Epoch 3627, Loss: 33.5015\n",
"Epoch 3628, Loss: 161.9523\n",
"Epoch 3629, Loss: 76.3922\n",
"Epoch 3630, Loss: 45.1570\n",
"Epoch 3631, Loss: 20.8926\n",
"Epoch 3632, Loss: 107.0967\n",
"Epoch 3633, Loss: 55.6178\n",
"Epoch 3634, Loss: 105.2807\n",
"Epoch 3635, Loss: 55.5674\n",
"Epoch 3636, Loss: 158.0464\n",
"Epoch 3637, Loss: 92.8423\n",
"Epoch 3638, Loss: 113.7643\n",
"Epoch 3639, Loss: 40.1369\n",
"Epoch 3640, Loss: 78.8041\n",
"Epoch 3641, Loss: 69.5430\n",
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"Epoch 3648, Loss: 239.0800\n",
"Epoch 3649, Loss: 75.6974\n",
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"Epoch 3651, Loss: 46.9798\n",
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"Epoch 3843, Loss: 52.1511\n",
"Epoch 3844, Loss: 191.1219\n",
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"Epoch 3849, Loss: 220.5393\n",
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"Epoch 3852, Loss: 112.3150\n",
"Epoch 3853, Loss: 71.2692\n",
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"Epoch 3863, Loss: 71.6079\n",
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"Epoch 3872, Loss: 47.0919\n",
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"Epoch 3881, Loss: 183.2503\n",
"Epoch 3882, Loss: 55.9360\n",
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"Epoch 3892, Loss: 42.4192\n",
"Epoch 3893, Loss: 65.0263\n",
"Epoch 3894, Loss: 107.3692\n",
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"Epoch 3903, Loss: 101.2032\n",
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"Epoch 3909, Loss: 67.0742\n",
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"Epoch 3911, Loss: 57.6218\n",
"Epoch 3912, Loss: 111.0868\n",
"Epoch 3913, Loss: 54.7651\n",
"Epoch 3914, Loss: 21.5823\n",
"Epoch 3915, Loss: 33.8505\n",
"Epoch 3916, Loss: 91.6484\n",
"Epoch 3917, Loss: 67.7579\n",
"Epoch 3918, Loss: 71.0371\n",
"Epoch 3919, Loss: 68.7259\n",
"Epoch 3920, Loss: 163.6087\n",
"Epoch 3921, Loss: 5.4616\n",
"Epoch 3922, Loss: 30.8963\n",
"Epoch 3923, Loss: 37.3023\n",
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"Epoch 3926, Loss: 100.0395\n",
"Epoch 3927, Loss: 43.8307\n",
"Epoch 3928, Loss: 47.3154\n",
"Epoch 3929, Loss: 84.8625\n",
"Epoch 3930, Loss: 98.0682\n",
"Epoch 3931, Loss: 129.3169\n",
"Epoch 3932, Loss: 9.3799\n",
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"Epoch 3946, Loss: 82.9501\n",
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"Epoch 3952, Loss: 22.2001\n",
"Epoch 3953, Loss: 25.6739\n",
"Epoch 3954, Loss: 32.0348\n",
"Epoch 3955, Loss: 19.1703\n",
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"Epoch 3957, Loss: 69.6203\n",
"Epoch 3958, Loss: 66.0032\n",
"Epoch 3959, Loss: 182.1027\n",
"Epoch 3960, Loss: 21.1423\n",
"Epoch 3961, Loss: 78.8095\n",
"Epoch 3962, Loss: 228.9936\n",
"Epoch 3963, Loss: 61.5848\n",
"Epoch 3964, Loss: 77.0894\n",
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"Epoch 3970, Loss: 47.6534\n",
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"Epoch 3975, Loss: 156.5167\n",
"Epoch 3976, Loss: 38.8172\n",
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"Epoch 3978, Loss: 59.4491\n",
"Epoch 3979, Loss: 27.9936\n",
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"Epoch 3989, Loss: 24.3331\n",
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"Epoch 3994, Loss: 181.3634\n",
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"Epoch 3998, Loss: 141.1299\n",
"Epoch 3999, Loss: 256.1075\n",
"Epoch 4000, Loss: 69.5014\n",
"Epoch 4001, Loss: 27.8570\n",
"Epoch 4002, Loss: 44.4074\n",
"Epoch 4003, Loss: 51.4534\n",
"Epoch 4004, Loss: 99.3705\n",
"Epoch 4005, Loss: 86.0370\n",
"Epoch 4006, Loss: 210.7571\n",
"Epoch 4007, Loss: 78.3315\n",
"Epoch 4008, Loss: 67.2859\n",
"Epoch 4009, Loss: 65.0501\n",
"Epoch 4010, Loss: 30.8601\n",
"Epoch 4011, Loss: 41.5583\n",
"Epoch 4012, Loss: 26.1167\n",
"Epoch 4013, Loss: 124.9582\n",
"Epoch 4014, Loss: 58.0735\n",
"Epoch 4015, Loss: 43.5263\n",
"Epoch 4016, Loss: 85.8952\n",
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"Epoch 4018, Loss: 24.5258\n",
"Epoch 4019, Loss: 56.5925\n",
"Epoch 4020, Loss: 56.0292\n",
"Epoch 4021, Loss: 96.0375\n",
"Epoch 4022, Loss: 64.0054\n",
"Epoch 4023, Loss: 85.8038\n",
"Epoch 4024, Loss: 69.7307\n",
"Epoch 4025, Loss: 38.3399\n",
"Epoch 4026, Loss: 78.1665\n",
"Epoch 4027, Loss: 36.8667\n",
"Epoch 4028, Loss: 7.2871\n",
"Epoch 4029, Loss: 8.7112\n",
"Epoch 4030, Loss: 56.4925\n",
"Epoch 4031, Loss: 33.8065\n",
"Epoch 4032, Loss: 17.5789\n",
"Epoch 4033, Loss: 17.5241\n",
"Epoch 4034, Loss: 25.5532\n",
"Epoch 4035, Loss: 28.7554\n",
"Epoch 4036, Loss: 52.6128\n",
"Epoch 4037, Loss: 14.8042\n",
"Epoch 4038, Loss: 75.9843\n",
"Epoch 4039, Loss: 24.0629\n",
"Epoch 4040, Loss: 85.1932\n",
"Epoch 4041, Loss: 59.1392\n",
"Epoch 4042, Loss: 24.7595\n",
"Epoch 4043, Loss: 20.6933\n",
"Epoch 4044, Loss: 77.2285\n",
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"Epoch 4046, Loss: 52.4118\n",
"Epoch 4047, Loss: 79.6331\n",
"Epoch 4048, Loss: 50.5579\n",
"Epoch 4049, Loss: 27.6832\n",
"Epoch 4050, Loss: 38.1548\n",
"Epoch 4051, Loss: 14.0113\n",
"Epoch 4052, Loss: 240.5483\n",
"Epoch 4053, Loss: 89.0774\n",
"Epoch 4054, Loss: 38.0635\n",
"Epoch 4055, Loss: 59.2288\n",
"Epoch 4056, Loss: 25.1093\n",
"Epoch 4057, Loss: 33.8301\n",
"Epoch 4058, Loss: 98.6573\n",
"Epoch 4059, Loss: 70.9820\n",
"Epoch 4060, Loss: 57.0322\n",
"Epoch 4061, Loss: 36.9594\n",
"Epoch 4062, Loss: 51.4601\n",
"Epoch 4063, Loss: 57.4500\n",
"Epoch 4064, Loss: 40.1335\n",
"Epoch 4065, Loss: 45.7255\n",
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"Epoch 4067, Loss: 58.1113\n",
"Epoch 4068, Loss: 54.9710\n",
"Epoch 4069, Loss: 70.1322\n",
"Epoch 4070, Loss: 100.0500\n",
"Epoch 4071, Loss: 32.5351\n",
"Epoch 4072, Loss: 28.9409\n",
"Epoch 4073, Loss: 37.6321\n",
"Epoch 4074, Loss: 53.1385\n",
"Epoch 4075, Loss: 36.1786\n",
"Epoch 4076, Loss: 36.8571\n",
"Epoch 4077, Loss: 104.8660\n",
"Epoch 4078, Loss: 101.0553\n",
"Epoch 4079, Loss: 34.2824\n",
"Epoch 4080, Loss: 64.8673\n",
"Epoch 4081, Loss: 202.8511\n",
"Epoch 4082, Loss: 40.8808\n",
"Epoch 4083, Loss: 109.4468\n",
"Epoch 4084, Loss: 138.7043\n",
"Epoch 4085, Loss: 42.6230\n",
"Epoch 4086, Loss: 89.6690\n",
"Epoch 4087, Loss: 48.7270\n",
"Epoch 4088, Loss: 13.7277\n",
"Epoch 4089, Loss: 126.0328\n",
"Epoch 4090, Loss: 11.8236\n",
"Epoch 4091, Loss: 33.5594\n",
"Epoch 4092, Loss: 10.7322\n",
"Epoch 4093, Loss: 19.7904\n",
"Epoch 4094, Loss: 19.2541\n",
"Epoch 4095, Loss: 12.7390\n",
"Epoch 4096, Loss: 77.1559\n",
"Epoch 4097, Loss: 41.0740\n",
"Epoch 4098, Loss: 65.3792\n",
"Epoch 4099, Loss: 75.7308\n",
"Epoch 4100, Loss: 68.5112\n",
"Epoch 4101, Loss: 53.1575\n",
"Epoch 4102, Loss: 65.3106\n",
"Epoch 4103, Loss: 68.4657\n",
"Epoch 4104, Loss: 98.0767\n",
"Epoch 4105, Loss: 21.1727\n",
"Epoch 4106, Loss: 158.6879\n",
"Epoch 4107, Loss: 56.2166\n",
"Epoch 4108, Loss: 75.5799\n",
"Epoch 4109, Loss: 10.9337\n",
"Epoch 4110, Loss: 76.8020\n",
"Epoch 4111, Loss: 66.8969\n",
