深度学习-pytorch-CNN网络(GAP)加上了白噪声 引言 原结构没变,在训练集和测试集加了点高斯噪声,精度仍然良好!😀
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引入包 1 2 3 4 5 6 7 8 import torch.nn as nnimport torch.nn.functional as Fimport numpy as npimport torchfrom torch.utils.data import Datasetimport pandas as pd%matplotlib inline
读入数据集 onehot编码
iloc()函数
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 targetDict = { 109 : torch.Tensor([1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 ]), 122 : torch.Tensor([0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 ]), 135 : torch.Tensor([0 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 ]), 174 : torch.Tensor([0 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 ]), 189 : torch.Tensor([0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 0 ]), 201 : torch.Tensor([0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 0 ]), 213 : torch.Tensor([0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 ]), 226 : torch.Tensor([0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 ]), 238 : torch.Tensor([0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 ]), 97 : torch.Tensor([0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 ]) } output2lable = [torch.Tensor([1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 ]), torch.Tensor([0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 ]), torch.Tensor([0 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 , 0 ]), torch.Tensor([0 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 0 , 0 ]), torch.Tensor([0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 0 , 0 ]), torch.Tensor([0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 , 0 ]), torch.Tensor([0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 , 0 ]), torch.Tensor([0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 , 0 ]), torch.Tensor([0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 , 0 ]), torch.Tensor([0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 0 , 1 ])] print (targetDict[109 ])class bearDataset (Dataset ): """ 数据集演示 """ def __init__ (self, csv_file, dim ): self.dim = dim self.df = pd.read_csv(csv_file) def __len__ (self ): return len (self.df) def __getitem__ (self, idx ): x = torch.tensor( self.df.iloc[idx, 0 :self.dim].values, dtype=torch.float ) x = x.view(1 , 400 ) y = self.df.iloc[idx, 2000 ] y = targetDict[y] return [x, y]
tensor([1., 0., 0., 0., 0., 0., 0., 0., 0., 0.])
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 ds_demo = bearDataset( 'C:/Users/JINTIAN/Desktop/代码/PytorchCode/项目数据集/train.csv' , 400 ) dl = torch.utils.data.DataLoader( ds_demo, batch_size=1000 , shuffle=True , num_workers=0 ) x1, y1 = ds_demo.__getitem__(11 ) print (x1) print (x1.shape) print (y1) idata = iter (dl) x, y = next (idata) print (x)print (x.shape)print (y)print (y.shape)
tensor([[ 0.1037, 0.0555, -0.0096, -0.0547, -0.0682, -0.0524, -0.0179, 0.0238,
0.0661, 0.0935, 0.0918, 0.0409, -0.0225, -0.0880, -0.1535, -0.1640,
-0.1462, -0.0985, -0.0415, -0.0083, 0.0273, 0.0409, 0.0382, 0.0054,
-0.0501, -0.0887, -0.1039, -0.0801, -0.0440, -0.0108, 0.0221, 0.0478,
0.0822, 0.1081, 0.0855, 0.0257, -0.0321, -0.0657, -0.0611, -0.0365,
-0.0177, 0.0048, 0.0332, 0.0684, 0.0951, 0.0903, 0.0463, -0.0211,
-0.0734, -0.0895, -0.0724, -0.0401, -0.0040, 0.0463, 0.0989, 0.1277,
0.1362, 0.1066, 0.0250, -0.0663, -0.1204, -0.1287, -0.0947, -0.0465,
-0.0038, 0.0509, 0.0989, 0.1500, 0.1663, 0.1122, 0.0467, -0.0198,
-0.0565, -0.0590, -0.0482, -0.0350, -0.0244, 0.0083, 0.0446, 0.0732,
0.0565, 0.0046, -0.0486, -0.0862, -0.0665, -0.0342, 0.0002, 0.0323,
0.0515, 0.0968, 0.1145, 0.0912, 0.0515, -0.0131, -0.0434, -0.0467,
-0.0334, 0.0104, 0.0365, 0.0676, 0.0953, 0.1364, 0.1775, 0.1512,
0.0962, 0.0169, -0.0463, -0.0680, -0.0793, -0.0597, -0.0271, 0.0136,
0.0643, 0.0928, 0.0962, 0.0607, 0.0006, -0.0359, -0.0415, -0.0238,
-0.0044, 0.0021, 0.0323, 0.0634, 0.0882, 0.1147, 0.0935, 0.0647,
0.0344, 0.0188, 0.0265, 0.0117, 0.0042, -0.0017, 0.0192, 0.0640,
0.0859, 0.0910, 0.0732, 0.0478, 0.0417, 0.0419, 0.0411, 0.0317,
0.0119, 0.0119, 0.0311, 0.0668, 0.0718, 0.0446, 0.0169, -0.0148,
-0.0154, -0.0169, -0.0165, -0.0125, -0.0008, 0.0509, 0.0933, 0.1318,
0.1400, 0.1026, 0.0630, 0.0342, 0.0323, 0.0213, 0.0044, 0.0021,
0.0225, 0.0584, 0.0857, 0.0966, 0.0695, 0.0321, 0.0094, 0.0119,
0.0250, 0.0204, 0.0179, 0.0390, 0.0774, 0.1187, 0.1381, 0.1145,
0.0638, -0.0031, -0.0365, -0.0307, -0.0238, -0.0052, 0.0136, 0.0613,
0.1254, 0.1519, 0.1490, 0.1099, 0.0522, 0.0271, 0.0213, 0.0029,
-0.0211, -0.0457, -0.0570, -0.0338, 0.0067, 0.0190, -0.0038, -0.0492,
-0.0878, -0.1104, -0.1279, -0.1406, -0.1510, -0.1406, -0.1168, -0.0559,
-0.0077, -0.0255, -0.0839, -0.1636, -0.1807, -0.1823, -0.1802, -0.1356,
-0.1137, -0.0780, -0.0478, -0.0192, -0.0021, -0.0570, -0.0980, -0.1204,
-0.1043, -0.0398, -0.0167, -0.0131, -0.0146, -0.0013, 0.0302, 0.0388,
0.0227, -0.0255, -0.0524, -0.0469, -0.0273, -0.0058, -0.0148, -0.0184,
-0.0104, 0.0244, 0.0695, 0.0862, 0.0899, 0.0613, 0.0492, 0.0726,
0.0682, 0.0584, 0.0403, 0.0355, 0.0749, 0.1233, 0.1594, 0.1212,
0.0584, 0.0407, 0.0494, 0.0784, 0.0993, 0.1118, 0.1064, 0.1043,
0.1172, 0.1181, 0.0991, 0.0688, 0.0524, 0.0513, 0.0668, 0.0776,
0.0505, -0.0002, -0.0273, -0.0150, 0.0255, 0.0611, 0.0609, 0.0355,
0.0240, 0.0365, 0.0401, 0.0338, -0.0163, -0.0757, -0.0816, -0.0513,
0.0058, 0.0409, 0.0478, 0.0330, 0.0202, 0.0267, 0.0046, -0.0426,
-0.0941, -0.1218, -0.1024, -0.0576, -0.0211, -0.0152, -0.0240, -0.0184,
-0.0038, 0.0050, -0.0259, -0.0953, -0.1602, -0.1844, -0.1462, -0.1020,
-0.0720, -0.0471, -0.0188, 0.0332, 0.0736, 0.0755, 0.0067, -0.0897,
-0.1396, -0.1375, -0.0895, -0.0421, -0.0071, 0.0060, 0.0081, 0.0302,
0.0252, -0.0063, -0.0653, -0.1141, -0.1089, -0.0741, -0.0073, 0.0369,
0.0515, 0.0640, 0.0722, 0.0859, 0.0471, -0.0319, -0.1164, -0.1748,
-0.1467, -0.0870, -0.0113, 0.0478, 0.0786, 0.1218, 0.1323, 0.1256,
0.0657, -0.0305, -0.0885, -0.1185, -0.0755, -0.0156, 0.0371, 0.0907,
0.1133, 0.1556, 0.1792, 0.1675, 0.1118, 0.0211, -0.0350, -0.0553,
-0.0229, 0.0181, 0.0294, 0.0486, 0.0826, 0.1285, 0.1287, 0.0832,
0.0363, -0.0113, -0.0096, 0.0357, 0.0962, 0.1425, 0.1508, 0.1658,
0.1727, 0.1621, 0.1273, 0.0713, 0.0288, -0.0054, 0.0021, 0.0309]])
torch.Size([1, 400])
tensor([1., 0., 0., 0., 0., 0., 0., 0., 0., 0.])
