How to plot graph after training a model?

Hi there,
Please tell me how get graph after training a model?
I am using docker from Dusty Nv on Jetson Nano 2gb. I trained my data set. Now how to plot graph of accuracy, loss etc. please guide in detail which lib or tools can I use and how to execute them?

Hi @waseemsofficial, the easiest automated approaches would typically to be to import matplotlib (or another plotting package of choice) in the training script and store the module accuracies during the training process, then generate the plot. There are many code examples online of using matplotlib for example.

The other automated way would typically be to use the tensorboard interface of PyTorch: https://pytorch.org/tutorials/recipes/recipes/tensorboard_with_pytorch.html

The quick-n-dirty manual thing that I did to generate the plots used in the Hello AI World tutorial was just to load the console log into Excel to make the charts and skip every N lines of the log since the model accuracy was logged to the terminal regularly.

I am not that pro to import lib to code or amend code, actually tomorrow is my last thesis semi final submission date, can u please help me by providing any video resource particularly for jetson nano in which lib or code being called/amend or imported. Thanks.
I tried to find it online, but only get few where code is bieng amended and that is way difficult to incorporate. So please suggest an easy one please, where I can m look for loss, accuracy and other graphs.

8e+00) Acc@1 0.00 ( 6.45) Acc@5 100.00 ( 87.10)
Epoch: [25][ 40/900] Time 0.156 ( 0.173) Data 0.001 ( 0.026) Loss 9.8136e-01 (1.9665e+00) Acc@1 100.00 ( 9.76) Acc@5 100.00 ( 90.24)
Epoch: [25][ 50/900] Time 0.155 ( 0.170) Data 0.001 ( 0.022) Loss 1.4432e+00 (1.9487e+00) Acc@1 0.00 ( 13.73) Acc@5 100.00 ( 90.20)
Epoch: [25][ 60/900] Time 0.154 ( 0.168) Data 0.000 ( 0.020) Loss 2.3445e+00 (2.0058e+00) Acc@1 0.00 ( 13.11) Acc@5 0.00 ( 85.25)
Epoch: [25][ 70/900] Time 0.156 ( 0.166) Data 0.000 ( 0.018) Loss 2.5566e+00 (1.9948e+00) Acc@1 0.00 ( 12.68) Acc@5 0.00 ( 84.51)
Epoch: [25][ 80/900] Time 0.156 ( 0.165) Data 0.001 ( 0.017) Loss 1.4613e+00 (1.9645e+00) Acc@1 0.00 ( 14.81) Acc@5 100.00 ( 85.19)
Epoch: [25][ 90/900] Time 0.155 ( 0.164) Data 0.001 ( 0.016) Loss 1.9206e+00 (1.9861e+00) Acc@1 0.00 ( 16.48) Acc@5 100.00 ( 82.42)
Epoch: [25][100/900] Time 0.155 ( 0.163) Data 0.000 ( 0.015) Loss 1.1194e+00 (1.9640e+00) Acc@1 100.00 ( 16.83) Acc@5 100.00 ( 84.16)
Epoch: [25][110/900] Time 0.154 ( 0.163) Data 0.001 ( 0.014) Loss 1.7226e+00 (1.9448e+00) Acc@1 0.00 ( 16.22) Acc@5 100.00 ( 85.59)
Epoch: [25][120/900] Time 0.154 ( 0.162) Data 0.000 ( 0.014) Loss 3.2145e+00 (1.9725e+00) Acc@1 0.00 ( 14.88) Acc@5 100.00 ( 85.95)
Epoch: [25][130/900] Time 0.156 ( 0.162) Data 0.000 ( 0.013) Loss 1.4227e+00 (1.9895e+00) Acc@1 100.00 ( 16.03) Acc@5 100.00 ( 85.50)
Epoch: [25][140/900] Time 0.156 ( 0.161) Data 0.000 ( 0.013) Loss 1.6829e+00 (1.9822e+00) Acc@1 0.00 ( 14.89) Acc@5 100.00 ( 85.82)
Epoch: [25][150/900] Time 0.156 ( 0.161) Data 0.000 ( 0.013) Loss 3.5652e+00 (1.9936e+00) Acc@1 0.00 ( 15.89) Acc@5 0.00 ( 85.43)
Epoch: [25][160/900] Time 0.155 ( 0.161) Data 0.000 ( 0.012) Loss 1.8173e+00 (2.0096e+00) Acc@1 0.00 ( 15.53) Acc@5 100.00 ( 83.85)
Epoch: [25][170/900] Time 0.156 ( 0.160) Data 0.001 ( 0.012) Loss 1.9153e+00 (2.0208e+00) Acc@1 0.00 ( 15.20) Acc@5 100.00 ( 84.21)
Epoch: [25][180/900] Time 0.156 ( 0.160) Data 0.000 ( 0.012) Loss 1.9545e+00 (2.0182e+00) Acc@1 0.00 ( 15.47) Acc@5 100.00 ( 84.53)
Epoch: [25][190/900] Time 0.155 ( 0.160) Data 0.000 ( 0.012) Loss 2.1766e+00 (2.0236e+00) Acc@1 0.00 ( 14.66) Acc@5 100.00 ( 84.29)
Epoch: [25][200/900] Time 0.155 ( 0.160) Data 0.001 ( 0.011) Loss 2.1237e+00 (2.0220e+00) Acc@1 0.00 ( 14.43) Acc@5 100.00 ( 84.08)
Epoch: [25][210/900] Time 0.155 ( 0.159) Data 0.000 ( 0.011) Loss 2.6192e+00 (2.0279e+00) Acc@1 0.00 ( 14.22) Acc@5 100.00 ( 83.89)
Epoch: [25][220/900] Time 0.154 ( 0.159) Data 0.000 ( 0.011) Loss 1.6036e+00 (2.0257e+00) Acc@1 0.00 ( 14.03) Acc@5 100.00 ( 83.71)
Epoch: [25][230/900] Time 0.157 ( 0.159) Data 0.001 ( 0.011) Loss 2.5982e+00 (2.0323e+00) Acc@1 0.00 ( 13.85) Acc@5 0.00 ( 83.12)