"Epoch 4112, Loss: 45.3308\n",
"Epoch 4113, Loss: 76.3701\n",
"Epoch 4114, Loss: 65.9669\n",
"Epoch 4115, Loss: 49.9871\n",
"Epoch 4116, Loss: 24.3013\n",
"Epoch 4117, Loss: 29.2312\n",
"Epoch 4118, Loss: 26.8788\n",
"Epoch 4119, Loss: 19.5267\n",
"Epoch 4120, Loss: 19.0239\n",
"Epoch 4121, Loss: 22.8790\n",
"Epoch 4122, Loss: 48.0477\n",
"Epoch 4123, Loss: 85.9605\n",
"Epoch 4124, Loss: 55.4871\n",
"Epoch 4125, Loss: 31.2562\n",
"Epoch 4126, Loss: 76.7788\n",
"Epoch 4127, Loss: 43.5377\n",
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"Epoch 4129, Loss: 26.7804\n",
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"Epoch 4411, Loss: 43.2851\n",
"Epoch 4412, Loss: 172.7092\n",
"Epoch 4413, Loss: 12.1020\n",
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"Epoch 4415, Loss: 69.7688\n",
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"Epoch 4428, Loss: 77.5630\n",
"Epoch 4429, Loss: 129.7912\n",
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"Epoch 4431, Loss: 12.1366\n",
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"Epoch 4468, Loss: 85.0253\n",
"Epoch 4469, Loss: 61.7504\n",
"Epoch 4470, Loss: 100.1485\n",
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"Epoch 4501, Loss: 32.4595\n",
"Epoch 4502, Loss: 69.6542\n",
"Epoch 4503, Loss: 23.3528\n",
"Epoch 4504, Loss: 31.4999\n",
"Epoch 4505, Loss: 47.5700\n",
"Epoch 4506, Loss: 34.9789\n",
"Epoch 4507, Loss: 39.1114\n",
"Epoch 4508, Loss: 6.9917\n",
"Epoch 4509, Loss: 31.3346\n",
"Epoch 4510, Loss: 38.2981\n",
"Epoch 4511, Loss: 87.2204\n",
"Epoch 4512, Loss: 14.5081\n",
"Epoch 4513, Loss: 20.8076\n",
"Epoch 4514, Loss: 308.4592\n",
"Epoch 4515, Loss: 42.9472\n",
"Epoch 4516, Loss: 49.9197\n",
"Epoch 4517, Loss: 18.7423\n",
"Epoch 4518, Loss: 72.2551\n",
"Epoch 4519, Loss: 53.6680\n",
"Epoch 4520, Loss: 10.4382\n",
"Epoch 4521, Loss: 9.1926\n",
"Epoch 4522, Loss: 23.5405\n",
"Epoch 4523, Loss: 48.9117\n",
"Epoch 4524, Loss: 49.2576\n",
"Epoch 4525, Loss: 37.6074\n",
"Epoch 4526, Loss: 68.7098\n",
"Epoch 4527, Loss: 56.2415\n",
"Epoch 4528, Loss: 37.3650\n",
"Epoch 4529, Loss: 30.1846\n",
"Epoch 4530, Loss: 97.1753\n",
"Epoch 4531, Loss: 34.5206\n",
"Epoch 4532, Loss: 7.4962\n",
"Epoch 4533, Loss: 24.1333\n",
"Epoch 4534, Loss: 14.5179\n",
"Epoch 4535, Loss: 20.1371\n",
"Epoch 4536, Loss: 30.4748\n",
"Epoch 4537, Loss: 14.8611\n",
"Epoch 4538, Loss: 26.7788\n",
"Epoch 4539, Loss: 79.6218\n",
"Epoch 4540, Loss: 33.6094\n",
"Epoch 4541, Loss: 63.7524\n",
"Epoch 4542, Loss: 37.7513\n",
"Epoch 4543, Loss: 35.4221\n",
"Epoch 4544, Loss: 32.1958\n",
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"Epoch 4547, Loss: 164.2662\n",
"Epoch 4548, Loss: 58.0957\n",
"Epoch 4549, Loss: 10.5426\n",
"Epoch 4550, Loss: 52.2201\n",
"Epoch 4551, Loss: 14.8891\n",
"Epoch 4552, Loss: 10.4848\n",
"Epoch 4553, Loss: 18.7092\n",
"Epoch 4554, Loss: 21.6017\n",
"Epoch 4555, Loss: 39.0409\n",
"Epoch 4556, Loss: 59.5969\n",
"Epoch 4557, Loss: 6.8973\n",
"Epoch 4558, Loss: 37.7701\n",
"Epoch 4559, Loss: 47.6116\n",
"Epoch 4560, Loss: 48.3058\n",
"Epoch 4561, Loss: 35.1410\n",
"Epoch 4562, Loss: 37.6551\n",
"Epoch 4563, Loss: 92.9480\n",
"Epoch 4564, Loss: 43.8117\n",
"Epoch 4565, Loss: 16.1348\n",
"Epoch 4566, Loss: 89.1189\n",
"Epoch 4567, Loss: 48.1229\n",
"Epoch 4568, Loss: 60.9309\n",
"Epoch 4569, Loss: 13.8761\n",
"Epoch 4570, Loss: 11.0542\n",
"Epoch 4571, Loss: 65.5432\n",
"Epoch 4572, Loss: 15.4594\n",
"Epoch 4573, Loss: 24.0795\n",
"Epoch 4574, Loss: 118.0082\n",
"Epoch 4575, Loss: 83.4555\n",
"Epoch 4576, Loss: 74.0430\n",
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"Epoch 4579, Loss: 59.1995\n",
"Epoch 4580, Loss: 11.8249\n",
"Epoch 4581, Loss: 64.2849\n",
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"Epoch 4589, Loss: 9.9017\n",
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"Epoch 4591, Loss: 30.3899\n",
"Epoch 4592, Loss: 70.2695\n",
"Epoch 4593, Loss: 75.4693\n",
"Epoch 4594, Loss: 11.9999\n",
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"Epoch 4596, Loss: 40.7288\n",
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"Epoch 4600, Loss: 56.9656\n",
"Epoch 4601, Loss: 11.6458\n",
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"Epoch 4603, Loss: 96.4277\n",
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"Epoch 4606, Loss: 80.8255\n",
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"Epoch 4609, Loss: 38.0261\n",
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"Epoch 4611, Loss: 107.7946\n",
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"Epoch 4882, Loss: 23.9120\n",
"Epoch 4883, Loss: 24.6244\n",
"Epoch 4884, Loss: 72.6771\n",
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"Epoch 4911, Loss: 105.2754\n",
"Epoch 4912, Loss: 17.8828\n",
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"Epoch 4962, Loss: 173.7712\n",
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"Epoch 5000, Loss: 59.3758\n",
"Epoch 5001, Loss: 107.9955\n",
"Epoch 5002, Loss: 39.3213\n",
"Epoch 5003, Loss: 49.3350\n",
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"Epoch 5006, Loss: 88.3318\n",
"Epoch 5007, Loss: 12.7245\n",
"Epoch 5008, Loss: 24.3279\n",
"Epoch 5009, Loss: 18.9808\n",
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"Epoch 5023, Loss: 13.6187\n",
"Epoch 5024, Loss: 14.4346\n",
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"Epoch 5028, Loss: 50.2991\n",
"Epoch 5029, Loss: 36.6251\n",
"Epoch 5030, Loss: 31.4810\n",
"Epoch 5031, Loss: 132.4188\n",
"Epoch 5032, Loss: 41.6148\n",
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"Epoch 5036, Loss: 15.3421\n",
"Epoch 5037, Loss: 40.7489\n",
"Epoch 5038, Loss: 57.5510\n",
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"Epoch 5313, Loss: 22.9020\n",
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"Epoch 5411, Loss: 16.7862\n",
"Epoch 5412, Loss: 29.0978\n",
"Epoch 5413, Loss: 18.2914\n",
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"Epoch 5423, Loss: 12.8213\n",
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"Epoch 5488, Loss: 140.7771\n",
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"Epoch 5502, Loss: 42.6292\n",
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"Epoch 5511, Loss: 18.0839\n",
"Epoch 5512, Loss: 50.9057\n",
"Epoch 5513, Loss: 30.6383\n",
"Epoch 5514, Loss: 50.2864\n",
"Epoch 5515, Loss: 35.8321\n",
"Epoch 5516, Loss: 30.4228\n",
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"Epoch 5519, Loss: 40.5750\n",
"Epoch 5520, Loss: 39.4321\n",
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"Epoch 5522, Loss: 15.7803\n",
"Epoch 5523, Loss: 10.8987\n",
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"Epoch 5526, Loss: 17.3539\n",
"Epoch 5527, Loss: 11.5138\n",
"Epoch 5528, Loss: 53.5669\n",
"Epoch 5529, Loss: 37.3338\n",
"Epoch 5530, Loss: 7.9345\n",
"Epoch 5531, Loss: 44.4057\n",
"Epoch 5532, Loss: 18.9079\n",
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"Epoch 5535, Loss: 8.6584\n",