tensor([[[ 1.6610e-01, 1.0350e-01, 5.0915e-02, ..., 7.2616e-02,
3.5056e-02, -8.3467e-03]],
[[-4.3403e-02, -2.8796e-02, 4.1733e-04, ..., -6.3017e-02,
-5.2584e-02, -3.5473e-02]],
[[ 3.7613e-01, 3.8844e-01, 4.1869e-01, ..., 3.9324e-01,
4.0346e-01, 4.1911e-01]],
...,
[[ 8.7640e-03, 1.0433e-01, 1.6985e-01, ..., 2.4915e-01,
2.2077e-01, 1.7069e-01]],
[[-1.9067e-01, -2.3615e-01, -2.7266e-01, ..., -9.8258e-01,
-7.0908e-01, -3.5465e-01]],
[[ 6.6773e-02, 7.2199e-02, 9.0979e-02, ..., 8.0128e-02,
2.0867e-02, -9.5987e-03]]])
torch.Size([1000, 1, 400])
tensor([[0., 0., 0., ..., 0., 1., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
...,
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.],
[0., 0., 0., ..., 0., 0., 0.]])
torch.Size([1000, 10])
添加白噪声 添加了高斯噪声
原文
rand()和randn()区别
1 2 3 4 print (x.shape)x_noise = torch.randn(1000 , 1 , 400 )*0.01 print (x_noise)
torch.Size([1000, 1, 400])
tensor([[[-0.0017, -0.0111, -0.0104, ..., 0.0022, -0.0023, -0.0046]],
[[ 0.0006, -0.0009, 0.0069, ..., 0.0071, 0.0100, -0.0016]],
[[-0.0136, 0.0244, 0.0161, ..., -0.0052, 0.0293, -0.0063]],
...,
[[-0.0210, 0.0088, -0.0005, ..., -0.0131, 0.0113, 0.0056]],
[[-0.0164, -0.0061, -0.0081, ..., -0.0111, -0.0092, 0.0190]],
[[ 0.0097, -0.0136, 0.0030, ..., 0.0016, -0.0044, -0.0206]]])
构建网络 Conv1d()和Conv2d()区别
conv1d详细用法
如何计算卷积网络的尺寸(公式)
gap用法(AdaptiveAvgPool1d())
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 from pdb import line_prefixclass Net (nn.Module): def __init__ (self ): super (Net, self).__init__() self.conv1 = nn.Conv1d(1 , 64 , kernel_size=11 , stride=4 ) self.pool1 = nn.MaxPool1d(3 , stride=2 ) self.conv2 = nn.Conv1d(64 , 128 , kernel_size=3 ) self.pool2 = nn.MaxPool1d(3 , stride=2 ) self.conv3 = nn.Conv1d(128 , 10 , kernel_size=3 ) self.gap = nn.AdaptiveAvgPool1d(1 ) self.fla = nn.Flatten() def forward (self, x ): print (x.shape) x = self.pool1(F.relu(self.conv1(x))) print (x.shape) x = self.pool2(F.relu(self.conv2(x))) print (x.shape) x = self.conv3(x) print (x.shape) x = self.gap(x) print (x.shape) x = self.fla(x) print (x.shape) return x net = Net() print (net)
Net(
(conv1): Conv1d(1, 64, kernel_size=(11,), stride=(4,))
(pool1): MaxPool1d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)
(conv2): Conv1d(64, 128, kernel_size=(3,), stride=(1,))
(pool2): MaxPool1d(kernel_size=3, stride=2, padding=0, dilation=1, ceil_mode=False)
(conv3): Conv1d(128, 10, kernel_size=(3,), stride=(1,))
(gap): AdaptiveAvgPool1d(output_size=1)
(fla): Flatten(start_dim=1, end_dim=-1)
)
1 2 3 4 5 6 import torch.optim as optimcriterion = nn.CrossEntropyLoss() optimizer = optim.Adam(net.parameters())
开始训练 enumerate()函数
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 loss_list = [] x_list = [] for epoch in range (1000 ): running_loss = 0.0 for i, data in enumerate (dl, 0 ): inputs, labels = data optimizer.zero_grad() outputs = net(inputs) loss = nn.CrossEntropyLoss() res = loss(outputs, labels) res.backward() optimizer.step() running_loss += res.item() if i % 20 == 0 : print ('[%d, %5d] loss: %.5f' % (epoch + 1 , i, running_loss / 20 )) loss_list.append(running_loss / 20 ) x_list.append(epoch*100 +i) running_loss = 0.0 print ('Finished Training' )
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[1, 0] loss: 0.11432
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[2, 0] loss: 0.11164
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[3, 0] loss: 0.10925
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[4, 0] loss: 0.10710
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[5, 0] loss: 0.10520
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[6, 0] loss: 0.10355
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[7, 0] loss: 0.10213
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[8, 0] loss: 0.10089
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[9, 0] loss: 0.09973
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[10, 0] loss: 0.09855
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[11, 0] loss: 0.09727
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[12, 0] loss: 0.09589
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[13, 0] loss: 0.09444
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[14, 0] loss: 0.09293
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[15, 0] loss: 0.09139
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[16, 0] loss: 0.08982
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[17, 0] loss: 0.08823
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[18, 0] loss: 0.08662
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[19, 0] loss: 0.08501
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[20, 0] loss: 0.08340
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[21, 0] loss: 0.08179
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[22, 0] loss: 0.08017
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[23, 0] loss: 0.07855
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[24, 0] loss: 0.07693
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[25, 0] loss: 0.07533
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[26, 0] loss: 0.07374
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[27, 0] loss: 0.07217
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[28, 0] loss: 0.07063
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[29, 0] loss: 0.06914
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[30, 0] loss: 0.06768
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[31, 0] loss: 0.06626
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[32, 0] loss: 0.06488
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[33, 0] loss: 0.06353
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[34, 0] loss: 0.06223
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[35, 0] loss: 0.06099
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[36, 0] loss: 0.05979
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[37, 0] loss: 0.05864
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[38, 0] loss: 0.05754
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[39, 0] loss: 0.05649
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[40, 0] loss: 0.05548
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[41, 0] loss: 0.05452
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[42, 0] loss: 0.05359
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[43, 0] loss: 0.05271
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[44, 0] loss: 0.05186
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[45, 0] loss: 0.05105
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[46, 0] loss: 0.05027
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[47, 0] loss: 0.04952
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[48, 0] loss: 0.04879
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[49, 0] loss: 0.04809
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[50, 0] loss: 0.04741
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[51, 0] loss: 0.04675
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[52, 0] loss: 0.04610
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[53, 0] loss: 0.04547
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[54, 0] loss: 0.04485
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[55, 0] loss: 0.04425
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[56, 0] loss: 0.04365
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[57, 0] loss: 0.04307
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[58, 0] loss: 0.04249
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[59, 0] loss: 0.04192
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[60, 0] loss: 0.04136
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[61, 0] loss: 0.04080
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[62, 0] loss: 0.04025
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[63, 0] loss: 0.03971
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[64, 0] loss: 0.03918
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[65, 0] loss: 0.03865
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[66, 0] loss: 0.03813
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[67, 0] loss: 0.03762
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[68, 0] loss: 0.03710
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[69, 0] loss: 0.03660
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[70, 0] loss: 0.03610
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[71, 0] loss: 0.03560
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[72, 0] loss: 0.03511
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[73, 0] loss: 0.03462
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[74, 0] loss: 0.03414
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[75, 0] loss: 0.03366
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[76, 0] loss: 0.03319
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[77, 0] loss: 0.03272
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[78, 0] loss: 0.03226
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[79, 0] loss: 0.03180
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[80, 0] loss: 0.03134
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[81, 0] loss: 0.03089
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[82, 0] loss: 0.03045
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[83, 0] loss: 0.03001
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[84, 0] loss: 0.02958
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[85, 0] loss: 0.02915
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[86, 0] loss: 0.02873
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[87, 0] loss: 0.02831
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[88, 0] loss: 0.02790
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[89, 0] loss: 0.02749
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[90, 0] loss: 0.02710
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[91, 0] loss: 0.02671
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[92, 0] loss: 0.02632
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[93, 0] loss: 0.02594
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[94, 0] loss: 0.02557
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[95, 0] loss: 0.02521
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[96, 0] loss: 0.02485
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[97, 0] loss: 0.02450
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[98, 0] loss: 0.02416
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[99, 0] loss: 0.02383
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[100, 0] loss: 0.02350
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[101, 0] loss: 0.02318
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[102, 0] loss: 0.02286
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[103, 0] loss: 0.02256
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[104, 0] loss: 0.02226
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[105, 0] loss: 0.02196
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[106, 0] loss: 0.02168
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[107, 0] loss: 0.02140
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[108, 0] loss: 0.02113
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[109, 0] loss: 0.02086
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[110, 0] loss: 0.02060
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[111, 0] loss: 0.02035