Epoch: [25][240/900] Time 0.157 ( 0.159) Data 0.000 ( 0.011) Loss 2.3344e+00 (2.0297e+00) Acc@1 0.00 ( 14.52) Acc@5 0.00 ( 82.16)
Epoch: [25][250/900] Time 0.157 ( 0.159) Data 0.001 ( 0.011) Loss 2.8229e+00 (2.0352e+00) Acc@1 0.00 ( 14.74) Acc@5 0.00 ( 81.67)
Epoch: [25][260/900] Time 0.157 ( 0.159) Data 0.000 ( 0.011) Loss 1.2516e+00 (2.0334e+00) Acc@1 100.00 ( 14.94) Acc@5 100.00 ( 80.84)
Epoch: [25][270/900] Time 0.154 ( 0.159) Data 0.000 ( 0.010) Loss 2.3025e+00 (2.0310e+00) Acc@1 0.00 ( 15.13) Acc@5 100.00 ( 80.44)
Epoch: [25][280/900] Time 0.154 ( 0.158) Data 0.000 ( 0.010) Loss 1.9442e+00 (2.0251e+00) Acc@1 0.00 ( 14.95) Acc@5 100.00 ( 81.14)
Epoch: [25][290/900] Time 0.155 ( 0.158) Data 0.001 ( 0.010) Loss 1.6321e+00 (2.0395e+00) Acc@1 0.00 ( 14.43) Acc@5 100.00 ( 80.76)
Epoch: [25][300/900] Time 0.156 ( 0.158) Data 0.001 ( 0.010) Loss 2.6407e+00 (2.0342e+00) Acc@1 0.00 ( 14.29) Acc@5 0.00 ( 80.73)
Epoch: [25][310/900] Time 0.154 ( 0.158) Data 0.000 ( 0.010) Loss 2.3400e+00 (2.0362e+00) Acc@1 0.00 ( 14.15) Acc@5 100.00 ( 80.71)
Epoch: [25][320/900] Time 0.157 ( 0.158) Data 0.000 ( 0.010) Loss 1.6903e+00 (2.0334e+00) Acc@1 0.00 ( 13.71) Acc@5 100.00 ( 80.69)
Epoch: [25][330/900] Time 0.155 ( 0.158) Data 0.000 ( 0.010) Loss 1.2619e+00 (2.0286e+00) Acc@1 100.00 ( 13.90) Acc@5 100.00 ( 80.66)
Epoch: [25][340/900] Time 0.156 ( 0.158) Data 0.001 ( 0.010) Loss 2.0287e+00 (2.0236e+00) Acc@1 0.00 ( 13.78) Acc@5 100.00 ( 81.23)
Epoch: [25][350/900] Time 0.154 ( 0.158) Data 0.000 ( 0.010) Loss 1.1444e+00 (2.0235e+00) Acc@1 100.00 ( 14.25) Acc@5 100.00 ( 81.20)
Epoch: [25][360/900] Time 0.154 ( 0.158) Data 0.001 ( 0.010) Loss 2.5284e+00 (2.0285e+00) Acc@1 0.00 ( 14.13) Acc@5 100.00 ( 81.16)
Epoch: [25][370/900] Time 0.155 ( 0.158) Data 0.000 ( 0.010) Loss 1.8877e+00 (2.0256e+00) Acc@1 0.00 ( 14.29) Acc@5 100.00 ( 81.40)
Epoch: [25][380/900] Time 0.155 ( 0.158) Data 0.000 ( 0.010) Loss 1.8742e+00 (2.0305e+00) Acc@1 0.00 ( 13.91) Acc@5 100.00 ( 81.10)
Epoch: [25][390/900] Time 0.155 ( 0.158) Data 0.001 ( 0.010) Loss 2.1769e+00 (2.0362e+00) Acc@1 0.00 ( 13.81) Acc@5 100.00 ( 81.07)
Epoch: [25][400/900] Time 0.155 ( 0.158) Data 0.001 ( 0.010) Loss 1.2855e+00 (2.0325e+00) Acc@1 100.00 ( 14.21) Acc@5 100.00 ( 80.80)
Epoch: [25][410/900] Time 0.154 ( 0.158) Data 0.000 ( 0.010) Loss 1.4973e+00 (2.0308e+00) Acc@1 0.00 ( 13.87) Acc@5 100.00 ( 81.02)
Epoch: [25][420/900] Time 0.157 ( 0.158) Data 0.001 ( 0.009) Loss 2.3999e+00 (2.0303e+00) Acc@1 0.00 ( 14.01) Acc@5 100.00 ( 81.24)
Epoch: [25][430/900] Time 0.156 ( 0.158) Data 0.000 ( 0.009) Loss 1.5346e+00 (2.0267e+00) Acc@1 0.00 ( 13.92) Acc@5 100.00 ( 80.97)
Epoch: [25][440/900] Time 0.157 ( 0.158) Data 0.000 ( 0.009) Loss 2.7255e+00 (2.0256e+00) Acc@1 0.00 ( 14.29) Acc@5 0.00 ( 80.95)
Epoch: [25][450/900] Time 0.156 ( 0.157) Data 0.001 ( 0.009) Loss 2.1632e+00 (2.0247e+00) Acc@1 0.00 ( 14.41) Acc@5 100.00 ( 81.15)
Epoch: [25][460/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 2.1045e+00 (2.0224e+00) Acc@1 0.00 ( 14.32) Acc@5 100.00 ( 81.56)
Epoch: [25][470/900] Time 0.155 ( 0.157) Data 0.001 ( 0.009) Loss 1.4465e+00 (2.0185e+00) Acc@1 0.00 ( 14.65) Acc@5 100.00 ( 81.74)
Epoch: [25][480/900] Time 0.153 ( 0.157) Data 0.000 ( 0.009) Loss 1.7045e+00 (2.0233e+00) Acc@1 0.00 ( 14.55) Acc@5 100.00 ( 81.70)
Epoch: [25][490/900] Time 0.157 ( 0.157) Data 0.000 ( 0.009) Loss 1.9366e+00 (2.0216e+00) Acc@1 0.00 ( 14.46) Acc@5 100.00 ( 81.67)
Epoch: [25][500/900] Time 0.155 ( 0.157) Data 0.001 ( 0.009) Loss 2.7996e+00 (2.0231e+00) Acc@1 0.00 ( 14.17) Acc@5 100.00 ( 81.84)
Epoch: [25][510/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.7352e+00 (2.0257e+00) Acc@1 0.00 ( 14.09) Acc@5 100.00 ( 81.60)
Epoch: [25][520/900] Time 0.147 ( 0.157) Data 0.000 ( 0.009) Loss 2.9184e+00 (2.0173e+00) Acc@1 0.00 ( 14.40) Acc@5 100.00 ( 81.96)
Epoch: [25][530/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 3.4389e+00 (2.0160e+00) Acc@1 0.00 ( 14.69) Acc@5 100.00 ( 82.11)
Epoch: [25][540/900] Time 0.157 ( 0.157) Data 0.000 ( 0.009) Loss 1.7167e+00 (2.0190e+00) Acc@1 0.00 ( 14.60) Acc@5 100.00 ( 82.26)
Epoch: [25][550/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 2.7010e+00 (2.0174e+00) Acc@1 0.00 ( 14.88) Acc@5 100.00 ( 82.40)