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"Epoch 5552, Loss: 31.5050\n",
"Epoch 5553, Loss: 19.5393\n",
"Epoch 5554, Loss: 42.6032\n",
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"Epoch 5556, Loss: 87.0832\n",
"Epoch 5557, Loss: 19.6873\n",
"Epoch 5558, Loss: 24.7696\n",
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"Epoch 5810, Loss: 90.7091\n",
"Epoch 5811, Loss: 34.8505\n",
"Epoch 5812, Loss: 25.7792\n",
"Epoch 5813, Loss: 16.2602\n",
"Epoch 5814, Loss: 18.6876\n",
"Epoch 5815, Loss: 10.9908\n",
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"Epoch 5821, Loss: 42.9625\n",
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"Epoch 5828, Loss: 55.9521\n",
"Epoch 5829, Loss: 48.1183\n",
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"Epoch 5832, Loss: 38.1350\n",
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"Epoch 5908, Loss: 7.6603\n",
"Epoch 5909, Loss: 43.6737\n",
"Epoch 5910, Loss: 10.7604\n",
"Epoch 5911, Loss: 22.6963\n",
"Epoch 5912, Loss: 13.1097\n",
"Epoch 5913, Loss: 10.1018\n",
"Epoch 5914, Loss: 6.8564\n",
"Epoch 5915, Loss: 34.8018\n",
"Epoch 5916, Loss: 51.2437\n",
"Epoch 5917, Loss: 61.8231\n",
"Epoch 5918, Loss: 9.5115\n",
"Epoch 5919, Loss: 44.2862\n",
"Epoch 5920, Loss: 19.2840\n",
"Epoch 5921, Loss: 6.3868\n",
"Epoch 5922, Loss: 6.0625\n",
"Epoch 5923, Loss: 63.5889\n",
"Epoch 5924, Loss: 22.6801\n",
"Epoch 5925, Loss: 39.1214\n",
"Epoch 5926, Loss: 68.7231\n",
"Epoch 5927, Loss: 22.4231\n",
"Epoch 5928, Loss: 17.3134\n",
"Epoch 5929, Loss: 68.4220\n",
"Epoch 5930, Loss: 12.8792\n",
"Epoch 5931, Loss: 79.3038\n",
"Epoch 5932, Loss: 14.6645\n",
"Epoch 5933, Loss: 19.9291\n",
"Epoch 5934, Loss: 60.8608\n",
"Epoch 5935, Loss: 18.7350\n",
"Epoch 5936, Loss: 16.1844\n",
"Epoch 5937, Loss: 37.2580\n",
"Epoch 5938, Loss: 55.5799\n",
"Epoch 5939, Loss: 9.5748\n",
"Epoch 5940, Loss: 33.2033\n",
"Epoch 5941, Loss: 42.8303\n",
"Epoch 5942, Loss: 20.0804\n",
"Epoch 5943, Loss: 19.6778\n",
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"Epoch 5960, Loss: 12.4332\n",
"Epoch 5961, Loss: 13.0926\n",
"Epoch 5962, Loss: 30.1584\n",
"Epoch 5963, Loss: 6.2238\n",
"Epoch 5964, Loss: 34.8374\n",
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"Epoch 5968, Loss: 12.2173\n",
"Epoch 5969, Loss: 13.1406\n",
"Epoch 5970, Loss: 21.4871\n",
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"Epoch 5973, Loss: 20.7574\n",
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"Epoch 5976, Loss: 32.4004\n",
"Epoch 5977, Loss: 57.0602\n",
"Epoch 5978, Loss: 37.1913\n",
"Epoch 5979, Loss: 10.6655\n",
"Epoch 5980, Loss: 16.7984\n",
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"Epoch 5983, Loss: 3.8501\n",
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"Epoch 6001, Loss: 59.1606\n",
"Epoch 6002, Loss: 18.0945\n",
"Epoch 6003, Loss: 8.8412\n",
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"Epoch 6005, Loss: 19.3975\n",
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"Epoch 6022, Loss: 37.1713\n",
"Epoch 6023, Loss: 10.8239\n",
"Epoch 6024, Loss: 55.9998\n",
"Epoch 6025, Loss: 38.8158\n",
"Epoch 6026, Loss: 8.7018\n",
"Epoch 6027, Loss: 25.6773\n",
"Epoch 6028, Loss: 24.1092\n",
"Epoch 6029, Loss: 40.5395\n",
"Epoch 6030, Loss: 19.9994\n",
"Epoch 6031, Loss: 9.9546\n",
"Epoch 6032, Loss: 19.1464\n",
"Epoch 6033, Loss: 45.1689\n",
"Epoch 6034, Loss: 4.3652\n",
"Epoch 6035, Loss: 25.8797\n",
"Epoch 6036, Loss: 14.1876\n",
"Epoch 6037, Loss: 35.8379\n",
"Epoch 6038, Loss: 23.4485\n",
"Epoch 6039, Loss: 4.7426\n",
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"Epoch 6412, Loss: 19.5034\n",
"Epoch 6413, Loss: 8.9365\n",
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"Epoch 6429, Loss: 12.0185\n",
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"Epoch 6432, Loss: 33.5529\n",
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"Epoch 6435, Loss: 23.7755\n",
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"Epoch 6513, Loss: 18.9923\n",
"Epoch 6514, Loss: 22.6137\n",
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"Epoch 6911, Loss: 9.0445\n",
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"Epoch 6913, Loss: 21.1497\n",
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"Epoch 6931, Loss: 18.3906\n",
"Epoch 6932, Loss: 10.6242\n",
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"Epoch 7012, Loss: 16.7882\n",
"Epoch 7013, Loss: 21.4204\n",
"Epoch 7014, Loss: 13.7585\n",
"Epoch 7015, Loss: 22.9825\n",
"Epoch 7016, Loss: 6.4018\n",
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"Epoch 7018, Loss: 36.4805\n",
"Epoch 7019, Loss: 51.8690\n",
"Epoch 7020, Loss: 31.9374\n",
"Epoch 7021, Loss: 8.1664\n",
"Epoch 7022, Loss: 30.6502\n",
"Epoch 7023, Loss: 23.9243\n",
"Epoch 7024, Loss: 22.9815\n",
"Epoch 7025, Loss: 8.4584\n",
"Epoch 7026, Loss: 9.2983\n",
"Epoch 7027, Loss: 15.7395\n",
"Epoch 7028, Loss: 7.8095\n",
"Epoch 7029, Loss: 19.5587\n",
"Epoch 7030, Loss: 29.2687\n",
"Epoch 7031, Loss: 22.9569\n",
"Epoch 7032, Loss: 28.4494\n",
"Epoch 7033, Loss: 15.9303\n",
"Epoch 7034, Loss: 20.0893\n",
"Epoch 7035, Loss: 13.3009\n",
"Epoch 7036, Loss: 25.1770\n",
"Epoch 7037, Loss: 5.4431\n",
"Epoch 7038, Loss: 11.2317\n",
"Epoch 7039, Loss: 48.5229\n",
"Epoch 7040, Loss: 10.1974\n",
"Epoch 7041, Loss: 8.6972\n",
"Epoch 7042, Loss: 17.1910\n",
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"Epoch 7044, Loss: 12.0127\n",
"Epoch 7045, Loss: 12.2684\n",
"Epoch 7046, Loss: 36.0326\n",
"Epoch 7047, Loss: 33.2765\n",
"Epoch 7048, Loss: 18.8991\n",
"Epoch 7049, Loss: 27.1234\n",
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"Epoch 7051, Loss: 16.5661\n",
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"Epoch 7061, Loss: 6.3451\n",
"Epoch 7062, Loss: 31.0979\n",
"Epoch 7063, Loss: 16.9111\n",
"Epoch 7064, Loss: 29.2904\n",
"Epoch 7065, Loss: 17.0702\n",
"Epoch 7066, Loss: 13.4917\n",
"Epoch 7067, Loss: 22.9124\n",
"Epoch 7068, Loss: 21.1434\n",
"Epoch 7069, Loss: 39.6913\n",
"Epoch 7070, Loss: 12.6594\n",
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"Epoch 7072, Loss: 35.3307\n",
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"Epoch 7076, Loss: 34.9248\n",
"Epoch 7077, Loss: 42.6987\n",
"Epoch 7078, Loss: 23.9693\n",
"Epoch 7079, Loss: 35.1508\n",
"Epoch 7080, Loss: 6.5679\n",
"Epoch 7081, Loss: 4.8965\n",
"Epoch 7082, Loss: 8.0650\n",
"Epoch 7083, Loss: 11.4403\n",
"Epoch 7084, Loss: 25.2897\n",
"Epoch 7085, Loss: 10.9388\n",
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"Epoch 7089, Loss: 6.2386\n",
"Epoch 7090, Loss: 4.1182\n",
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"Epoch 7092, Loss: 27.8078\n",
"Epoch 7093, Loss: 21.2938\n",
"Epoch 7094, Loss: 3.3212\n",
"Epoch 7095, Loss: 21.6209\n",
"Epoch 7096, Loss: 33.4145\n",
"Epoch 7097, Loss: 19.0704\n",
"Epoch 7098, Loss: 25.1411\n",
"Epoch 7099, Loss: 13.5036\n",
"Epoch 7100, Loss: 69.2544\n",
"Epoch 7101, Loss: 58.6626\n",
"Epoch 7102, Loss: 14.6397\n",
"Epoch 7103, Loss: 5.6720\n",
"Epoch 7104, Loss: 21.1074\n",
"Epoch 7105, Loss: 10.6509\n",