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[112, 0] loss: 0.02010
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[113, 0] loss: 0.01985
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[114, 0] loss: 0.01962
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[115, 0] loss: 0.01938
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[116, 0] loss: 0.01916
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[117, 0] loss: 0.01893
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[118, 0] loss: 0.01871
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[119, 0] loss: 0.01850
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[120, 0] loss: 0.01829
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[121, 0] loss: 0.01808
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[122, 0] loss: 0.01788
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[123, 0] loss: 0.01768
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[124, 0] loss: 0.01748
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[125, 0] loss: 0.01729
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[126, 0] loss: 0.01710
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[127, 0] loss: 0.01691
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[128, 0] loss: 0.01673
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[129, 0] loss: 0.01654
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[130, 0] loss: 0.01636
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[131, 0] loss: 0.01619
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[132, 0] loss: 0.01601
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[133, 0] loss: 0.01584
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[134, 0] loss: 0.01567
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[135, 0] loss: 0.01550
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[136, 0] loss: 0.01533
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[137, 0] loss: 0.01517
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[138, 0] loss: 0.01500
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[139, 0] loss: 0.01484
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[140, 0] loss: 0.01468
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[141, 0] loss: 0.01452
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[142, 0] loss: 0.01436
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[143, 0] loss: 0.01421
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[144, 0] loss: 0.01406
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[145, 0] loss: 0.01390
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[146, 0] loss: 0.01375
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[147, 0] loss: 0.01360
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[148, 0] loss: 0.01346
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[149, 0] loss: 0.01331
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[150, 0] loss: 0.01317
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[151, 0] loss: 0.01302
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[152, 0] loss: 0.01288
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[153, 0] loss: 0.01274
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[154, 0] loss: 0.01260
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[155, 0] loss: 0.01246
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[156, 0] loss: 0.01233
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[157, 0] loss: 0.01219
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[158, 0] loss: 0.01206
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[159, 0] loss: 0.01193
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[160, 0] loss: 0.01180
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[161, 0] loss: 0.01167
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[162, 0] loss: 0.01154
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[163, 0] loss: 0.01142
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[164, 0] loss: 0.01130
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[165, 0] loss: 0.01117
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[166, 0] loss: 0.01105
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[167, 0] loss: 0.01093
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[168, 0] loss: 0.01082
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[169, 0] loss: 0.01070
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[170, 0] loss: 0.01059
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[171, 0] loss: 0.01047
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[172, 0] loss: 0.01036
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[173, 0] loss: 0.01025
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[174, 0] loss: 0.01014
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[175, 0] loss: 0.01004
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[176, 0] loss: 0.00993
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[177, 0] loss: 0.00983
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[178, 0] loss: 0.00973
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[179, 0] loss: 0.00963
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[180, 0] loss: 0.00953
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[181, 0] loss: 0.00943
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[182, 0] loss: 0.00933
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[183, 0] loss: 0.00924
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[184, 0] loss: 0.00915
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[185, 0] loss: 0.00905
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[186, 0] loss: 0.00896
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[187, 0] loss: 0.00888
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[188, 0] loss: 0.00879
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[189, 0] loss: 0.00870
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[190, 0] loss: 0.00862
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[191, 0] loss: 0.00854
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[192, 0] loss: 0.00845
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[193, 0] loss: 0.00837
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[194, 0] loss: 0.00829
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[195, 0] loss: 0.00822
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[196, 0] loss: 0.00814
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[197, 0] loss: 0.00806
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[198, 0] loss: 0.00799
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[199, 0] loss: 0.00792
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[200, 0] loss: 0.00785
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[201, 0] loss: 0.00777
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[202, 0] loss: 0.00770
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[203, 0] loss: 0.00764
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[204, 0] loss: 0.00757
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[205, 0] loss: 0.00750
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[206, 0] loss: 0.00744
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[207, 0] loss: 0.00737
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[208, 0] loss: 0.00731
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[209, 0] loss: 0.00725
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[210, 0] loss: 0.00719
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[211, 0] loss: 0.00712
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[212, 0] loss: 0.00707
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[213, 0] loss: 0.00701
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[214, 0] loss: 0.00695
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[215, 0] loss: 0.00689
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[216, 0] loss: 0.00684
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[217, 0] loss: 0.00678
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[218, 0] loss: 0.00673
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[219, 0] loss: 0.00667
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[220, 0] loss: 0.00662
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[221, 0] loss: 0.00657
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[222, 0] loss: 0.00652
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[223, 0] loss: 0.00647
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[224, 0] loss: 0.00642
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[225, 0] loss: 0.00637
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[226, 0] loss: 0.00632
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[227, 0] loss: 0.00628
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[228, 0] loss: 0.00623
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[229, 0] loss: 0.00618
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[230, 0] loss: 0.00614
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[231, 0] loss: 0.00609
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[232, 0] loss: 0.00605
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[233, 0] loss: 0.00601
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[234, 0] loss: 0.00596
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[235, 0] loss: 0.00592
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[236, 0] loss: 0.00588
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[237, 0] loss: 0.00584
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[238, 0] loss: 0.00580
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[239, 0] loss: 0.00576
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[240, 0] loss: 0.00572
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[241, 0] loss: 0.00568
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[242, 0] loss: 0.00564
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[243, 0] loss: 0.00560
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[244, 0] loss: 0.00557
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[245, 0] loss: 0.00553
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[246, 0] loss: 0.00549
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[247, 0] loss: 0.00546
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[248, 0] loss: 0.00542
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[249, 0] loss: 0.00539
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[250, 0] loss: 0.00535
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[251, 0] loss: 0.00532
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[252, 0] loss: 0.00528
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[253, 0] loss: 0.00525
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[254, 0] loss: 0.00522
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[255, 0] loss: 0.00518
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[256, 0] loss: 0.00515
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[257, 0] loss: 0.00512
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[258, 0] loss: 0.00509
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[259, 0] loss: 0.00506
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[260, 0] loss: 0.00502
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[261, 0] loss: 0.00499
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[262, 0] loss: 0.00496
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[263, 0] loss: 0.00493