Epoch: [25][560/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 1.6666e+00 (2.0142e+00) Acc@1 0.00 ( 14.97) Acc@5 100.00 ( 82.71)
Epoch: [25][570/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 1.9981e+00 (2.0154e+00) Acc@1 0.00 ( 14.71) Acc@5 0.00 ( 82.31)
Epoch: [25][580/900] Time 0.156 ( 0.157) Data 0.001 ( 0.009) Loss 2.5993e+00 (2.0133e+00) Acc@1 0.00 ( 14.97) Acc@5 0.00 ( 82.10)
Epoch: [25][590/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 2.7399e+00 (2.0144e+00) Acc@1 0.00 ( 14.89) Acc@5 0.00 ( 82.23)
Epoch: [25][600/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 1.5542e+00 (2.0107e+00) Acc@1 0.00 ( 14.98) Acc@5 100.00 ( 82.36)
Epoch: [25][610/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 2.0576e+00 (2.0124e+00) Acc@1 0.00 ( 14.89) Acc@5 100.00 ( 82.32)
Epoch: [25][620/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 1.3571e+00 (2.0080e+00) Acc@1 0.00 ( 14.98) Acc@5 100.00 ( 82.45)
Epoch: [25][630/900] Time 0.155 ( 0.157) Data 0.001 ( 0.009) Loss 1.1237e+00 (2.0083e+00) Acc@1 100.00 ( 15.21) Acc@5 100.00 ( 82.57)
Epoch: [25][640/900] Time 0.155 ( 0.157) Data 0.001 ( 0.009) Loss 2.2377e+00 (2.0116e+00) Acc@1 0.00 ( 15.44) Acc@5 0.00 ( 82.06)
Epoch: [25][650/900] Time 0.153 ( 0.157) Data 0.000 ( 0.009) Loss 2.7337e+00 (2.0128e+00) Acc@1 0.00 ( 15.21) Acc@5 0.00 ( 82.03)
Epoch: [25][660/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 2.1422e+00 (2.0135e+00) Acc@1 0.00 ( 15.13) Acc@5 100.00 ( 81.69)
Epoch: [25][670/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 1.5909e+00 (2.0122e+00) Acc@1 0.00 ( 14.90) Acc@5 100.00 ( 81.67)
Epoch: [25][680/900] Time 0.159 ( 0.157) Data 0.000 ( 0.009) Loss 1.0686e+00 (2.0071e+00) Acc@1 100.00 ( 15.27) Acc@5 100.00 ( 81.94)
Epoch: [25][690/900] Time 0.153 ( 0.157) Data 0.000 ( 0.009) Loss 2.0748e+00 (2.0081e+00) Acc@1 0.00 ( 15.20) Acc@5 100.00 ( 81.91)
Epoch: [25][700/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 2.0446e+00 (2.0083e+00) Acc@1 0.00 ( 15.26) Acc@5 100.00 ( 81.88)
Epoch: [25][710/900] Time 0.156 ( 0.157) Data 0.001 ( 0.009) Loss 2.1613e+00 (2.0098e+00) Acc@1 0.00 ( 15.05) Acc@5 100.00 ( 82.00)
Epoch: [25][720/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 1.5357e+00 (2.0081e+00) Acc@1 0.00 ( 14.84) Acc@5 100.00 ( 82.11)
Epoch: [25][730/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 3.0579e+00 (2.0120e+00) Acc@1 0.00 ( 14.64) Acc@5 0.00 ( 81.94)
Epoch: [25][740/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.5256e+00 (2.0086e+00) Acc@1 0.00 ( 14.84) Acc@5 100.00 ( 81.92)
Epoch: [25][750/900] Time 0.157 ( 0.157) Data 0.000 ( 0.009) Loss 1.7547e+00 (2.0044e+00) Acc@1 0.00 ( 14.91) Acc@5 100.00 ( 82.16)
Epoch: [25][760/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 1.9590e+00 (2.0059e+00) Acc@1 0.00 ( 14.98) Acc@5 100.00 ( 82.26)
Epoch: [25][770/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 1.6873e+00 (2.0086e+00) Acc@1 0.00 ( 14.92) Acc@5 100.00 ( 81.97)
Epoch: [25][780/900] Time 0.152 ( 0.157) Data 0.000 ( 0.009) Loss 1.4860e+00 (2.0043e+00) Acc@1 0.00 ( 15.11) Acc@5 100.00 ( 82.20)
Epoch: [25][790/900] Time 0.154 ( 0.157) Data 0.001 ( 0.009) Loss 2.7774e+00 (2.0044e+00) Acc@1 0.00 ( 15.04) Acc@5 100.00 ( 82.43)
Epoch: [25][800/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 1.2498e+00 (2.0045e+00) Acc@1 0.00 ( 15.11) Acc@5 100.00 ( 82.40)
Epoch: [25][810/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.7998e+00 (2.0057e+00) Acc@1 0.00 ( 14.92) Acc@5 100.00 ( 82.49)
Epoch: [25][820/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 2.6947e+00 (2.0086e+00) Acc@1 0.00 ( 14.86) Acc@5 0.00 ( 82.10)
Epoch: [25][830/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 1.8388e+00 (2.0089e+00) Acc@1 0.00 ( 14.92) Acc@5 100.00 ( 82.07)
Epoch: [25][840/900] Time 0.153 ( 0.157) Data 0.000 ( 0.009) Loss 1.4067e+00 (2.0072e+00) Acc@1 0.00 ( 14.86) Acc@5 100.00 ( 82.16)
Epoch: [25][850/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 2.6156e+00 (2.0063e+00) Acc@1 0.00 ( 14.92) Acc@5 100.00 ( 82.02)
Epoch: [25][860/900] Time 0.156 ( 0.157) Data 0.001 ( 0.009) Loss 3.5082e+00 (2.0068e+00) Acc@1 0.00 ( 14.98) Acc@5 0.00 ( 82.11)
Epoch: [25][870/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 2.7635e+00 (2.0043e+00) Acc@1 0.00 ( 15.15) Acc@5 100.00 ( 82.32)