"Epoch 7106, Loss: 17.7257\n",
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"Epoch 7109, Loss: 25.1748\n",
"Epoch 7110, Loss: 1.0345\n",
"Epoch 7111, Loss: 32.0839\n",
"Epoch 7112, Loss: 21.2514\n",
"Epoch 7113, Loss: 11.8752\n",
"Epoch 7114, Loss: 24.0721\n",
"Epoch 7115, Loss: 20.3244\n",
"Epoch 7116, Loss: 7.9080\n",
"Epoch 7117, Loss: 47.6479\n",
"Epoch 7118, Loss: 27.4872\n",
"Epoch 7119, Loss: 24.0515\n",
"Epoch 7120, Loss: 18.0768\n",
"Epoch 7121, Loss: 6.5099\n",
"Epoch 7122, Loss: 33.9957\n",
"Epoch 7123, Loss: 34.5194\n",
"Epoch 7124, Loss: 7.2314\n",
"Epoch 7125, Loss: 56.8754\n",
"Epoch 7126, Loss: 22.5692\n",
"Epoch 7127, Loss: 14.7158\n",
"Epoch 7128, Loss: 58.2422\n",
"Epoch 7129, Loss: 13.2719\n",
"Epoch 7130, Loss: 6.7105\n",
"Epoch 7131, Loss: 10.9160\n",
"Epoch 7132, Loss: 10.7308\n",
"Epoch 7133, Loss: 32.5154\n",
"Epoch 7134, Loss: 25.2551\n",
"Epoch 7135, Loss: 1.2758\n",
"Epoch 7136, Loss: 10.0781\n",
"Epoch 7137, Loss: 10.3174\n",
"Epoch 7138, Loss: 22.1235\n",
"Epoch 7139, Loss: 35.8131\n",
"Epoch 7140, Loss: 14.2319\n",
"Epoch 7141, Loss: 2.9659\n",
"Epoch 7142, Loss: 3.5000\n",
"Epoch 7143, Loss: 20.6390\n",
"Epoch 7144, Loss: 19.0097\n",
"Epoch 7145, Loss: 5.4940\n",
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"Epoch 7147, Loss: 13.0563\n",
"Epoch 7148, Loss: 66.7554\n",
"Epoch 7149, Loss: 19.6954\n",
"Epoch 7150, Loss: 23.8462\n",
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"Epoch 7152, Loss: 65.8945\n",
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"Epoch 7154, Loss: 18.7670\n",
"Epoch 7155, Loss: 24.5171\n",
"Epoch 7156, Loss: 10.7572\n",
"Epoch 7157, Loss: 2.6539\n",
"Epoch 7158, Loss: 47.3836\n",
"Epoch 7159, Loss: 21.0750\n",
"Epoch 7160, Loss: 3.5275\n",
"Epoch 7161, Loss: 14.5991\n",
"Epoch 7162, Loss: 4.5175\n",
"Epoch 7163, Loss: 3.2331\n",
"Epoch 7164, Loss: 16.7109\n",
"Epoch 7165, Loss: 27.5266\n",
"Epoch 7166, Loss: 10.9195\n",
"Epoch 7167, Loss: 20.2892\n",
"Epoch 7168, Loss: 8.3433\n",
"Epoch 7169, Loss: 31.0938\n",
"Epoch 7170, Loss: 19.9809\n",
"Epoch 7171, Loss: 12.0365\n",
"Epoch 7172, Loss: 4.7557\n",
"Epoch 7173, Loss: 7.1102\n",
"Epoch 7174, Loss: 6.8533\n",
"Epoch 7175, Loss: 20.3012\n",
"Epoch 7176, Loss: 20.6857\n",
"Epoch 7177, Loss: 16.6868\n",
"Epoch 7178, Loss: 23.4920\n",
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"Epoch 7180, Loss: 32.6184\n",
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"Epoch 7183, Loss: 6.1789\n",
"Epoch 7184, Loss: 4.3260\n",
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"Epoch 7186, Loss: 41.2058\n",
"Epoch 7187, Loss: 8.7402\n",
"Epoch 7188, Loss: 22.7658\n",
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"Epoch 7190, Loss: 25.5339\n",
"Epoch 7191, Loss: 13.7643\n",
"Epoch 7192, Loss: 13.4243\n",
"Epoch 7193, Loss: 6.1744\n",
"Epoch 7194, Loss: 20.5527\n",
"Epoch 7195, Loss: 23.8954\n",
"Epoch 7196, Loss: 22.6659\n",
"Epoch 7197, Loss: 26.7443\n",
"Epoch 7198, Loss: 9.5002\n",
"Epoch 7199, Loss: 57.1161\n",
"Epoch 7200, Loss: 37.4580\n",
"Epoch 7201, Loss: 34.0622\n",
"Epoch 7202, Loss: 10.4924\n",
"Epoch 7203, Loss: 15.5932\n",
"Epoch 7204, Loss: 55.7906\n",
"Epoch 7205, Loss: 19.0915\n",
"Epoch 7206, Loss: 47.8234\n",
"Epoch 7207, Loss: 7.1585\n",
"Epoch 7208, Loss: 15.8902\n",
"Epoch 7209, Loss: 18.5650\n",
"Epoch 7210, Loss: 52.3500\n",
"Epoch 7211, Loss: 19.8411\n",
"Epoch 7212, Loss: 10.4129\n",
"Epoch 7213, Loss: 16.6264\n",
"Epoch 7214, Loss: 7.0329\n",
"Epoch 7215, Loss: 23.6541\n",
"Epoch 7216, Loss: 43.1049\n",
"Epoch 7217, Loss: 7.8395\n",
"Epoch 7218, Loss: 19.2563\n",
"Epoch 7219, Loss: 23.3642\n",
"Epoch 7220, Loss: 34.6178\n",
"Epoch 7221, Loss: 10.1908\n",
"Epoch 7222, Loss: 19.6538\n",
"Epoch 7223, Loss: 32.0681\n",
"Epoch 7224, Loss: 25.7790\n",
"Epoch 7225, Loss: 14.5426\n",
"Epoch 7226, Loss: 18.5723\n",
"Epoch 7227, Loss: 11.0038\n",
"Epoch 7228, Loss: 25.0448\n",
"Epoch 7229, Loss: 5.5924\n",
"Epoch 7230, Loss: 3.2705\n",
"Epoch 7231, Loss: 37.4558\n",
"Epoch 7232, Loss: 31.3329\n",
"Epoch 7233, Loss: 23.0314\n",
"Epoch 7234, Loss: 3.1103\n",
"Epoch 7235, Loss: 10.4394\n",
"Epoch 7236, Loss: 16.4237\n",
"Epoch 7237, Loss: 8.4848\n",
"Epoch 7238, Loss: 12.3195\n",
"Epoch 7239, Loss: 20.1683\n",
"Epoch 7240, Loss: 4.1290\n",
"Epoch 7241, Loss: 8.1390\n",
"Epoch 7242, Loss: 12.8107\n",
"Epoch 7243, Loss: 31.7555\n",
"Epoch 7244, Loss: 21.7587\n",
"Epoch 7245, Loss: 55.1408\n",
"Epoch 7246, Loss: 11.0466\n",
"Epoch 7247, Loss: 20.4290\n",
"Epoch 7248, Loss: 8.3565\n",
"Epoch 7249, Loss: 20.2877\n",
"Epoch 7250, Loss: 4.2429\n",
"Epoch 7251, Loss: 43.8299\n",
"Epoch 7252, Loss: 17.8445\n",
"Epoch 7253, Loss: 6.7392\n",
"Epoch 7254, Loss: 6.4245\n",
"Epoch 7255, Loss: 5.7225\n",
"Epoch 7256, Loss: 9.6582\n",
"Epoch 7257, Loss: 31.7132\n",
"Epoch 7258, Loss: 11.6019\n",
"Epoch 7259, Loss: 34.4497\n",
"Epoch 7260, Loss: 40.8275\n",
"Epoch 7261, Loss: 53.4461\n",
"Epoch 7262, Loss: 5.0899\n",
"Epoch 7263, Loss: 6.4451\n",
"Epoch 7264, Loss: 21.4034\n",
"Epoch 7265, Loss: 23.4333\n",
"Epoch 7266, Loss: 15.7596\n",
"Epoch 7267, Loss: 7.5272\n",
"Epoch 7268, Loss: 16.3347\n",
"Epoch 7269, Loss: 6.8071\n",
"Epoch 7270, Loss: 8.9860\n",
"Epoch 7271, Loss: 26.2396\n",
"Epoch 7272, Loss: 13.0571\n",
"Epoch 7273, Loss: 16.5955\n",
"Epoch 7274, Loss: 69.0787\n",
"Epoch 7275, Loss: 13.1670\n",
"Epoch 7276, Loss: 12.5183\n",
"Epoch 7277, Loss: 42.9930\n",
"Epoch 7278, Loss: 18.8910\n",
"Epoch 7279, Loss: 7.6414\n",
"Epoch 7280, Loss: 12.0597\n",
"Epoch 7281, Loss: 26.7940\n",
"Epoch 7282, Loss: 10.4960\n",
"Epoch 7283, Loss: 20.9955\n",
"Epoch 7284, Loss: 11.0119\n",
"Epoch 7285, Loss: 21.9308\n",
"Epoch 7286, Loss: 16.8102\n",
"Epoch 7287, Loss: 7.4328\n",
"Epoch 7288, Loss: 17.1994\n",
"Epoch 7289, Loss: 8.3216\n",
"Epoch 7290, Loss: 9.5220\n",
"Epoch 7291, Loss: 6.3979\n",
"Epoch 7292, Loss: 3.2677\n",
"Epoch 7293, Loss: 13.6606\n",
"Epoch 7294, Loss: 9.9093\n",
"Epoch 7295, Loss: 15.6768\n",
"Epoch 7296, Loss: 15.6736\n",
"Epoch 7297, Loss: 21.4165\n",
"Epoch 7298, Loss: 8.9278\n",
"Epoch 7299, Loss: 18.4104\n",
"Epoch 7300, Loss: 14.0141\n",
"Epoch 7301, Loss: 15.8907\n",
"Epoch 7302, Loss: 11.2403\n",
"Epoch 7303, Loss: 8.5087\n",
"Epoch 7304, Loss: 20.1218\n",
"Epoch 7305, Loss: 44.6861\n",
"Epoch 7306, Loss: 7.9690\n",
"Epoch 7307, Loss: 4.2392\n",
"Epoch 7308, Loss: 70.0727\n",
"Epoch 7309, Loss: 25.3047\n",
"Epoch 7310, Loss: 26.3481\n",
"Epoch 7311, Loss: 18.2557\n",
"Epoch 7312, Loss: 22.3202\n",
"Epoch 7313, Loss: 5.5284\n",
"Epoch 7314, Loss: 18.8705\n",
"Epoch 7315, Loss: 49.4558\n",
"Epoch 7316, Loss: 4.5347\n",
"Epoch 7317, Loss: 9.3269\n",
"Epoch 7318, Loss: 52.4833\n",
"Epoch 7319, Loss: 7.7173\n",
"Epoch 7320, Loss: 13.9477\n",
"Epoch 7321, Loss: 8.8316\n",
"Epoch 7322, Loss: 18.1045\n",
"Epoch 7323, Loss: 11.4809\n",
"Epoch 7324, Loss: 24.0465\n",
"Epoch 7325, Loss: 10.0946\n",
"Epoch 7326, Loss: 38.7986\n",
"Epoch 7327, Loss: 13.0177\n",
"Epoch 7328, Loss: 35.1708\n",
"Epoch 7329, Loss: 13.7365\n",