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[264, 0] loss: 0.00490
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[265, 0] loss: 0.00487
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[266, 0] loss: 0.00485
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[267, 0] loss: 0.00482
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[268, 0] loss: 0.00479
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[269, 0] loss: 0.00476
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[270, 0] loss: 0.00473
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[271, 0] loss: 0.00471
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[272, 0] loss: 0.00468
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[273, 0] loss: 0.00465
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[274, 0] loss: 0.00462
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[275, 0] loss: 0.00460
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[276, 0] loss: 0.00457
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[277, 0] loss: 0.00455
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[278, 0] loss: 0.00452
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[279, 0] loss: 0.00449
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[280, 0] loss: 0.00447
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[281, 0] loss: 0.00444
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[282, 0] loss: 0.00442
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[283, 0] loss: 0.00440
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[284, 0] loss: 0.00437
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[285, 0] loss: 0.00435
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[286, 0] loss: 0.00432
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[287, 0] loss: 0.00430
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[288, 0] loss: 0.00428
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[289, 0] loss: 0.00425
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[290, 0] loss: 0.00423
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[291, 0] loss: 0.00421
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[292, 0] loss: 0.00418
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[293, 0] loss: 0.00416
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[294, 0] loss: 0.00414
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[295, 0] loss: 0.00412
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[296, 0] loss: 0.00410
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[297, 0] loss: 0.00407
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[298, 0] loss: 0.00405
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[299, 0] loss: 0.00403
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[300, 0] loss: 0.00401
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[301, 0] loss: 0.00399
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[302, 0] loss: 0.00397
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[303, 0] loss: 0.00395
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[304, 0] loss: 0.00393
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[305, 0] loss: 0.00391
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[306, 0] loss: 0.00389
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[307, 0] loss: 0.00387
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[308, 0] loss: 0.00385
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[309, 0] loss: 0.00383
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[310, 0] loss: 0.00381
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[311, 0] loss: 0.00379
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[312, 0] loss: 0.00377
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[313, 0] loss: 0.00375
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[314, 0] loss: 0.00373
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[315, 0] loss: 0.00372
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[316, 0] loss: 0.00370
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[317, 0] loss: 0.00368
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[318, 0] loss: 0.00366
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[319, 0] loss: 0.00364
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[320, 0] loss: 0.00363
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[321, 0] loss: 0.00361
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[322, 0] loss: 0.00359
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[323, 0] loss: 0.00358
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[324, 0] loss: 0.00356
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[325, 0] loss: 0.00354
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[326, 0] loss: 0.00353
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[327, 0] loss: 0.00351
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[328, 0] loss: 0.00349
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[329, 0] loss: 0.00347
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[330, 0] loss: 0.00346
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[331, 0] loss: 0.00344
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[332, 0] loss: 0.00343
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[333, 0] loss: 0.00341
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[334, 0] loss: 0.00340
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[335, 0] loss: 0.00338
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[336, 0] loss: 0.00336
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[337, 0] loss: 0.00335
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[338, 0] loss: 0.00333
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[339, 0] loss: 0.00332
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[340, 0] loss: 0.00330
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[341, 0] loss: 0.00329
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[342, 0] loss: 0.00327
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[343, 0] loss: 0.00326
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[344, 0] loss: 0.00324
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[345, 0] loss: 0.00323
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[346, 0] loss: 0.00321
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[347, 0] loss: 0.00320
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[348, 0] loss: 0.00319
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[349, 0] loss: 0.00317
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[350, 0] loss: 0.00316
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[351, 0] loss: 0.00314
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[352, 0] loss: 0.00313
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[353, 0] loss: 0.00312
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[354, 0] loss: 0.00310
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[355, 0] loss: 0.00309
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[356, 0] loss: 0.00308
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[357, 0] loss: 0.00306
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[358, 0] loss: 0.00305
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[359, 0] loss: 0.00304
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[360, 0] loss: 0.00302
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[361, 0] loss: 0.00301
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[362, 0] loss: 0.00300
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[363, 0] loss: 0.00298
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[364, 0] loss: 0.00297
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[365, 0] loss: 0.00296
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[366, 0] loss: 0.00295
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[367, 0] loss: 0.00293
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[368, 0] loss: 0.00292
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[369, 0] loss: 0.00291
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[370, 0] loss: 0.00290
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[371, 0] loss: 0.00289
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[372, 0] loss: 0.00287
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[373, 0] loss: 0.00286
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[374, 0] loss: 0.00285
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[375, 0] loss: 0.00284
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[376, 0] loss: 0.00283
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[377, 0] loss: 0.00282
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[378, 0] loss: 0.00280
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[379, 0] loss: 0.00279
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[380, 0] loss: 0.00278
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[381, 0] loss: 0.00277
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[382, 0] loss: 0.00275
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[383, 0] loss: 0.00274
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[384, 0] loss: 0.00273
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[385, 0] loss: 0.00272
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[386, 0] loss: 0.00271
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[387, 0] loss: 0.00270
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[388, 0] loss: 0.00269
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[389, 0] loss: 0.00268
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[390, 0] loss: 0.00267
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[391, 0] loss: 0.00266
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[392, 0] loss: 0.00265
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[393, 0] loss: 0.00263
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[394, 0] loss: 0.00262
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[395, 0] loss: 0.00261
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[396, 0] loss: 0.00260
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[397, 0] loss: 0.00259
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[398, 0] loss: 0.00258
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[399, 0] loss: 0.00257
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[400, 0] loss: 0.00256
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[401, 0] loss: 0.00255
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[402, 0] loss: 0.00254
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[403, 0] loss: 0.00253
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[404, 0] loss: 0.00252
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[405, 0] loss: 0.00251
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[406, 0] loss: 0.00250
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[407, 0] loss: 0.00249
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[408, 0] loss: 0.00248
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[409, 0] loss: 0.00247
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[410, 0] loss: 0.00246
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[411, 0] loss: 0.00245
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[412, 0] loss: 0.00244
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[413, 0] loss: 0.00243
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[414, 0] loss: 0.00242
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[415, 0] loss: 0.00241