Epoch: [25][880/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 1.7071e+00 (2.0063e+00) Acc@1 0.00 ( 15.21) Acc@5 100.00 ( 82.41)
Epoch: [25][890/900] Time 0.157 ( 0.157) Data 0.000 ( 0.009) Loss 2.9200e+00 (2.0056e+00) Acc@1 0.00 ( 15.15) Acc@5 100.00 ( 82.60)
Epoch: [25] completed, elapsed time 141.166 seconds
Test: [ 0/90] Time 0.564 ( 0.564) Loss 8.2738e-01 (8.2738e-01) Acc@1 100.00 (100.00) Acc@5 100.00 (100.00)
Test: [10/90] Time 0.083 ( 0.128) Loss 8.2738e-01 (8.2738e-01) Acc@1 100.00 (100.00) Acc@5 100.00 (100.00)
Test: [20/90] Time 0.084 ( 0.107) Loss 1.6477e+00 (1.0610e+00) Acc@1 0.00 ( 71.43) Acc@5 100.00 (100.00)
Test: [30/90] Time 0.078 ( 0.100) Loss 2.6023e+00 (1.2820e+00) Acc@1 0.00 ( 48.39) Acc@5 100.00 (100.00)
Test: [40/90] Time 0.080 ( 0.096) Loss 2.6022e+00 (1.6040e+00) Acc@1 0.00 ( 36.59) Acc@5 100.00 (100.00)
Test: [50/90] Time 0.082 ( 0.094) Loss 1.4119e+00 (1.6599e+00) Acc@1 0.00 ( 29.41) Acc@5 100.00 (100.00)
Test: [60/90] Time 0.084 ( 0.092) Loss 3.3026e+00 (1.6506e+00) Acc@1 0.00 ( 24.59) Acc@5 100.00 (100.00)
Test: [70/90] Time 0.087 ( 0.092) Loss 3.2592e+00 (1.8790e+00) Acc@1 0.00 ( 21.13) Acc@5 100.00 (100.00)
Test: [80/90] Time 0.087 ( 0.091) Loss 4.0492e+00 (2.1090e+00) Acc@1 0.00 ( 18.52) Acc@5 0.00 ( 92.59)

  • Acc@1 16.667 Acc@5 83.333
    saved checkpoint to: models/Tomatoesl/checkpoint.pth.tar
    Epoch: [26][ 0/900] Time 0.780 ( 0.780) Data 0.565 ( 0.565) Loss 8.2738e-01 (8.2738e-01) Acc@1 100.00 (100.00) Acc@5 100.00 (100.00)
    Epoch: [26][ 10/900] Time 0.160 ( 0.216) Data 0.000 ( 0.068) Loss 2.4529e+00 (2.4376e+00) Acc@1 0.00 ( 18.18) Acc@5 100.00 ( 72.73)
    Epoch: [26][ 20/900] Time 0.155 ( 0.187) Data 0.000 ( 0.039) Loss 2.9775e+00 (2.1401e+00) Acc@1 0.00 ( 28.57) Acc@5 0.00 ( 80.95)
    Epoch: [26][ 30/900] Time 0.155 ( 0.177) Data 0.000 ( 0.029) Loss 2.3174e+00 (2.0889e+00) Acc@1 0.00 ( 25.81) Acc@5 100.00 ( 87.10)
    Epoch: [26][ 40/900] Time 0.155 ( 0.172) Data 0.000 ( 0.024) Loss 2.7038e+00 (2.1594e+00) Acc@1 0.00 ( 24.39) Acc@5 100.00 ( 82.93)
    Epoch: [26][ 50/900] Time 0.154 ( 0.169) Data 0.000 ( 0.021) Loss 2.3022e+00 (2.1157e+00) Acc@1 0.00 ( 23.53) Acc@5 100.00 ( 84.31)
    Epoch: [26][ 60/900] Time 0.173 ( 0.167) Data 0.000 ( 0.019) Loss 2.2005e+00 (2.0762e+00) Acc@1 0.00 ( 24.59) Acc@5 100.00 ( 86.89)
    Epoch: [26][ 70/900] Time 0.155 ( 0.166) Data 0.000 ( 0.017) Loss 6.1652e-01 (2.0640e+00) Acc@1 100.00 ( 26.76) Acc@5 100.00 ( 85.92)
    Epoch: [26][ 80/900] Time 0.154 ( 0.164) Data 0.000 ( 0.016) Loss 1.1228e+00 (2.0644e+00) Acc@1 0.00 ( 23.46) Acc@5 100.00 ( 86.42)
    Epoch: [26][ 90/900] Time 0.156 ( 0.163) Data 0.001 ( 0.015) Loss 3.5300e+00 (2.0517e+00) Acc@1 0.00 ( 23.08) Acc@5 0.00 ( 84.62)
    Epoch: [26][100/900] Time 0.155 ( 0.163) Data 0.000 ( 0.014) Loss 2.2314e+00 (2.0854e+00) Acc@1 0.00 ( 20.79) Acc@5 100.00 ( 85.15)
    Epoch: [26][110/900] Time 0.155 ( 0.162) Data 0.000 ( 0.014) Loss 4.0839e+00 (2.1174e+00) Acc@1 0.00 ( 19.82) Acc@5 0.00 ( 85.59)
    Epoch: [26][120/900] Time 0.155 ( 0.162) Data 0.000 ( 0.013) Loss 1.8657e+00 (2.1301e+00) Acc@1 0.00 ( 18.18) Acc@5 100.00 ( 83.47)
    Epoch: [26][130/900] Time 0.154 ( 0.161) Data 0.000 ( 0.013) Loss 1.5972e+00 (2.0960e+00) Acc@1 0.00 ( 19.08) Acc@5 100.00 ( 84.73)
    Epoch: [26][140/900] Time 0.155 ( 0.161) Data 0.000 ( 0.012) Loss 1.6836e+00 (2.1193e+00) Acc@1 0.00 ( 17.73) Acc@5 100.00 ( 83.69)
    Epoch: [26][150/900] Time 0.155 ( 0.160) Data 0.001 ( 0.012) Loss 9.3657e-01 (2.1101e+00) Acc@1 100.00 ( 18.54) Acc@5 100.00 ( 84.11)
    Epoch: [26][160/900] Time 0.157 ( 0.160) Data 0.000 ( 0.012) Loss 1.1999e+00 (2.0872e+00) Acc@1 100.00 ( 19.88) Acc@5 100.00 ( 84.47)
    Epoch: [26][170/900] Time 0.154 ( 0.160) Data 0.000 ( 0.012) Loss 2.9255e+00 (2.0978e+00) Acc@1 0.00 ( 19.30) Acc@5 0.00 ( 83.63)
    Epoch: [26][180/900] Time 0.156 ( 0.160) Data 0.001 ( 0.011) Loss 2.9818e+00 (2.0891e+00) Acc@1 0.00 ( 19.34) Acc@5 100.00 ( 83.98)
    Epoch: [26][190/900] Time 0.153 ( 0.159) Data 0.000 ( 0.011) Loss 2.9190e+00 (2.0911e+00) Acc@1 0.00 ( 18.85) Acc@5 100.00 ( 84.29)
    Epoch: [26][200/900] Time 0.153 ( 0.159) Data 0.000 ( 0.011) Loss 1.2077e+00 (2.0946e+00) Acc@1 100.00 ( 18.41) Acc@5 100.00 ( 84.58)