"Epoch 7330, Loss: 28.2941\n",
"Epoch 7331, Loss: 13.8813\n",
"Epoch 7332, Loss: 18.2244\n",
"Epoch 7333, Loss: 9.4363\n",
"Epoch 7334, Loss: 5.3512\n",
"Epoch 7335, Loss: 11.8000\n",
"Epoch 7336, Loss: 41.3571\n",
"Epoch 7337, Loss: 12.8778\n",
"Epoch 7338, Loss: 14.3201\n",
"Epoch 7339, Loss: 11.0072\n",
"Epoch 7340, Loss: 12.4507\n",
"Epoch 7341, Loss: 10.9524\n",
"Epoch 7342, Loss: 11.6623\n",
"Epoch 7343, Loss: 14.2830\n",
"Epoch 7344, Loss: 9.4984\n",
"Epoch 7345, Loss: 19.4943\n",
"Epoch 7346, Loss: 36.4860\n",
"Epoch 7347, Loss: 24.3048\n",
"Epoch 7348, Loss: 8.2503\n",
"Epoch 7349, Loss: 4.5218\n",
"Epoch 7350, Loss: 12.3949\n",
"Epoch 7351, Loss: 13.2954\n",
"Epoch 7352, Loss: 5.6004\n",
"Epoch 7353, Loss: 26.7420\n",
"Epoch 7354, Loss: 14.9617\n",
"Epoch 7355, Loss: 16.1954\n",
"Epoch 7356, Loss: 18.3110\n",
"Epoch 7357, Loss: 10.1820\n",
"Epoch 7358, Loss: 26.4755\n",
"Epoch 7359, Loss: 5.8513\n",
"Epoch 7360, Loss: 10.7259\n",
"Epoch 7361, Loss: 2.3269\n",
"Epoch 7362, Loss: 13.1765\n",
"Epoch 7363, Loss: 3.3599\n",
"Epoch 7364, Loss: 35.5402\n",
"Epoch 7365, Loss: 1.7866\n",
"Epoch 7366, Loss: 22.8955\n",
"Epoch 7367, Loss: 18.4890\n",
"Epoch 7368, Loss: 10.0008\n",
"Epoch 7369, Loss: 2.0391\n",
"Epoch 7370, Loss: 23.9402\n",
"Epoch 7371, Loss: 38.3726\n",
"Epoch 7372, Loss: 24.9296\n",
"Epoch 7373, Loss: 2.4448\n",
"Epoch 7374, Loss: 43.7467\n",
"Epoch 7375, Loss: 24.4126\n",
"Epoch 7376, Loss: 7.8661\n",
"Epoch 7377, Loss: 7.9258\n",
"Epoch 7378, Loss: 23.1422\n",
"Epoch 7379, Loss: 9.9673\n",
"Epoch 7380, Loss: 7.7621\n",
"Epoch 7381, Loss: 15.0864\n",
"Epoch 7382, Loss: 2.9586\n",
"Epoch 7383, Loss: 5.2889\n",
"Epoch 7384, Loss: 11.6194\n",
"Epoch 7385, Loss: 25.7375\n",
"Epoch 7386, Loss: 5.8499\n",
"Epoch 7387, Loss: 28.9392\n",
"Epoch 7388, Loss: 24.7372\n",
"Epoch 7389, Loss: 21.7679\n",
"Epoch 7390, Loss: 32.9470\n",
"Epoch 7391, Loss: 9.6643\n",
"Epoch 7392, Loss: 9.4661\n",
"Epoch 7393, Loss: 9.4917\n",
"Epoch 7394, Loss: 6.2011\n",
"Epoch 7395, Loss: 48.3140\n",
"Epoch 7396, Loss: 7.8646\n",
"Epoch 7397, Loss: 13.3245\n",
"Epoch 7398, Loss: 12.4779\n",
"Epoch 7399, Loss: 6.7488\n",
"Epoch 7400, Loss: 13.9091\n",
"Epoch 7401, Loss: 6.0948\n",
"Epoch 7402, Loss: 6.2012\n",
"Epoch 7403, Loss: 27.5862\n",
"Epoch 7404, Loss: 25.6700\n",
"Epoch 7405, Loss: 12.8920\n",
"Epoch 7406, Loss: 11.7401\n",
"Epoch 7407, Loss: 10.3415\n",
"Epoch 7408, Loss: 9.9234\n",
"Epoch 7409, Loss: 23.6802\n",
"Epoch 7410, Loss: 21.0722\n",
"Epoch 7411, Loss: 23.2718\n",
"Epoch 7412, Loss: 5.2781\n",
"Epoch 7413, Loss: 21.6431\n",
"Epoch 7414, Loss: 6.7252\n",
"Epoch 7415, Loss: 19.8335\n",
"Epoch 7416, Loss: 2.9193\n",
"Epoch 7417, Loss: 7.5464\n",
"Epoch 7418, Loss: 16.4691\n",
"Epoch 7419, Loss: 35.2937\n",
"Epoch 7420, Loss: 15.3232\n",
"Epoch 7421, Loss: 27.8623\n",
"Epoch 7422, Loss: 4.7212\n",
"Epoch 7423, Loss: 16.2663\n",
"Epoch 7424, Loss: 11.1448\n",
"Epoch 7425, Loss: 7.1004\n",
"Epoch 7426, Loss: 31.7596\n",
"Epoch 7427, Loss: 20.9133\n",
"Epoch 7428, Loss: 6.0685\n",
"Epoch 7429, Loss: 13.1419\n",
"Epoch 7430, Loss: 22.9798\n",
"Epoch 7431, Loss: 13.9510\n",
"Epoch 7432, Loss: 16.2772\n",
"Epoch 7433, Loss: 14.1967\n",
"Epoch 7434, Loss: 21.2600\n",
"Epoch 7435, Loss: 10.7440\n",
"Epoch 7436, Loss: 41.2857\n",
"Epoch 7437, Loss: 7.3628\n",
"Epoch 7438, Loss: 8.9167\n",
"Epoch 7439, Loss: 11.4421\n",
"Epoch 7440, Loss: 8.6996\n",
"Epoch 7441, Loss: 16.5233\n",
"Epoch 7442, Loss: 14.2200\n",
"Epoch 7443, Loss: 9.1223\n",
"Epoch 7444, Loss: 47.2122\n",
"Epoch 7445, Loss: 15.4218\n",
"Epoch 7446, Loss: 30.7250\n",
"Epoch 7447, Loss: 5.3453\n",
"Epoch 7448, Loss: 9.7112\n",
"Epoch 7449, Loss: 5.8696\n",
"Epoch 7450, Loss: 23.8924\n",
"Epoch 7451, Loss: 35.3153\n",
"Epoch 7452, Loss: 27.8650\n",
"Epoch 7453, Loss: 7.7365\n",
"Epoch 7454, Loss: 6.2598\n",
"Epoch 7455, Loss: 5.5489\n",
"Epoch 7456, Loss: 27.3484\n",
"Epoch 7457, Loss: 57.5099\n",
"Epoch 7458, Loss: 15.1171\n",
"Epoch 7459, Loss: 21.0661\n",
"Epoch 7460, Loss: 25.9056\n",
"Epoch 7461, Loss: 16.1610\n",
"Epoch 7462, Loss: 12.5007\n",
"Epoch 7463, Loss: 6.2965\n",
"Epoch 7464, Loss: 7.2733\n",
"Epoch 7465, Loss: 6.1094\n",
"Epoch 7466, Loss: 17.5322\n",
"Epoch 7467, Loss: 4.3703\n",
"Epoch 7468, Loss: 13.1569\n",
"Epoch 7469, Loss: 25.9174\n",
"Epoch 7470, Loss: 12.5700\n",
"Epoch 7471, Loss: 46.8525\n",
"Epoch 7472, Loss: 5.3220\n",
"Epoch 7473, Loss: 12.1009\n",
"Epoch 7474, Loss: 13.5692\n",
"Epoch 7475, Loss: 30.0494\n",
"Epoch 7476, Loss: 30.3126\n",
"Epoch 7477, Loss: 26.1611\n",
"Epoch 7478, Loss: 9.2109\n",
"Epoch 7479, Loss: 10.1021\n",
"Epoch 7480, Loss: 25.2387\n",
"Epoch 7481, Loss: 45.2779\n",
"Epoch 7482, Loss: 20.4559\n",
"Epoch 7483, Loss: 13.3884\n",
"Epoch 7484, Loss: 10.2189\n",
"Epoch 7485, Loss: 11.9778\n",
"Epoch 7486, Loss: 8.7536\n",
"Epoch 7487, Loss: 17.6622\n",
"Epoch 7488, Loss: 10.8202\n",
"Epoch 7489, Loss: 6.6256\n",
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"Epoch 7711, Loss: 29.1072\n",
"Epoch 7712, Loss: 3.6270\n",
"Epoch 7713, Loss: 9.3174\n",
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"Epoch 7812, Loss: 14.2062\n",
"Epoch 7813, Loss: 20.1954\n",
"Epoch 7814, Loss: 8.9627\n",
"Epoch 7815, Loss: 11.8517\n",
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"Epoch 7827, Loss: 4.4129\n",
"Epoch 7828, Loss: 5.6815\n",
"Epoch 7829, Loss: 7.9854\n",
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"Epoch 7831, Loss: 26.5902\n",
"Epoch 7832, Loss: 43.2136\n",
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"Epoch 7911, Loss: 9.4872\n",
"Epoch 7912, Loss: 10.3645\n",
"Epoch 7913, Loss: 13.6290\n",
"Epoch 7914, Loss: 28.1752\n",
"Epoch 7915, Loss: 26.6204\n",
"Epoch 7916, Loss: 9.2235\n",
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"Epoch 7932, Loss: 8.8800\n",
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"Epoch 8210, Loss: 7.9883\n",
"Epoch 8211, Loss: 18.2688\n",
"Epoch 8212, Loss: 6.5452\n",
"Epoch 8213, Loss: 29.7026\n",
"Epoch 8214, Loss: 7.4908\n",
"Epoch 8215, Loss: 18.3468\n",
"Epoch 8216, Loss: 5.4540\n",
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"Epoch 8218, Loss: 10.8003\n",
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"Epoch 8220, Loss: 15.4753\n",
"Epoch 8221, Loss: 33.1205\n",
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"Epoch 8224, Loss: 9.8180\n",
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"Epoch 8229, Loss: 6.8099\n",
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"Epoch 8231, Loss: 4.5283\n",
"Epoch 8232, Loss: 13.9048\n",
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"Epoch 8261, Loss: 10.2169\n",
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"Epoch 8264, Loss: 12.3016\n",
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"Epoch 8269, Loss: 6.0240\n",
"Epoch 8270, Loss: 16.4908\n",
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"Epoch 8272, Loss: 9.9540\n",
"Epoch 8273, Loss: 11.0958\n",
"Epoch 8274, Loss: 10.3652\n",
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"Epoch 8276, Loss: 19.7598\n",