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[416, 0] loss: 0.00241
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[417, 0] loss: 0.00240
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[418, 0] loss: 0.00239
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[419, 0] loss: 0.00238
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[420, 0] loss: 0.00237
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[421, 0] loss: 0.00236
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[422, 0] loss: 0.00235
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[423, 0] loss: 0.00234
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[424, 0] loss: 0.00234
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[425, 0] loss: 0.00233
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[426, 0] loss: 0.00233
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[427, 0] loss: 0.00232
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[428, 0] loss: 0.00231
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[429, 0] loss: 0.00230
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[430, 0] loss: 0.00229
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[431, 0] loss: 0.00227
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[432, 0] loss: 0.00226
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[433, 0] loss: 0.00226
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[434, 0] loss: 0.00225
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[435, 0] loss: 0.00225
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[436, 0] loss: 0.00224
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[437, 0] loss: 0.00222
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[438, 0] loss: 0.00221
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[439, 0] loss: 0.00221
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[440, 0] loss: 0.00220
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[441, 0] loss: 0.00219
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[442, 0] loss: 0.00218
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[443, 0] loss: 0.00217
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[444, 0] loss: 0.00216
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[445, 0] loss: 0.00216
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[446, 0] loss: 0.00215
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[447, 0] loss: 0.00214
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[448, 0] loss: 0.00213
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[449, 0] loss: 0.00213
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[450, 0] loss: 0.00212
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[451, 0] loss: 0.00211
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[452, 0] loss: 0.00210
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[453, 0] loss: 0.00210
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[454, 0] loss: 0.00209
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[455, 0] loss: 0.00208
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[456, 0] loss: 0.00207
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[457, 0] loss: 0.00206
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[458, 0] loss: 0.00206
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[459, 0] loss: 0.00205
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[460, 0] loss: 0.00204
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[461, 0] loss: 0.00203
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[462, 0] loss: 0.00203
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[463, 0] loss: 0.00202
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[464, 0] loss: 0.00201
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[465, 0] loss: 0.00200
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[466, 0] loss: 0.00200
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[467, 0] loss: 0.00199
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[468, 0] loss: 0.00198
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[469, 0] loss: 0.00198
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[470, 0] loss: 0.00197
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[471, 0] loss: 0.00196
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[472, 0] loss: 0.00195
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[473, 0] loss: 0.00195
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[474, 0] loss: 0.00194
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[475, 0] loss: 0.00193
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[476, 0] loss: 0.00193
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[477, 0] loss: 0.00192
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[478, 0] loss: 0.00191
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[479, 0] loss: 0.00190
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[480, 0] loss: 0.00190
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[481, 0] loss: 0.00189
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[482, 0] loss: 0.00188
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[483, 0] loss: 0.00188
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[484, 0] loss: 0.00187
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[485, 0] loss: 0.00186
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[486, 0] loss: 0.00186
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[487, 0] loss: 0.00185
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[488, 0] loss: 0.00184
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[489, 0] loss: 0.00184
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[490, 0] loss: 0.00183
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[491, 0] loss: 0.00182
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[492, 0] loss: 0.00182
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[493, 0] loss: 0.00181
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[494, 0] loss: 0.00180
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[495, 0] loss: 0.00180
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[496, 0] loss: 0.00179
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[497, 0] loss: 0.00178
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[498, 0] loss: 0.00178
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[499, 0] loss: 0.00177
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[500, 0] loss: 0.00176
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[501, 0] loss: 0.00176
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[502, 0] loss: 0.00175
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[503, 0] loss: 0.00174
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[504, 0] loss: 0.00174
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[505, 0] loss: 0.00173
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[506, 0] loss: 0.00173
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[507, 0] loss: 0.00172
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[508, 0] loss: 0.00172
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[509, 0] loss: 0.00171
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[510, 0] loss: 0.00171
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[511, 0] loss: 0.00171
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[512, 0] loss: 0.00170
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[513, 0] loss: 0.00169
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[514, 0] loss: 0.00168
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[515, 0] loss: 0.00167
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[516, 0] loss: 0.00166
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[517, 0] loss: 0.00165
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[518, 0] loss: 0.00165
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[519, 0] loss: 0.00165
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[520, 0] loss: 0.00164
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[521, 0] loss: 0.00163
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[522, 0] loss: 0.00162
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[523, 0] loss: 0.00162
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[524, 0] loss: 0.00161
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[525, 0] loss: 0.00161
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[526, 0] loss: 0.00160
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[527, 0] loss: 0.00160
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[528, 0] loss: 0.00159
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[529, 0] loss: 0.00158
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[530, 0] loss: 0.00158
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[531, 0] loss: 0.00157
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[532, 0] loss: 0.00156
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[533, 0] loss: 0.00156
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[534, 0] loss: 0.00155
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[535, 0] loss: 0.00155
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[536, 0] loss: 0.00154
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[537, 0] loss: 0.00153
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[538, 0] loss: 0.00153
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[539, 0] loss: 0.00152
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[540, 0] loss: 0.00152
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[541, 0] loss: 0.00151
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[542, 0] loss: 0.00150
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[543, 0] loss: 0.00150
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[544, 0] loss: 0.00149
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[545, 0] loss: 0.00149
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[546, 0] loss: 0.00148
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[547, 0] loss: 0.00148
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[548, 0] loss: 0.00147
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[549, 0] loss: 0.00146
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[550, 0] loss: 0.00146
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[551, 0] loss: 0.00145
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[552, 0] loss: 0.00145
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[553, 0] loss: 0.00144
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[554, 0] loss: 0.00144
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[555, 0] loss: 0.00143
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[556, 0] loss: 0.00142
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[557, 0] loss: 0.00142
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[558, 0] loss: 0.00141
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[559, 0] loss: 0.00141
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[560, 0] loss: 0.00140
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[561, 0] loss: 0.00140
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[562, 0] loss: 0.00139
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[563, 0] loss: 0.00139
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[564, 0] loss: 0.00138
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[565, 0] loss: 0.00137
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[566, 0] loss: 0.00137
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[567, 0] loss: 0.00136