    Epoch: [26][210/900] Time 0.155 ( 0.159) Data 0.001 ( 0.011) Loss 1.8293e+00 (2.0778e+00) Acc@1 0.00 ( 19.43) Acc@5 100.00 ( 84.83)
    Epoch: [26][220/900] Time 0.155 ( 0.159) Data 0.000 ( 0.011) Loss 3.4328e+00 (2.0693e+00) Acc@1 0.00 ( 19.00) Acc@5 0.00 ( 85.07)
    Epoch: [26][230/900] Time 0.156 ( 0.159) Data 0.000 ( 0.011) Loss 1.6568e+00 (2.0700e+00) Acc@1 0.00 ( 18.61) Acc@5 100.00 ( 85.28)
    Epoch: [26][240/900] Time 0.157 ( 0.159) Data 0.000 ( 0.010) Loss 7.7529e-01 (2.0603e+00) Acc@1 100.00 ( 18.67) Acc@5 100.00 ( 85.48)
    Epoch: [26][250/900] Time 0.155 ( 0.159) Data 0.000 ( 0.010) Loss 2.2276e+00 (2.0680e+00) Acc@1 0.00 ( 17.93) Acc@5 100.00 ( 85.26)
    Epoch: [26][260/900] Time 0.153 ( 0.158) Data 0.000 ( 0.010) Loss 1.8687e+00 (2.0588e+00) Acc@1 0.00 ( 18.39) Acc@5 100.00 ( 85.82)
    Epoch: [26][270/900] Time 0.155 ( 0.158) Data 0.000 ( 0.010) Loss 2.1566e+00 (2.0512e+00) Acc@1 0.00 ( 18.45) Acc@5 100.00 ( 86.35)
    Epoch: [26][280/900] Time 0.155 ( 0.158) Data 0.000 ( 0.010) Loss 2.1827e+00 (2.0572e+00) Acc@1 0.00 ( 18.15) Acc@5 100.00 ( 86.48)
    Epoch: [26][290/900] Time 0.156 ( 0.158) Data 0.000 ( 0.010) Loss 1.3866e+00 (2.0533e+00) Acc@1 0.00 ( 18.21) Acc@5 100.00 ( 86.60)
    Epoch: [26][300/900] Time 0.156 ( 0.158) Data 0.001 ( 0.010) Loss 1.9618e+00 (2.0451e+00) Acc@1 0.00 ( 18.94) Acc@5 100.00 ( 86.38)
    Epoch: [26][310/900] Time 0.156 ( 0.158) Data 0.001 ( 0.010) Loss 2.3395e+00 (2.0467e+00) Acc@1 0.00 ( 18.97) Acc@5 100.00 ( 86.50)
    Epoch: [26][320/900] Time 0.154 ( 0.158) Data 0.000 ( 0.010) Loss 2.3615e+00 (2.0451e+00) Acc@1 0.00 ( 19.00) Acc@5 100.00 ( 86.92)
    Epoch: [26][330/900] Time 0.156 ( 0.158) Data 0.001 ( 0.010) Loss 1.1498e+00 (2.0401e+00) Acc@1 100.00 ( 19.03) Acc@5 100.00 ( 86.71)
    Epoch: [26][340/900] Time 0.156 ( 0.158) Data 0.000 ( 0.010) Loss 1.2256e+00 (2.0358e+00) Acc@1 100.00 ( 19.35) Acc@5 100.00 ( 86.80)
    Epoch: [26][350/900] Time 0.155 ( 0.158) Data 0.000 ( 0.010) Loss 1.2860e+00 (2.0337e+00) Acc@1 100.00 ( 19.09) Acc@5 100.00 ( 86.61)
    Epoch: [26][360/900] Time 0.156 ( 0.158) Data 0.001 ( 0.010) Loss 7.5305e-01 (2.0243e+00) Acc@1 100.00 ( 19.67) Acc@5 100.00 ( 86.70)
    Epoch: [26][370/900] Time 0.157 ( 0.158) Data 0.001 ( 0.009) Loss 2.2199e+00 (2.0283e+00) Acc@1 0.00 ( 19.68) Acc@5 100.00 ( 87.06)
    Epoch: [26][380/900] Time 0.154 ( 0.158) Data 0.000 ( 0.009) Loss 2.7189e+00 (2.0280e+00) Acc@1 0.00 ( 19.95) Acc@5 100.00 ( 86.88)
    Epoch: [26][390/900] Time 0.154 ( 0.158) Data 0.000 ( 0.009) Loss 1.7014e+00 (2.0378e+00) Acc@1 0.00 ( 19.69) Acc@5 100.00 ( 86.19)
    Epoch: [26][400/900] Time 0.155 ( 0.158) Data 0.000 ( 0.009) Loss 1.7886e+00 (2.0339e+00) Acc@1 0.00 ( 19.70) Acc@5 100.00 ( 86.53)
    Epoch: [26][410/900] Time 0.156 ( 0.158) Data 0.001 ( 0.009) Loss 1.5725e+00 (2.0342e+00) Acc@1 0.00 ( 19.71) Acc@5 100.00 ( 86.62)
    Epoch: [26][420/900] Time 0.154 ( 0.158) Data 0.000 ( 0.009) Loss 2.5576e+00 (2.0284e+00) Acc@1 0.00 ( 19.95) Acc@5 100.00 ( 86.94)
    Epoch: [26][430/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 4.3285e+00 (2.0344e+00) Acc@1 0.00 ( 19.95) Acc@5 0.00 ( 86.77)
    Epoch: [26][440/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.9496e+00 (2.0458e+00) Acc@1 0.00 ( 19.50) Acc@5 100.00 ( 86.39)
    Epoch: [26][450/900] Time 0.155 ( 0.157) Data 0.001 ( 0.009) Loss 9.3749e-01 (2.0373e+00) Acc@1 100.00 ( 19.96) Acc@5 100.00 ( 86.47)
    Epoch: [26][460/900] Time 0.157 ( 0.157) Data 0.001 ( 0.009) Loss 1.2396e+00 (2.0346e+00) Acc@1 0.00 ( 19.96) Acc@5 100.00 ( 86.55)
    Epoch: [26][470/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 1.3071e+00 (2.0336e+00) Acc@1 100.00 ( 19.96) Acc@5 100.00 ( 86.41)
    Epoch: [26][480/900] Time 0.152 ( 0.157) Data 0.000 ( 0.009) Loss 1.0512e+00 (2.0293e+00) Acc@1 100.00 ( 20.17) Acc@5 100.00 ( 86.28)
    Epoch: [26][490/900] Time 0.159 ( 0.157) Data 0.001 ( 0.009) Loss 1.5314e+00 (2.0276e+00) Acc@1 0.00 ( 19.96) Acc@5 100.00 ( 85.95)
    Epoch: [26][500/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 1.5184e+00 (2.0280e+00) Acc@1 0.00 ( 19.76) Acc@5 100.00 ( 85.83)