"Epoch 8277, Loss: 16.7196\n",
"Epoch 8278, Loss: 14.5498\n",
"Epoch 8279, Loss: 8.6604\n",
"Epoch 8280, Loss: 4.8506\n",
"Epoch 8281, Loss: 33.8614\n",
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"Epoch 8293, Loss: 38.0937\n",
"Epoch 8294, Loss: 8.4502\n",
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"Epoch 8299, Loss: 10.6013\n",
"Epoch 8300, Loss: 28.4589\n",
"Epoch 8301, Loss: 31.2291\n",
"Epoch 8302, Loss: 14.8280\n",
"Epoch 8303, Loss: 4.8305\n",
"Epoch 8304, Loss: 12.1412\n",
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"Epoch 8308, Loss: 4.1778\n",
"Epoch 8309, Loss: 4.9079\n",
"Epoch 8310, Loss: 28.3507\n",
"Epoch 8311, Loss: 29.1232\n",
"Epoch 8312, Loss: 9.5558\n",
"Epoch 8313, Loss: 16.9324\n",
"Epoch 8314, Loss: 13.9438\n",
"Epoch 8315, Loss: 24.9842\n",
"Epoch 8316, Loss: 4.5874\n",
"Epoch 8317, Loss: 11.7191\n",
"Epoch 8318, Loss: 5.9506\n",
"Epoch 8319, Loss: 13.4514\n",
"Epoch 8320, Loss: 11.8497\n",
"Epoch 8321, Loss: 13.7824\n",
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"Epoch 8323, Loss: 11.1482\n",
"Epoch 8324, Loss: 8.8115\n",
"Epoch 8325, Loss: 5.2525\n",
"Epoch 8326, Loss: 4.9456\n",
"Epoch 8327, Loss: 13.5671\n",
"Epoch 8328, Loss: 8.2972\n",
"Epoch 8329, Loss: 6.2721\n",
"Epoch 8330, Loss: 3.2984\n",
"Epoch 8331, Loss: 10.4415\n",
"Epoch 8332, Loss: 15.0894\n",
"Epoch 8333, Loss: 12.9338\n",
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"Epoch 8339, Loss: 15.8523\n",
"Epoch 8340, Loss: 13.7090\n",
"Epoch 8341, Loss: 8.3574\n",
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"Epoch 8343, Loss: 20.7058\n",
"Epoch 8344, Loss: 11.1111\n",
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"Epoch 8347, Loss: 4.4181\n",
"Epoch 8348, Loss: 1.5097\n",
"Epoch 8349, Loss: 4.9931\n",
"Epoch 8350, Loss: 15.0896\n",
"Epoch 8351, Loss: 2.9986\n",
"Epoch 8352, Loss: 12.4372\n",
"Epoch 8353, Loss: 31.2208\n",
"Epoch 8354, Loss: 13.9701\n",
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"Epoch 8356, Loss: 13.3241\n",
"Epoch 8357, Loss: 28.6227\n",
"Epoch 8358, Loss: 11.9637\n",
"Epoch 8359, Loss: 4.2200\n",
"Epoch 8360, Loss: 21.7302\n",
"Epoch 8361, Loss: 7.8591\n",
"Epoch 8362, Loss: 5.9970\n",
"Epoch 8363, Loss: 7.5331\n",
"Epoch 8364, Loss: 3.1547\n",
"Epoch 8365, Loss: 7.1704\n",
"Epoch 8366, Loss: 8.2176\n",
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"Epoch 8368, Loss: 6.4441\n",
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"Epoch 8370, Loss: 7.7942\n",
"Epoch 8371, Loss: 13.1210\n",
"Epoch 8372, Loss: 16.6753\n",
"Epoch 8373, Loss: 7.6376\n",
"Epoch 8374, Loss: 26.0928\n",
"Epoch 8375, Loss: 15.6181\n",
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"Epoch 8378, Loss: 32.7313\n",
"Epoch 8379, Loss: 2.6087\n",
"Epoch 8380, Loss: 13.6415\n",
"Epoch 8381, Loss: 13.2515\n",
"Epoch 8382, Loss: 11.9717\n",
"Epoch 8383, Loss: 8.6337\n",
"Epoch 8384, Loss: 1.3132\n",
"Epoch 8385, Loss: 3.4805\n",
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"Epoch 8387, Loss: 57.6691\n",
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"Epoch 8394, Loss: 20.2578\n",
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"Epoch 8396, Loss: 18.4256\n",
"Epoch 8397, Loss: 18.1044\n",
"Epoch 8398, Loss: 11.3494\n",
"Epoch 8399, Loss: 7.6555\n",
"Epoch 8400, Loss: 32.4093\n",
"Epoch 8401, Loss: 8.0711\n",
"Epoch 8402, Loss: 12.0713\n",
"Epoch 8403, Loss: 3.2231\n",
"Epoch 8404, Loss: 6.7899\n",
"Epoch 8405, Loss: 9.5229\n",
"Epoch 8406, Loss: 6.2906\n",
"Epoch 8407, Loss: 3.3575\n",
"Epoch 8408, Loss: 8.9453\n",
"Epoch 8409, Loss: 13.8483\n",
"Epoch 8410, Loss: 7.6595\n",
"Epoch 8411, Loss: 11.6168\n",
"Epoch 8412, Loss: 17.1595\n",
"Epoch 8413, Loss: 5.6832\n",
"Epoch 8414, Loss: 12.8801\n",
"Epoch 8415, Loss: 14.3910\n",
"Epoch 8416, Loss: 19.9557\n",
"Epoch 8417, Loss: 16.6077\n",
"Epoch 8418, Loss: 7.6442\n",
"Epoch 8419, Loss: 9.3426\n",
"Epoch 8420, Loss: 10.0602\n",
"Epoch 8421, Loss: 22.5017\n",
"Epoch 8422, Loss: 18.5667\n",
"Epoch 8423, Loss: 11.5191\n",
"Epoch 8424, Loss: 9.0006\n",
"Epoch 8425, Loss: 5.0748\n",
"Epoch 8426, Loss: 2.9304\n",
"Epoch 8427, Loss: 14.4081\n",
"Epoch 8428, Loss: 5.3482\n",
"Epoch 8429, Loss: 28.5474\n",
"Epoch 8430, Loss: 11.5612\n",
"Epoch 8431, Loss: 20.3578\n",
"Epoch 8432, Loss: 2.8732\n",
"Epoch 8433, Loss: 10.0255\n",
"Epoch 8434, Loss: 1.3164\n",
"Epoch 8435, Loss: 1.0979\n",
"Epoch 8436, Loss: 8.2865\n",
"Epoch 8437, Loss: 16.5204\n",
"Epoch 8438, Loss: 4.2674\n",
"Epoch 8439, Loss: 8.0123\n",
"Epoch 8440, Loss: 10.7552\n",
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"Epoch 8610, Loss: 19.2127\n",
"Epoch 8611, Loss: 11.1325\n",
"Epoch 8612, Loss: 10.5566\n",
"Epoch 8613, Loss: 21.1583\n",
"Epoch 8614, Loss: 13.9874\n",
"Epoch 8615, Loss: 23.7740\n",
"Epoch 8616, Loss: 15.5625\n",
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"Epoch 8628, Loss: 11.6133\n",
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"Epoch 8662, Loss: 19.2435\n",
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"Epoch 8665, Loss: 10.0964\n",
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"Epoch 8667, Loss: 2.3150\n",
"Epoch 8668, Loss: 9.4353\n",
"Epoch 8669, Loss: 13.4492\n",
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"Epoch 8681, Loss: 34.7659\n",
"Epoch 8682, Loss: 8.0039\n",
"Epoch 8683, Loss: 4.9015\n",
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"Epoch 8689, Loss: 22.2093\n",
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"Epoch 8699, Loss: 3.3618\n",
"Epoch 8700, Loss: 32.9236\n",
"Epoch 8701, Loss: 21.3225\n",
"Epoch 8702, Loss: 6.6727\n",
"Epoch 8703, Loss: 2.8443\n",
"Epoch 8704, Loss: 31.1235\n",
"Epoch 8705, Loss: 1.7437\n",
"Epoch 8706, Loss: 7.5059\n",
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"Epoch 8708, Loss: 4.8994\n",
"Epoch 8709, Loss: 14.8513\n",
"Epoch 8710, Loss: 12.5852\n",
"Epoch 8711, Loss: 14.3823\n",
"Epoch 8712, Loss: 2.3619\n",
"Epoch 8713, Loss: 2.9648\n",
"Epoch 8714, Loss: 9.2765\n",
"Epoch 8715, Loss: 17.4230\n",
"Epoch 8716, Loss: 19.8397\n",
"Epoch 8717, Loss: 10.9130\n",
"Epoch 8718, Loss: 9.1291\n",
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"Epoch 8720, Loss: 6.8013\n",
"Epoch 8721, Loss: 9.0521\n",
"Epoch 8722, Loss: 16.9941\n",
"Epoch 8723, Loss: 7.2088\n",
"Epoch 8724, Loss: 25.6277\n",
"Epoch 8725, Loss: 8.9610\n",
"Epoch 8726, Loss: 10.3697\n",
"Epoch 8727, Loss: 20.4485\n",
"Epoch 8728, Loss: 8.2371\n",
"Epoch 8729, Loss: 14.6081\n",
"Epoch 8730, Loss: 4.9420\n",
"Epoch 8731, Loss: 11.2931\n",
"Epoch 8732, Loss: 4.0087\n",
"Epoch 8733, Loss: 23.3420\n",
"Epoch 8734, Loss: 3.6196\n",
"Epoch 8735, Loss: 11.8931\n",
"Epoch 8736, Loss: 9.0462\n",
"Epoch 8737, Loss: 1.9382\n",
"Epoch 8738, Loss: 7.3314\n",
"Epoch 8739, Loss: 18.8488\n",
"Epoch 8740, Loss: 3.9571\n",
"Epoch 8741, Loss: 5.4638\n",
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"Epoch 8748, Loss: 9.5405\n",
"Epoch 8749, Loss: 6.9344\n",