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[568, 0] loss: 0.00136
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[569, 0] loss: 0.00135
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[570, 0] loss: 0.00135
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[571, 0] loss: 0.00134
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[572, 0] loss: 0.00134
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[573, 0] loss: 0.00133
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[574, 0] loss: 0.00133
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[575, 0] loss: 0.00132
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[576, 0] loss: 0.00132
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[577, 0] loss: 0.00131
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[578, 0] loss: 0.00131
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[579, 0] loss: 0.00130
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[580, 0] loss: 0.00130
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[581, 0] loss: 0.00129
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[582, 0] loss: 0.00129
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[583, 0] loss: 0.00128
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[584, 0] loss: 0.00128
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[585, 0] loss: 0.00127
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[586, 0] loss: 0.00127
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[587, 0] loss: 0.00126
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[588, 0] loss: 0.00126
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[589, 0] loss: 0.00126
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[590, 0] loss: 0.00127
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[591, 0] loss: 0.00128
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[592, 0] loss: 0.00128
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[593, 0] loss: 0.00127
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[594, 0] loss: 0.00125
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[595, 0] loss: 0.00123
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[596, 0] loss: 0.00122
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[597, 0] loss: 0.00123
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[598, 0] loss: 0.00123
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[599, 0] loss: 0.00122
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[600, 0] loss: 0.00120
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[601, 0] loss: 0.00120
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[602, 0] loss: 0.00120
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[603, 0] loss: 0.00120
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[604, 0] loss: 0.00119
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[605, 0] loss: 0.00118
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[606, 0] loss: 0.00117
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[607, 0] loss: 0.00117
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[608, 0] loss: 0.00117
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[609, 0] loss: 0.00116
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[610, 0] loss: 0.00116
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[611, 0] loss: 0.00115
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[612, 0] loss: 0.00115
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[613, 0] loss: 0.00115
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[614, 0] loss: 0.00114
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[615, 0] loss: 0.00113
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[616, 0] loss: 0.00113
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[617, 0] loss: 0.00113
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[618, 0] loss: 0.00112
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[619, 0] loss: 0.00112
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[620, 0] loss: 0.00111
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[621, 0] loss: 0.00111
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[622, 0] loss: 0.00111
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[623, 0] loss: 0.00110
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[624, 0] loss: 0.00110
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[625, 0] loss: 0.00109
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[626, 0] loss: 0.00109
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[627, 0] loss: 0.00108
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[628, 0] loss: 0.00108
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[629, 0] loss: 0.00108
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[630, 0] loss: 0.00107
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[631, 0] loss: 0.00107
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[632, 0] loss: 0.00106
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[633, 0] loss: 0.00106
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[634, 0] loss: 0.00106
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[635, 0] loss: 0.00105
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[636, 0] loss: 0.00105
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[637, 0] loss: 0.00104
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[638, 0] loss: 0.00104
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[639, 0] loss: 0.00104
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[640, 0] loss: 0.00103
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[641, 0] loss: 0.00103
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[642, 0] loss: 0.00102
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[643, 0] loss: 0.00102
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[644, 0] loss: 0.00102
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[645, 0] loss: 0.00101
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[646, 0] loss: 0.00101
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[647, 0] loss: 0.00101
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[648, 0] loss: 0.00100
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[649, 0] loss: 0.00100
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[650, 0] loss: 0.00099
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[651, 0] loss: 0.00099
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[652, 0] loss: 0.00099
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[653, 0] loss: 0.00098
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[654, 0] loss: 0.00098
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[655, 0] loss: 0.00098
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[656, 0] loss: 0.00097
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[657, 0] loss: 0.00097
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[658, 0] loss: 0.00097
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[659, 0] loss: 0.00096
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[660, 0] loss: 0.00096
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[661, 0] loss: 0.00095
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[662, 0] loss: 0.00095
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[663, 0] loss: 0.00095
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[664, 0] loss: 0.00094
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[665, 0] loss: 0.00094
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[666, 0] loss: 0.00094
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[667, 0] loss: 0.00093
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[668, 0] loss: 0.00093
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[669, 0] loss: 0.00093
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[670, 0] loss: 0.00092
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[671, 0] loss: 0.00092
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[672, 0] loss: 0.00092
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[673, 0] loss: 0.00091
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[674, 0] loss: 0.00091
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[675, 0] loss: 0.00091
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[676, 0] loss: 0.00090
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[677, 0] loss: 0.00090
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[678, 0] loss: 0.00090
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[679, 0] loss: 0.00089
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[680, 0] loss: 0.00089
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[681, 0] loss: 0.00089
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[682, 0] loss: 0.00088
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[683, 0] loss: 0.00088
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[684, 0] loss: 0.00088
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[685, 0] loss: 0.00087
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[686, 0] loss: 0.00087
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[687, 0] loss: 0.00087
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[688, 0] loss: 0.00086
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[689, 0] loss: 0.00086
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[690, 0] loss: 0.00086
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[691, 0] loss: 0.00085
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[692, 0] loss: 0.00085
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[693, 0] loss: 0.00085
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[694, 0] loss: 0.00084
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[695, 0] loss: 0.00084
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[696, 0] loss: 0.00084
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[697, 0] loss: 0.00084
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[698, 0] loss: 0.00083
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[699, 0] loss: 0.00083
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[700, 0] loss: 0.00083
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[701, 0] loss: 0.00082
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[702, 0] loss: 0.00082
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[703, 0] loss: 0.00082
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[704, 0] loss: 0.00081
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[705, 0] loss: 0.00081
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[706, 0] loss: 0.00081
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[707, 0] loss: 0.00080
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[708, 0] loss: 0.00080
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[709, 0] loss: 0.00080
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[710, 0] loss: 0.00080
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[711, 0] loss: 0.00079
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[712, 0] loss: 0.00079
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[713, 0] loss: 0.00079
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[714, 0] loss: 0.00078
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[715, 0] loss: 0.00078
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[716, 0] loss: 0.00078
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[717, 0] loss: 0.00077
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[718, 0] loss: 0.00077