    Epoch: [26][510/900] Time 0.154 ( 0.157) Data 0.001 ( 0.009) Loss 2.2675e+00 (2.0222e+00) Acc@1 0.00 ( 19.96) Acc@5 100.00 ( 85.91)
    Epoch: [26][520/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 2.5521e+00 (2.0306e+00) Acc@1 0.00 ( 19.96) Acc@5 0.00 ( 85.41)
    Epoch: [26][530/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 2.8369e+00 (2.0280e+00) Acc@1 0.00 ( 19.96) Acc@5 100.00 ( 85.69)
    Epoch: [26][540/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 2.0119e+00 (2.0286e+00) Acc@1 0.00 ( 19.78) Acc@5 100.00 ( 85.95)
    Epoch: [26][550/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 1.9799e+00 (2.0377e+00) Acc@1 0.00 ( 19.42) Acc@5 100.00 ( 86.03)
    Epoch: [26][560/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 2.2005e+00 (2.0376e+00) Acc@1 0.00 ( 19.61) Acc@5 100.00 ( 85.92)
    Epoch: [26][570/900] Time 0.157 ( 0.157) Data 0.001 ( 0.009) Loss 1.3849e+00 (2.0333e+00) Acc@1 0.00 ( 19.61) Acc@5 100.00 ( 85.99)
    Epoch: [26][580/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.1030e+00 (2.0286e+00) Acc@1 100.00 ( 19.79) Acc@5 100.00 ( 86.06)
    Epoch: [26][590/900] Time 0.156 ( 0.157) Data 0.001 ( 0.009) Loss 2.0284e+00 (2.0351e+00) Acc@1 0.00 ( 19.46) Acc@5 100.00 ( 85.96)
    Epoch: [26][600/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 1.4107e+00 (2.0357e+00) Acc@1 100.00 ( 19.30) Acc@5 100.00 ( 85.69)
    Epoch: [26][610/900] Time 0.155 ( 0.157) Data 0.001 ( 0.009) Loss 3.3606e+00 (2.0386e+00) Acc@1 0.00 ( 18.99) Acc@5 0.00 ( 85.60)
    Epoch: [26][620/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 2.0447e+00 (2.0355e+00) Acc@1 0.00 ( 19.00) Acc@5 100.00 ( 85.67)
    Epoch: [26][630/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 1.0696e+00 (2.0318e+00) Acc@1 100.00 ( 19.02) Acc@5 100.00 ( 85.74)
    Epoch: [26][640/900] Time 0.158 ( 0.157) Data 0.000 ( 0.009) Loss 1.0678e+00 (2.0294e+00) Acc@1 100.00 ( 19.19) Acc@5 100.00 ( 85.65)
    Epoch: [26][650/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.6906e+00 (2.0294e+00) Acc@1 0.00 ( 19.05) Acc@5 100.00 ( 85.71)
    Epoch: [26][660/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 2.6091e+00 (2.0300e+00) Acc@1 0.00 ( 19.21) Acc@5 0.00 ( 85.48)
    Epoch: [26][670/900] Time 0.154 ( 0.157) Data 0.001 ( 0.009) Loss 1.3003e+00 (2.0261e+00) Acc@1 100.00 ( 19.23) Acc@5 100.00 ( 85.69)
    Epoch: [26][680/900] Time 0.157 ( 0.157) Data 0.000 ( 0.009) Loss 1.2450e+00 (2.0251e+00) Acc@1 0.00 ( 19.09) Acc@5 100.00 ( 85.61)
    Epoch: [26][690/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.0781e+00 (2.0219e+00) Acc@1 100.00 ( 19.25) Acc@5 100.00 ( 85.82)
    Epoch: [26][700/900] Time 0.155 ( 0.157) Data 0.001 ( 0.009) Loss 2.8103e+00 (2.0229e+00) Acc@1 0.00 ( 19.12) Acc@5 100.00 ( 85.88)
    Epoch: [26][710/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 2.8024e+00 (2.0247e+00) Acc@1 0.00 ( 18.85) Acc@5 0.00 ( 85.79)
    Epoch: [26][720/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.8709e+00 (2.0258e+00) Acc@1 0.00 ( 18.72) Acc@5 100.00 ( 85.58)
    Epoch: [26][730/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 2.2594e+00 (2.0294e+00) Acc@1 0.00 ( 18.60) Acc@5 100.00 ( 85.36)
    Epoch: [26][740/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 2.5607e+00 (2.0297e+00) Acc@1 0.00 ( 18.62) Acc@5 100.00 ( 85.16)
    Epoch: [26][750/900] Time 0.157 ( 0.157) Data 0.000 ( 0.009) Loss 2.8958e+00 (2.0292e+00) Acc@1 0.00 ( 18.77) Acc@5 0.00 ( 85.09)
    Epoch: [26][760/900] Time 0.157 ( 0.157) Data 0.000 ( 0.009) Loss 1.7447e+00 (2.0293e+00) Acc@1 0.00 ( 18.66) Acc@5 100.00 ( 85.28)
    Epoch: [26][770/900] Time 0.156 ( 0.157) Data 0.001 ( 0.009) Loss 2.2570e+00 (2.0349e+00) Acc@1 0.00 ( 18.55) Acc@5 100.00 ( 85.08)
    Epoch: [26][780/900] Time 0.152 ( 0.157) Data 0.000 ( 0.009) Loss 1.8549e+00 (2.0323e+00) Acc@1 0.00 ( 18.57) Acc@5 100.00 ( 85.02)
    Epoch: [26][790/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 2.3525e+00 (2.0301e+00) Acc@1 0.00 ( 18.58) Acc@5 100.00 ( 85.21)
    Epoch: [26][800/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.8057e+00 (2.0278e+00) Acc@1 0.00 ( 18.73) Acc@5 100.00 ( 85.27)
    Epoch: [26][810/900] Time 0.153 ( 0.157) Data 0.000 ( 0.009) Loss 1.6563e+00 (2.0257e+00) Acc@1 0.00 ( 18.87) Acc@5 100.00 ( 85.33)