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"Epoch 8758, Loss: 19.8260\n",
"Epoch 8759, Loss: 2.6182\n",
"Epoch 8760, Loss: 15.5099\n",
"Epoch 8761, Loss: 22.7096\n",
"Epoch 8762, Loss: 4.6111\n",
"Epoch 8763, Loss: 13.7955\n",
"Epoch 8764, Loss: 7.7402\n",
"Epoch 8765, Loss: 15.7501\n",
"Epoch 8766, Loss: 10.8979\n",
"Epoch 8767, Loss: 7.8089\n",
"Epoch 8768, Loss: 7.9390\n",
"Epoch 8769, Loss: 14.2176\n",
"Epoch 8770, Loss: 3.5391\n",
"Epoch 8771, Loss: 19.7105\n",
"Epoch 8772, Loss: 11.4161\n",
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"Epoch 8776, Loss: 14.1145\n",
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"Epoch 8779, Loss: 19.0438\n",
"Epoch 8780, Loss: 23.7800\n",
"Epoch 8781, Loss: 4.4509\n",
"Epoch 8782, Loss: 12.0460\n",
"Epoch 8783, Loss: 5.8795\n",
"Epoch 8784, Loss: 3.6804\n",
"Epoch 8785, Loss: 1.4608\n",
"Epoch 8786, Loss: 14.6628\n",
"Epoch 8787, Loss: 8.6182\n",
"Epoch 8788, Loss: 9.3945\n",
"Epoch 8789, Loss: 25.2283\n",
"Epoch 8790, Loss: 13.8625\n",
"Epoch 8791, Loss: 5.1304\n",
"Epoch 8792, Loss: 2.9104\n",
"Epoch 8793, Loss: 8.6539\n",
"Epoch 8794, Loss: 10.8903\n",
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"Epoch 8797, Loss: 14.3578\n",
"Epoch 8798, Loss: 13.6412\n",
"Epoch 8799, Loss: 10.3245\n",
"Epoch 8800, Loss: 18.6928\n",
"Epoch 8801, Loss: 2.6476\n",
"Epoch 8802, Loss: 9.5043\n",
"Epoch 8803, Loss: 21.9779\n",
"Epoch 8804, Loss: 5.7138\n",
"Epoch 8805, Loss: 4.5844\n",
"Epoch 8806, Loss: 8.2356\n",
"Epoch 8807, Loss: 10.3109\n",
"Epoch 8808, Loss: 18.1557\n",
"Epoch 8809, Loss: 4.9540\n",
"Epoch 8810, Loss: 5.4269\n",
"Epoch 8811, Loss: 4.8667\n",
"Epoch 8812, Loss: 2.5223\n",
"Epoch 8813, Loss: 16.1906\n",
"Epoch 8814, Loss: 4.4609\n",
"Epoch 8815, Loss: 28.5856\n",
"Epoch 8816, Loss: 16.2380\n",
"Epoch 8817, Loss: 14.7325\n",
"Epoch 8818, Loss: 23.5922\n",
"Epoch 8819, Loss: 2.2353\n",
"Epoch 8820, Loss: 15.7446\n",
"Epoch 8821, Loss: 5.7800\n",
"Epoch 8822, Loss: 21.3778\n",
"Epoch 8823, Loss: 6.1321\n",
"Epoch 8824, Loss: 7.0055\n",
"Epoch 8825, Loss: 9.4843\n",
"Epoch 8826, Loss: 8.8449\n",
"Epoch 8827, Loss: 8.6781\n",
"Epoch 8828, Loss: 8.0234\n",
"Epoch 8829, Loss: 7.7193\n",
"Epoch 8830, Loss: 23.6411\n",
"Epoch 8831, Loss: 6.0038\n",
"Epoch 8832, Loss: 1.6767\n",
"Epoch 8833, Loss: 7.6866\n",
"Epoch 8834, Loss: 4.1096\n",
"Epoch 8835, Loss: 1.0378\n",
"Epoch 8836, Loss: 7.0988\n",
"Epoch 8837, Loss: 6.6383\n",
"Epoch 8838, Loss: 4.9759\n",
"Epoch 8839, Loss: 10.9917\n",
"Epoch 8840, Loss: 1.3104\n",
"Epoch 8841, Loss: 12.6340\n",
"Epoch 8842, Loss: 6.1370\n",
"Epoch 8843, Loss: 14.6974\n",
"Epoch 8844, Loss: 9.8916\n",
"Epoch 8845, Loss: 7.2089\n",
"Epoch 8846, Loss: 9.4919\n",
"Epoch 8847, Loss: 15.2319\n",
"Epoch 8848, Loss: 6.1540\n",
"Epoch 8849, Loss: 9.2606\n",
"Epoch 8850, Loss: 5.9493\n",
"Epoch 8851, Loss: 7.9773\n",
"Epoch 8852, Loss: 10.8406\n",
"Epoch 8853, Loss: 5.9685\n",
"Epoch 8854, Loss: 11.4598\n",
"Epoch 8855, Loss: 7.7274\n",
"Epoch 8856, Loss: 10.6473\n",
"Epoch 8857, Loss: 10.9956\n",
"Epoch 8858, Loss: 3.6014\n",
"Epoch 8859, Loss: 17.3336\n",
"Epoch 8860, Loss: 8.4833\n",
"Epoch 8861, Loss: 9.5370\n",
"Epoch 8862, Loss: 4.5380\n",
"Epoch 8863, Loss: 14.5587\n",
"Epoch 8864, Loss: 7.6784\n",
"Epoch 8865, Loss: 5.2358\n",
"Epoch 8866, Loss: 16.8236\n",
"Epoch 8867, Loss: 1.6495\n",
"Epoch 8868, Loss: 22.0367\n",
"Epoch 8869, Loss: 2.2505\n",
"Epoch 8870, Loss: 21.1499\n",
"Epoch 8871, Loss: 2.6060\n",
"Epoch 8872, Loss: 5.7750\n",
"Epoch 8873, Loss: 5.0114\n",
"Epoch 8874, Loss: 4.9923\n",
"Epoch 8875, Loss: 11.3753\n",
"Epoch 8876, Loss: 7.5591\n",
"Epoch 8877, Loss: 10.4194\n",
"Epoch 8878, Loss: 19.8911\n",
"Epoch 8879, Loss: 14.7592\n",
"Epoch 8880, Loss: 7.5582\n",
"Epoch 8881, Loss: 3.0675\n",
"Epoch 8882, Loss: 7.2673\n",
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"Epoch 8884, Loss: 7.3216\n",
"Epoch 8885, Loss: 1.1407\n",
"Epoch 8886, Loss: 7.0482\n",
"Epoch 8887, Loss: 10.2595\n",
"Epoch 8888, Loss: 1.1631\n",
"Epoch 8889, Loss: 7.3534\n",
"Epoch 8890, Loss: 8.0993\n",
"Epoch 8891, Loss: 8.1071\n",
"Epoch 8892, Loss: 7.8977\n",
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"Epoch 8894, Loss: 3.7626\n",
"Epoch 8895, Loss: 4.8226\n",
"Epoch 8896, Loss: 8.9109\n",
"Epoch 8897, Loss: 6.3812\n",
"Epoch 8898, Loss: 13.9984\n",
"Epoch 8899, Loss: 33.8592\n",
"Epoch 8900, Loss: 1.1932\n",
"Epoch 8901, Loss: 3.0005\n",
"Epoch 8902, Loss: 5.5326\n",
"Epoch 8903, Loss: 1.2735\n",
"Epoch 8904, Loss: 11.4374\n",
"Epoch 8905, Loss: 2.5701\n",
"Epoch 8906, Loss: 12.4340\n",
"Epoch 8907, Loss: 3.1845\n",
"Epoch 8908, Loss: 4.2958\n",
"Epoch 8909, Loss: 6.3921\n",
"Epoch 8910, Loss: 8.3303\n",
"Epoch 8911, Loss: 13.0010\n",
"Epoch 8912, Loss: 2.2991\n",
"Epoch 8913, Loss: 10.2536\n",
"Epoch 8914, Loss: 4.4060\n",
"Epoch 8915, Loss: 16.4205\n",
"Epoch 8916, Loss: 3.2479\n",
"Epoch 8917, Loss: 4.0762\n",
"Epoch 8918, Loss: 1.7664\n",
"Epoch 8919, Loss: 9.6391\n",
"Epoch 8920, Loss: 4.2950\n",
"Epoch 8921, Loss: 9.8991\n",
"Epoch 8922, Loss: 27.2857\n",
"Epoch 8923, Loss: 9.3900\n",
"Epoch 8924, Loss: 3.3057\n",
"Epoch 8925, Loss: 1.8764\n",
"Epoch 8926, Loss: 19.6852\n",
"Epoch 8927, Loss: 2.7036\n",
"Epoch 8928, Loss: 4.0177\n",
"Epoch 8929, Loss: 4.1515\n",
"Epoch 8930, Loss: 8.8763\n",
"Epoch 8931, Loss: 2.2245\n",
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"Epoch 9211, Loss: 12.5670\n",
"Epoch 9212, Loss: 5.7748\n",
"Epoch 9213, Loss: 13.9656\n",
"Epoch 9214, Loss: 0.2721\n",
"Epoch 9215, Loss: 7.1476\n",
"Epoch 9216, Loss: 4.8792\n",
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"Epoch 9219, Loss: 11.1304\n",
"Epoch 9220, Loss: 29.4673\n",
"Epoch 9221, Loss: 19.7838\n",
"Epoch 9222, Loss: 9.5137\n",
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"Epoch 9224, Loss: 4.2414\n",
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"Epoch 9230, Loss: 16.6987\n",
"Epoch 9231, Loss: 5.0908\n",
"Epoch 9232, Loss: 2.6538\n",
"Epoch 9233, Loss: 10.3238\n",
"Epoch 9234, Loss: 2.6219\n",
"Epoch 9235, Loss: 5.8007\n",
"Epoch 9236, Loss: 15.6118\n",
"Epoch 9237, Loss: 16.6681\n",
"Epoch 9238, Loss: 24.6247\n",
"Epoch 9239, Loss: 7.4239\n",
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"Epoch 9250, Loss: 2.2808\n",
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"Epoch 9254, Loss: 4.3092\n",
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"Epoch 9257, Loss: 15.2176\n",
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"Epoch 9259, Loss: 11.6973\n",
"Epoch 9260, Loss: 11.2132\n",
"Epoch 9261, Loss: 9.8126\n",
"Epoch 9262, Loss: 2.2761\n",
"Epoch 9263, Loss: 4.0230\n",
"Epoch 9264, Loss: 4.2354\n",
"Epoch 9265, Loss: 6.3432\n",
"Epoch 9266, Loss: 11.9150\n",
"Epoch 9267, Loss: 3.5121\n",
"Epoch 9268, Loss: 8.3077\n",
"Epoch 9269, Loss: 7.2688\n",
"Epoch 9270, Loss: 5.6611\n",
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"Epoch 9274, Loss: 4.1713\n",
"Epoch 9275, Loss: 23.0925\n",
"Epoch 9276, Loss: 4.4218\n",
"Epoch 9277, Loss: 12.0449\n",
"Epoch 9278, Loss: 8.7681\n",