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[719, 0] loss: 0.00077
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[720, 0] loss: 0.00077
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[721, 0] loss: 0.00076
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[722, 0] loss: 0.00076
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[723, 0] loss: 0.00076
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[724, 0] loss: 0.00075
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[725, 0] loss: 0.00075
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[726, 0] loss: 0.00075
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[727, 0] loss: 0.00075
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[728, 0] loss: 0.00074
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[729, 0] loss: 0.00074
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[730, 0] loss: 0.00074
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[731, 0] loss: 0.00074
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[732, 0] loss: 0.00073
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[733, 0] loss: 0.00073
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[734, 0] loss: 0.00073
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[735, 0] loss: 0.00072
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[736, 0] loss: 0.00072
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[737, 0] loss: 0.00072
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[738, 0] loss: 0.00072
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[739, 0] loss: 0.00071
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[740, 0] loss: 0.00071
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[741, 0] loss: 0.00071
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[742, 0] loss: 0.00071
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[743, 0] loss: 0.00070
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[744, 0] loss: 0.00070
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[745, 0] loss: 0.00070
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[746, 0] loss: 0.00070
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[747, 0] loss: 0.00069
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[748, 0] loss: 0.00069
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[749, 0] loss: 0.00069
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[750, 0] loss: 0.00069
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[751, 0] loss: 0.00068
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[752, 0] loss: 0.00068
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[753, 0] loss: 0.00068
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[754, 0] loss: 0.00068
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[755, 0] loss: 0.00067
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[756, 0] loss: 0.00067
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[757, 0] loss: 0.00067
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[758, 0] loss: 0.00067
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[759, 0] loss: 0.00066
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[760, 0] loss: 0.00066
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[761, 0] loss: 0.00066
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[762, 0] loss: 0.00066
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[763, 0] loss: 0.00065
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[764, 0] loss: 0.00065
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[765, 0] loss: 0.00065
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[766, 0] loss: 0.00065
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[767, 0] loss: 0.00064
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[768, 0] loss: 0.00064
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[769, 0] loss: 0.00064
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[770, 0] loss: 0.00064
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[771, 0] loss: 0.00063
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[772, 0] loss: 0.00063
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[773, 0] loss: 0.00063
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[774, 0] loss: 0.00063
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[775, 0] loss: 0.00063
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[776, 0] loss: 0.00062
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[777, 0] loss: 0.00062
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[778, 0] loss: 0.00062
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[779, 0] loss: 0.00062
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[780, 0] loss: 0.00061
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[781, 0] loss: 0.00061
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[782, 0] loss: 0.00061
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[783, 0] loss: 0.00061
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[784, 0] loss: 0.00061
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[785, 0] loss: 0.00060
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[786, 0] loss: 0.00060
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[787, 0] loss: 0.00060
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[788, 0] loss: 0.00060
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[789, 0] loss: 0.00059
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[790, 0] loss: 0.00059
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[791, 0] loss: 0.00059
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[792, 0] loss: 0.00059
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[793, 0] loss: 0.00059
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[794, 0] loss: 0.00058
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[795, 0] loss: 0.00058
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[796, 0] loss: 0.00058
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[797, 0] loss: 0.00058
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[798, 0] loss: 0.00058
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[799, 0] loss: 0.00057
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[800, 0] loss: 0.00057
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[801, 0] loss: 0.00057
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[802, 0] loss: 0.00057
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[803, 0] loss: 0.00057
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[804, 0] loss: 0.00056
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[805, 0] loss: 0.00056
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[806, 0] loss: 0.00056
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[807, 0] loss: 0.00056
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[808, 0] loss: 0.00056
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[809, 0] loss: 0.00055
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[810, 0] loss: 0.00055
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[811, 0] loss: 0.00055
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[812, 0] loss: 0.00055
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[813, 0] loss: 0.00055
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[814, 0] loss: 0.00054
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[815, 0] loss: 0.00054
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[816, 0] loss: 0.00054
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[817, 0] loss: 0.00054
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[818, 0] loss: 0.00054
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[819, 0] loss: 0.00053
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[820, 0] loss: 0.00053
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[821, 0] loss: 0.00053
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[822, 0] loss: 0.00053
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[823, 0] loss: 0.00053
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[824, 0] loss: 0.00052
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[825, 0] loss: 0.00052
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[826, 0] loss: 0.00052
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[827, 0] loss: 0.00052
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[828, 0] loss: 0.00052
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[829, 0] loss: 0.00052
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[830, 0] loss: 0.00051
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[831, 0] loss: 0.00051
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[832, 0] loss: 0.00051
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[833, 0] loss: 0.00051
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[834, 0] loss: 0.00051
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[835, 0] loss: 0.00050
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[836, 0] loss: 0.00050
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[837, 0] loss: 0.00050
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[838, 0] loss: 0.00050
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[839, 0] loss: 0.00050
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[840, 0] loss: 0.00050
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[841, 0] loss: 0.00049
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[842, 0] loss: 0.00049
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[843, 0] loss: 0.00049
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[844, 0] loss: 0.00049
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[845, 0] loss: 0.00049
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[846, 0] loss: 0.00049
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[847, 0] loss: 0.00048
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[848, 0] loss: 0.00048
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[849, 0] loss: 0.00048
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[850, 0] loss: 0.00048
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[851, 0] loss: 0.00048
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[852, 0] loss: 0.00048
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[853, 0] loss: 0.00047
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[854, 0] loss: 0.00047
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[855, 0] loss: 0.00047
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[856, 0] loss: 0.00047
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[857, 0] loss: 0.00047
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[858, 0] loss: 0.00047
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[859, 0] loss: 0.00046
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[860, 0] loss: 0.00046
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[861, 0] loss: 0.00046
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[862, 0] loss: 0.00046
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[863, 0] loss: 0.00046
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[864, 0] loss: 0.00046
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[865, 0] loss: 0.00045
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[866, 0] loss: 0.00045
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[867, 0] loss: 0.00045
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[868, 0] loss: 0.00045
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[869, 0] loss: 0.00045
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[870, 0] loss: 0.00045