    Epoch: [26][820/900] Time 0.156 ( 0.157) Data 0.001 ( 0.009) Loss 1.3633e+00 (2.0256e+00) Acc@1 100.00 ( 18.76) Acc@5 100.00 ( 85.38)
    Epoch: [26][830/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 2.3177e+00 (2.0269e+00) Acc@1 0.00 ( 18.53) Acc@5 0.00 ( 85.08)
    Epoch: [26][840/900] Time 0.153 ( 0.157) Data 0.000 ( 0.009) Loss 1.6390e+00 (2.0279e+00) Acc@1 0.00 ( 18.43) Acc@5 100.00 ( 84.78)
    Epoch: [26][850/900] Time 0.153 ( 0.157) Data 0.000 ( 0.009) Loss 1.2020e+00 (2.0292e+00) Acc@1 100.00 ( 18.33) Acc@5 100.00 ( 84.61)
    Epoch: [26][860/900] Time 0.155 ( 0.157) Data 0.000 ( 0.008) Loss 1.3633e+00 (2.0277e+00) Acc@1 0.00 ( 18.23) Acc@5 100.00 ( 84.55)
    Epoch: [26][870/900] Time 0.157 ( 0.157) Data 0.000 ( 0.008) Loss 1.5116e+00 (2.0278e+00) Acc@1 0.00 ( 18.14) Acc@5 100.00 ( 84.62)
    Epoch: [26][880/900] Time 0.156 ( 0.157) Data 0.001 ( 0.008) Loss 2.6544e+00 (2.0254e+00) Acc@1 0.00 ( 18.27) Acc@5 100.00 ( 84.79)
    Epoch: [26][890/900] Time 0.153 ( 0.157) Data 0.000 ( 0.008) Loss 1.6959e+00 (2.0206e+00) Acc@1 0.00 ( 18.63) Acc@5 100.00 ( 84.96)
    Epoch: [26] completed, elapsed time 141.006 seconds
    Test: [ 0/90] Time 0.560 ( 0.560) Loss 2.0240e+00 (2.0240e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 (100.00)
    Test: [10/90] Time 0.085 ( 0.128) Loss 2.0240e+00 (2.0240e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 (100.00)
    Test: [20/90] Time 0.087 ( 0.109) Loss 1.6686e+00 (1.9222e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 (100.00)
    Test: [30/90] Time 0.083 ( 0.101) Loss 2.8613e+00 (1.8789e+00) Acc@1 0.00 ( 0.00) Acc@5 0.00 ( 96.77)
    Test: [40/90] Time 0.085 ( 0.097) Loss 2.8613e+00 (2.1185e+00) Acc@1 0.00 ( 0.00) Acc@5 0.00 ( 73.17)
    Test: [50/90] Time 0.086 ( 0.095) Loss 2.8382e+00 (2.2618e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 ( 70.59)
    Test: [60/90] Time 0.085 ( 0.093) Loss 1.2993e+00 (2.3315e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 ( 75.41)
    Test: [70/90] Time 0.088 ( 0.092) Loss 1.2693e+00 (2.1831e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 ( 78.87)
    Test: [80/90] Time 0.088 ( 0.091) Loss 1.2291e+00 (2.0681e+00) Acc@1 100.00 ( 7.41) Acc@5 100.00 ( 81.48)
  • Acc@1 16.667 Acc@5 83.333
    saved checkpoint to: models/Tomatoesl/checkpoint.pth.tar
    Epoch: [27][ 0/900] Time 0.779 ( 0.779) Data 0.600 ( 0.600) Loss 2.8469e+00 (2.8469e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 (100.00)
    Epoch: [27][ 10/900] Time 0.150 ( 0.213) Data 0.035 ( 0.081) Loss 2.4479e+00 (2.2167e+00) Acc@1 0.00 ( 9.09) Acc@5 100.00 ( 81.82)
    Epoch: [27][ 20/900] Time 0.151 ( 0.192) Data 0.000 ( 0.063) Loss 2.0161e+00 (2.2030e+00) Acc@1 0.00 ( 4.76) Acc@5 100.00 ( 80.95)
    Epoch: [27][ 30/900] Time 0.153 ( 0.180) Data 0.000 ( 0.045) Loss 1.8656e+00 (2.0924e+00) Acc@1 0.00 ( 16.13) Acc@5 100.00 ( 80.65)
    Epoch: [27][ 40/900] Time 0.154 ( 0.174) Data 0.001 ( 0.036) Loss 1.8967e+00 (2.0587e+00) Acc@1 0.00 ( 14.63) Acc@5 100.00 ( 80.49)
    Epoch: [27][ 50/900] Time 0.156 ( 0.171) Data 0.001 ( 0.030) Loss 1.5602e+00 (2.0137e+00) Acc@1 0.00 ( 13.73) Acc@5 100.00 ( 80.39)
    Epoch: [27][ 60/900] Time 0.155 ( 0.169) Data 0.000 ( 0.027) Loss 2.6562e+00 (2.0952e+00) Acc@1 0.00 ( 11.48) Acc@5 0.00 ( 77.05)
    Epoch: [27][ 70/900] Time 0.156 ( 0.167) Data 0.000 ( 0.024) Loss 1.2763e+00 (2.0478e+00) Acc@1 100.00 ( 12.68) Acc@5 100.00 ( 80.28)
    Epoch: [27][ 80/900] Time 0.153 ( 0.165) Data 0.000 ( 0.022) Loss 2.2685e+00 (2.1101e+00) Acc@1 0.00 ( 12.35) Acc@5 0.00 ( 76.54)
    Epoch: [27][ 90/900] Time 0.153 ( 0.164) Data 0.000 ( 0.020) Loss 2.1055e+00 (2.0785e+00) Acc@1 0.00 ( 12.09) Acc@5 100.00 ( 79.12)
    Epoch: [27][100/900] Time 0.153 ( 0.163) Data 0.001 ( 0.019) Loss 2.0243e+00 (2.0794e+00) Acc@1 0.00 ( 11.88) Acc@5 100.00 ( 79.21)
    Epoch: [27][110/900] Time 0.155 ( 0.163) Data 0.000 ( 0.018) Loss 2.2750e+00 (2.0737e+00) Acc@1 0.00 ( 11.71) Acc@5 100.00 ( 79.28)
    Epoch: [27][120/900] Time 0.156 ( 0.162) Data 0.000 ( 0.017) Loss 1.6242e+00 (2.0376e+00) Acc@1 0.00 ( 13.22) Acc@5 100.00 ( 80.99)
    Epoch: [27][130/900] Time 0.155 ( 0.162) Data 0.000 ( 0.017) Loss 2.0676e+00 (2.0487e+00) Acc@1 0.00 ( 12.98) Acc@5 100.00 ( 81.68)