"Epoch 9279, Loss: 4.7055\n",
"Epoch 9280, Loss: 14.2988\n",
"Epoch 9281, Loss: 4.7874\n",
"Epoch 9282, Loss: 4.7256\n",
"Epoch 9283, Loss: 10.4354\n",
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"Epoch 9285, Loss: 4.3823\n",
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"Epoch 9288, Loss: 2.8367\n",
"Epoch 9289, Loss: 3.2094\n",
"Epoch 9290, Loss: 20.3468\n",
"Epoch 9291, Loss: 16.6978\n",
"Epoch 9292, Loss: 16.1737\n",
"Epoch 9293, Loss: 3.0360\n",
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"Epoch 9297, Loss: 15.5570\n",
"Epoch 9298, Loss: 7.7756\n",
"Epoch 9299, Loss: 13.9788\n",
"Epoch 9300, Loss: 7.4673\n",
"Epoch 9301, Loss: 4.0358\n",
"Epoch 9302, Loss: 7.5892\n",
"Epoch 9303, Loss: 11.0648\n",
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"Epoch 9305, Loss: 8.2803\n",
"Epoch 9306, Loss: 7.0366\n",
"Epoch 9307, Loss: 6.3238\n",
"Epoch 9308, Loss: 3.4571\n",
"Epoch 9309, Loss: 7.3462\n",
"Epoch 9310, Loss: 4.3327\n",
"Epoch 9311, Loss: 12.6566\n",
"Epoch 9312, Loss: 9.8844\n",
"Epoch 9313, Loss: 17.5790\n",
"Epoch 9314, Loss: 6.7153\n",
"Epoch 9315, Loss: 8.7216\n",
"Epoch 9316, Loss: 23.4213\n",
"Epoch 9317, Loss: 2.8358\n",
"Epoch 9318, Loss: 8.8966\n",
"Epoch 9319, Loss: 10.4275\n",
"Epoch 9320, Loss: 9.6384\n",
"Epoch 9321, Loss: 9.9858\n",
"Epoch 9322, Loss: 7.7678\n",
"Epoch 9323, Loss: 2.2747\n",
"Epoch 9324, Loss: 10.0493\n",
"Epoch 9325, Loss: 9.6938\n",
"Epoch 9326, Loss: 8.6519\n",
"Epoch 9327, Loss: 10.3854\n",
"Epoch 9328, Loss: 9.4875\n",
"Epoch 9329, Loss: 12.6278\n",
"Epoch 9330, Loss: 3.3014\n",
"Epoch 9331, Loss: 15.3966\n",
"Epoch 9332, Loss: 14.0692\n",
"Epoch 9333, Loss: 4.4594\n",
"Epoch 9334, Loss: 7.2570\n",
"Epoch 9335, Loss: 6.7119\n",
"Epoch 9336, Loss: 6.0488\n",
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"Epoch 9340, Loss: 4.3072\n",
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"Epoch 9342, Loss: 5.3576\n",
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"Epoch 9344, Loss: 18.4401\n",
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"Epoch 9354, Loss: 15.9470\n",
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"Epoch 9356, Loss: 16.5512\n",
"Epoch 9357, Loss: 6.9510\n",
"Epoch 9358, Loss: 5.4311\n",
"Epoch 9359, Loss: 8.8059\n",
"Epoch 9360, Loss: 10.1172\n",
"Epoch 9361, Loss: 7.0274\n",
"Epoch 9362, Loss: 7.0811\n",
"Epoch 9363, Loss: 10.0918\n",
"Epoch 9364, Loss: 6.6844\n",
"Epoch 9365, Loss: 3.7548\n",
"Epoch 9366, Loss: 2.7729\n",
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"Epoch 9372, Loss: 4.3503\n",
"Epoch 9373, Loss: 1.5478\n",
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"Epoch 9379, Loss: 7.2791\n",
"Epoch 9380, Loss: 6.7301\n",
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"Epoch 9782, Loss: 6.6051\n",
"Epoch 9783, Loss: 13.5418\n",
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"Epoch 9890, Loss: 2.2240\n",
"Epoch 9891, Loss: 9.8260\n",
"Epoch 9892, Loss: 2.2956\n",
"Epoch 9893, Loss: 8.1026\n",
"Epoch 9894, Loss: 4.3670\n",
"Epoch 9895, Loss: 4.1444\n",
"Epoch 9896, Loss: 14.1307\n",
"Epoch 9897, Loss: 8.3997\n",
"Epoch 9898, Loss: 3.2690\n",
"Epoch 9899, Loss: 8.0824\n",
"Epoch 9900, Loss: 9.6756\n",
"Epoch 9901, Loss: 4.6089\n",
"Epoch 9902, Loss: 3.1418\n",
"Epoch 9903, Loss: 9.8473\n",
"Epoch 9904, Loss: 2.2086\n",
"Epoch 9905, Loss: 7.7198\n",
"Epoch 9906, Loss: 4.3798\n",
"Epoch 9907, Loss: 4.1704\n",
"Epoch 9908, Loss: 11.6790\n",
"Epoch 9909, Loss: 6.6405\n",
"Epoch 9910, Loss: 4.8254\n",
"Epoch 9911, Loss: 14.0410\n",
"Epoch 9912, Loss: 3.7970\n",
"Epoch 9913, Loss: 7.3273\n",
"Epoch 9914, Loss: 1.1399\n",
"Epoch 9915, Loss: 6.0655\n",
"Epoch 9916, Loss: 5.0793\n",
"Epoch 9917, Loss: 6.0842\n",
"Epoch 9918, Loss: 13.6182\n",
"Epoch 9919, Loss: 2.4450\n",
"Epoch 9920, Loss: 6.4629\n",
"Epoch 9921, Loss: 4.9959\n",
"Epoch 9922, Loss: 7.4739\n",
"Epoch 9923, Loss: 2.6176\n",
"Epoch 9924, Loss: 7.5028\n",
"Epoch 9925, Loss: 10.3824\n",
"Epoch 9926, Loss: 9.1370\n",
"Epoch 9927, Loss: 2.5629\n",
"Epoch 9928, Loss: 1.8332\n",
"Epoch 9929, Loss: 4.7270\n",
"Epoch 9930, Loss: 14.2169\n",
"Epoch 9931, Loss: 8.6022\n",
"Epoch 9932, Loss: 3.5659\n",
"Epoch 9933, Loss: 2.7382\n",
"Epoch 9934, Loss: 16.4747\n",
"Epoch 9935, Loss: 8.0009\n",
"Epoch 9936, Loss: 5.8674\n",
"Epoch 9937, Loss: 5.7276\n",
"Epoch 9938, Loss: 2.8210\n",
"Epoch 9939, Loss: 4.0073\n",
"Epoch 9940, Loss: 6.6981\n",
"Epoch 9941, Loss: 4.3868\n",
"Epoch 9942, Loss: 3.4017\n",
"Epoch 9943, Loss: 12.1720\n",
"Epoch 9944, Loss: 2.2293\n",
"Epoch 9945, Loss: 4.8891\n",
"Epoch 9946, Loss: 3.1560\n",
"Epoch 9947, Loss: 11.6805\n",
"Epoch 9948, Loss: 2.4451\n",
"Epoch 9949, Loss: 8.3093\n",
"Epoch 9950, Loss: 4.7904\n",
"Epoch 9951, Loss: 7.7883\n",
"Epoch 9952, Loss: 5.4607\n",
"Epoch 9953, Loss: 3.5409\n",
"Epoch 9954, Loss: 2.5366\n",
"Epoch 9955, Loss: 4.9025\n",
"Epoch 9956, Loss: 2.2366\n",
"Epoch 9957, Loss: 3.6742\n",
"Epoch 9958, Loss: 2.9019\n",
"Epoch 9959, Loss: 13.8803\n",
"Epoch 9960, Loss: 4.2894\n",
"Epoch 9961, Loss: 6.9291\n",
"Epoch 9962, Loss: 14.3522\n",
"Epoch 9963, Loss: 2.7437\n",
"Epoch 9964, Loss: 8.7536\n",
"Epoch 9965, Loss: 11.8806\n",
"Epoch 9966, Loss: 13.3153\n",
"Epoch 9967, Loss: 2.5368\n",
"Epoch 9968, Loss: 5.0123\n",
"Epoch 9969, Loss: 7.4356\n",
"Epoch 9970, Loss: 8.3214\n",
"Epoch 9971, Loss: 9.1215\n",
"Epoch 9972, Loss: 4.0780\n",
"Epoch 9973, Loss: 5.9276\n",
"Epoch 9974, Loss: 4.1286\n",
"Epoch 9975, Loss: 7.0832\n",
"Epoch 9976, Loss: 6.2231\n",
"Epoch 9977, Loss: 13.2495\n",
"Epoch 9978, Loss: 4.7409\n",
"Epoch 9979, Loss: 6.0190\n",
"Epoch 9980, Loss: 9.0155\n",
"Epoch 9981, Loss: 10.2627\n",
"Epoch 9982, Loss: 4.5845\n",
"Epoch 9983, Loss: 11.0250\n",
"Epoch 9984, Loss: 1.5071\n",
"Epoch 9985, Loss: 7.0461\n",
"Epoch 9986, Loss: 11.2293\n",
"Epoch 9987, Loss: 8.9678\n",
"Epoch 9988, Loss: 13.1934\n",
"Epoch 9989, Loss: 7.5424\n",
"Epoch 9990, Loss: 5.1538\n",
"Epoch 9991, Loss: 2.8292\n",
"Epoch 9992, Loss: 4.7953\n",
"Epoch 9993, Loss: 7.0434\n",
"Epoch 9994, Loss: 3.9177\n",
"Epoch 9995, Loss: 5.8717\n",
"Epoch 9996, Loss: 2.1530\n",
"Epoch 9997, Loss: 2.0943\n",
"Epoch 9998, Loss: 7.1154\n",
"Epoch 9999, Loss: 8.7871\n",
"Epoch 10000, Loss: 19.3014\n"
]
}
],
"source": [
"# Train the model\n",
"train_model(model, dataloader, optimizer, epochs=10000, scale_factor=1000)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1, Loss: 0.0001\n",
"Epoch 2, Loss: 0.0002\n",
"Epoch 3, Loss: 0.0001\n",
"Epoch 4, Loss: 0.0002\n",
"Epoch 5, Loss: 0.0003\n",
"Epoch 6, Loss: 0.0001\n",
"Epoch 7, Loss: 0.0004\n",
"Epoch 8, Loss: 0.0002\n",
"Epoch 9, Loss: 0.0004\n",
"Epoch 10, Loss: 0.0000\n"
]
}
],
"source": [
"#Additional Training\n",
"model.train()\n",
"train_model(model, dataloader, optimizer, epochs=10, scale_factor=1000)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "ml",
"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": "3.13.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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