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[871, 0] loss: 0.00045
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[872, 0] loss: 0.00044
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[873, 0] loss: 0.00044
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[874, 0] loss: 0.00044
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[875, 0] loss: 0.00044
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[876, 0] loss: 0.00044
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[877, 0] loss: 0.00044
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[878, 0] loss: 0.00043
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[879, 0] loss: 0.00043
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[880, 0] loss: 0.00043
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[881, 0] loss: 0.00043
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[882, 0] loss: 0.00043
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[883, 0] loss: 0.00043
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[884, 0] loss: 0.00043
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[885, 0] loss: 0.00042
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[886, 0] loss: 0.00042
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[887, 0] loss: 0.00042
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[888, 0] loss: 0.00042
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[889, 0] loss: 0.00042
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[890, 0] loss: 0.00042
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[891, 0] loss: 0.00042
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[892, 0] loss: 0.00041
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[893, 0] loss: 0.00041
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[894, 0] loss: 0.00041
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[895, 0] loss: 0.00041
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[896, 0] loss: 0.00041
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[897, 0] loss: 0.00041
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[898, 0] loss: 0.00041
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[899, 0] loss: 0.00040
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[900, 0] loss: 0.00040
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[901, 0] loss: 0.00040
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[902, 0] loss: 0.00040
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[903, 0] loss: 0.00040
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[904, 0] loss: 0.00040
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[905, 0] loss: 0.00040
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[906, 0] loss: 0.00040
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[907, 0] loss: 0.00039
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[908, 0] loss: 0.00039
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[909, 0] loss: 0.00039
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[910, 0] loss: 0.00039
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[911, 0] loss: 0.00039
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[912, 0] loss: 0.00039
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[913, 0] loss: 0.00039
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[914, 0] loss: 0.00039
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[915, 0] loss: 0.00038
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[916, 0] loss: 0.00038
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[917, 0] loss: 0.00038
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[918, 0] loss: 0.00038
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[919, 0] loss: 0.00038
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[920, 0] loss: 0.00038
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[921, 0] loss: 0.00038
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[922, 0] loss: 0.00038
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[923, 0] loss: 0.00037
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[924, 0] loss: 0.00037
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[925, 0] loss: 0.00037
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[926, 0] loss: 0.00037
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[927, 0] loss: 0.00037
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[928, 0] loss: 0.00037
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[929, 0] loss: 0.00037
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[930, 0] loss: 0.00037
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[931, 0] loss: 0.00036
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[932, 0] loss: 0.00036
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[933, 0] loss: 0.00036
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[934, 0] loss: 0.00036
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[935, 0] loss: 0.00036
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[936, 0] loss: 0.00036
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[937, 0] loss: 0.00036
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[938, 0] loss: 0.00036
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[939, 0] loss: 0.00035
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[940, 0] loss: 0.00035
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[941, 0] loss: 0.00035
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[942, 0] loss: 0.00035
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[943, 0] loss: 0.00035
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[944, 0] loss: 0.00035
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[945, 0] loss: 0.00035
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[946, 0] loss: 0.00035
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[947, 0] loss: 0.00035
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[948, 0] loss: 0.00034
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[949, 0] loss: 0.00034
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[950, 0] loss: 0.00034
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[951, 0] loss: 0.00034
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[952, 0] loss: 0.00034
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[953, 0] loss: 0.00034
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[954, 0] loss: 0.00034
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[955, 0] loss: 0.00034
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[956, 0] loss: 0.00034
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[957, 0] loss: 0.00034
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[958, 0] loss: 0.00033
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[959, 0] loss: 0.00033
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[960, 0] loss: 0.00033
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[961, 0] loss: 0.00033
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[962, 0] loss: 0.00033
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[963, 0] loss: 0.00033
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[964, 0] loss: 0.00033
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[965, 0] loss: 0.00033
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[966, 0] loss: 0.00033
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[967, 0] loss: 0.00032
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[968, 0] loss: 0.00032
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[969, 0] loss: 0.00032
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[970, 0] loss: 0.00032
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[971, 0] loss: 0.00032
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[972, 0] loss: 0.00032
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[973, 0] loss: 0.00032
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[974, 0] loss: 0.00032
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[975, 0] loss: 0.00032
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[976, 0] loss: 0.00032
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[977, 0] loss: 0.00031
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[978, 0] loss: 0.00031
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[979, 0] loss: 0.00031
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[980, 0] loss: 0.00031
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[981, 0] loss: 0.00031
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[982, 0] loss: 0.00031
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[983, 0] loss: 0.00031
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[984, 0] loss: 0.00031
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[985, 0] loss: 0.00031
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[986, 0] loss: 0.00031
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[987, 0] loss: 0.00031
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[988, 0] loss: 0.00030
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[989, 0] loss: 0.00030
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[990, 0] loss: 0.00030
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[991, 0] loss: 0.00030
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[992, 0] loss: 0.00030
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[993, 0] loss: 0.00030
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[994, 0] loss: 0.00030
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[995, 0] loss: 0.00030
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[996, 0] loss: 0.00030
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[997, 0] loss: 0.00030
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[998, 0] loss: 0.00029
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[999, 0] loss: 0.00029
torch.Size([1000, 1, 400])
torch.Size([1000, 64, 48])
torch.Size([1000, 128, 22])
torch.Size([1000, 10, 20])
torch.Size([1000, 10, 1])
torch.Size([1000, 10])
[1000, 0] loss: 0.00029
Finished Training
1 2 3 4 5 6 import matplotlib.pyplot as pltplt.plot(x_list, loss_list) plt.xlabel('x' ) plt.ylabel('loss' ) plt.show()
开始测试 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 ds_test = bearDataset( 'C:/Users/JINTIAN/Desktop/代码/PytorchCode/项目数据集/test.csv' , 400 ) dl_test = torch.utils.data.DataLoader( ds_test, batch_size=1 , shuffle=True , num_workers=0 ) correct = 0 total = 0 with torch.no_grad(): for data, lable in dl_test: x_test_noise = torch.randn(1 , 1 , 400 )*0.01 print (data.shape) print (x_test_noise.shape) data+=x_test_noise outputs = net(data) _, predicted = torch.max (outputs.data, 1 ) p = output2lable[predicted.item()] total += lable.size(0 ) if (p.equal(lable[0 ])): correct = correct+1 print ('total is ' , total)print ('Accuracy of the network: %d %%' % ( 100 * correct / total))
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
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torch.Size([1, 1, 400])
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torch.Size([1, 10, 20])
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torch.Size([1, 1, 400])
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torch.Size([1, 10, 20])
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torch.Size([1, 1, 400])
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torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 1, 400])
torch.Size([1, 64, 48])
torch.Size([1, 128, 22])
torch.Size([1, 10, 20])
torch.Size([1, 10, 1])
torch.Size([1, 10])
total is 300
Accuracy of the network: 97 %