    Epoch: [27][140/900] Time 0.156 ( 0.161) Data 0.000 ( 0.016) Loss 1.3510e+00 (2.0507e+00) Acc@1 0.00 ( 12.77) Acc@5 100.00 ( 82.27)
    Epoch: [27][150/900] Time 0.153 ( 0.161) Data 0.000 ( 0.015) Loss 2.1610e+00 (2.0632e+00) Acc@1 0.00 ( 13.25) Acc@5 100.00 ( 81.46)
    Epoch: [27][160/900] Time 0.155 ( 0.161) Data 0.000 ( 0.015) Loss 2.1722e+00 (2.0508e+00) Acc@1 0.00 ( 14.29) Acc@5 0.00 ( 80.75)
    Epoch: [27][170/900] Time 0.158 ( 0.160) Data 0.001 ( 0.014) Loss 1.5173e+00 (2.0415e+00) Acc@1 100.00 ( 14.62) Acc@5 100.00 ( 80.70)
    Epoch: [27][180/900] Time 0.156 ( 0.160) Data 0.001 ( 0.014) Loss 1.0422e+00 (2.0423e+00) Acc@1 100.00 ( 14.92) Acc@5 100.00 ( 81.22)
    Epoch: [27][190/900] Time 0.156 ( 0.160) Data 0.000 ( 0.014) Loss 1.7029e+00 (2.0355e+00) Acc@1 0.00 ( 14.66) Acc@5 100.00 ( 81.68)
    Epoch: [27][200/900] Time 0.157 ( 0.160) Data 0.001 ( 0.013) Loss 2.2428e+00 (2.0261e+00) Acc@1 0.00 ( 14.93) Acc@5 100.00 ( 82.59)
    Epoch: [27][210/900] Time 0.156 ( 0.160) Data 0.001 ( 0.013) Loss 2.8577e+00 (2.0202e+00) Acc@1 0.00 ( 15.17) Acc@5 100.00 ( 82.94)
    Epoch: [27][220/900] Time 0.157 ( 0.159) Data 0.001 ( 0.013) Loss 2.1943e+00 (2.0204e+00) Acc@1 0.00 ( 14.93) Acc@5 100.00 ( 83.71)
    Epoch: [27][230/900] Time 0.155 ( 0.159) Data 0.000 ( 0.013) Loss 1.4704e+00 (2.0216e+00) Acc@1 0.00 ( 14.72) Acc@5 100.00 ( 83.55)
    Epoch: [27][240/900] Time 0.155 ( 0.159) Data 0.000 ( 0.012) Loss 2.9462e+00 (2.0340e+00) Acc@1 0.00 ( 14.52) Acc@5 0.00 ( 82.57)
    Epoch: [27][250/900] Time 0.156 ( 0.159) Data 0.000 ( 0.012) Loss 2.3293e+00 (2.0284e+00) Acc@1 0.00 ( 14.34) Acc@5 100.00 ( 83.27)
    Epoch: [27][260/900] Time 0.154 ( 0.159) Data 0.000 ( 0.012) Loss 2.6511e+00 (2.0237e+00) Acc@1 0.00 ( 14.56) Acc@5 100.00 ( 83.14)
    Epoch: [27][270/900] Time 0.156 ( 0.159) Data 0.000 ( 0.012) Loss 1.2263e+00 (2.0279e+00) Acc@1 0.00 ( 14.76) Acc@5 100.00 ( 83.03)
    Epoch: [27][280/900] Time 0.155 ( 0.159) Data 0.000 ( 0.012) Loss 1.8095e+00 (2.0309e+00) Acc@1 0.00 ( 14.59) Acc@5 100.00 ( 82.92)
    Epoch: [27][290/900] Time 0.155 ( 0.158) Data 0.000 ( 0.012) Loss 2.1540e+00 (2.0299e+00) Acc@1 0.00 ( 14.43) Acc@5 100.00 ( 82.82)
    Epoch: [27][300/900] Time 0.157 ( 0.158) Data 0.001 ( 0.012) Loss 1.6368e+00 (2.0262e+00) Acc@1 0.00 ( 14.62) Acc@5 100.00 ( 82.72)
    Epoch: [27][310/900] Time 0.155 ( 0.158) Data 0.000 ( 0.011) Loss 2.5614e+00 (2.0255e+00) Acc@1 0.00 ( 14.79) Acc@5 100.00 ( 82.96)
    Epoch: [27][320/900] Time 0.155 ( 0.158) Data 0.000 ( 0.011) Loss 2.0787e+00 (2.0312e+00) Acc@1 0.00 ( 14.33) Acc@5 100.00 ( 83.18)
    Epoch: [27][330/900] Time 0.155 ( 0.158) Data 0.001 ( 0.011) Loss 2.7006e+00 (2.0414e+00) Acc@1 0.00 ( 13.90) Acc@5 0.00 ( 82.48)
    Epoch: [27][340/900] Time 0.156 ( 0.158) Data 0.000 ( 0.011) Loss 2.6898e+00 (2.0454e+00) Acc@1 0.00 ( 13.78) Acc@5 0.00 ( 81.82)
    Epoch: [27][350/900] Time 0.154 ( 0.158) Data 0.000 ( 0.011) Loss 2.6302e+00 (2.0506e+00) Acc@1 0.00 ( 13.68) Acc@5 0.00 ( 81.48)
    Epoch: [27][360/900] Time 0.157 ( 0.158) Data 0.000 ( 0.011) Loss 2.5033e+00 (2.0490e+00) Acc@1 0.00 ( 13.30) Acc@5 0.00 ( 81.16)
    Epoch: [27][370/900] Time 0.154 ( 0.158) Data 0.000 ( 0.011) Loss 1.5963e+00 (2.0390e+00) Acc@1 0.00 ( 13.48) Acc@5 100.00 ( 81.67)
    Epoch: [27][380/900] Time 0.155 ( 0.158) Data 0.001 ( 0.011) Loss 2.7498e+00 (2.0427e+00) Acc@1 0.00 ( 13.39) Acc@5 0.00 ( 81.10)
    Epoch: [27][390/900] Time 0.160 ( 0.158) Data 0.000 ( 0.011) Loss 1.0449e+00 (2.0309e+00) Acc@1 100.00 ( 14.32) Acc@5 100.00 ( 81.33)
    Epoch: [27][400/900] Time 0.157 ( 0.158) Data 0.001 ( 0.011) Loss 1.4252e+00 (2.0281e+00) Acc@1 0.00 ( 14.46) Acc@5 100.00 ( 81.30)
    Epoch: [27][410/900] Time 0.155 ( 0.158) Data 0.000 ( 0.011) Loss 3.2025e+00 (2.0349e+00) Acc@1 0.00 ( 14.36) Acc@5 0.00 ( 81.27)
    Epoch: [27][420/900] Time 0.154 ( 0.158) Data 0.000 ( 0.010) Loss 1.2609e+00 (2.0390e+00) Acc@1 100.00 ( 14.25) Acc@5 100.00 ( 80.76)
    Epoch: [27][430/900] Time 0.156 ( 0.158) Data 0.001 ( 0.010) Loss 3.3152e+00 (2.0384e+00) Acc@1 0.00 ( 14.39) Acc@5 0.00 ( 80.97)
    Epoch: [27][440/900] Time 0.155 ( 0.158) Data 0.000 ( 0.010) Loss 2.5369e+00 (2.0373e+00) Acc@1 0.00 ( 14.51) Acc@5 0.00 ( 80.73)
    Epoch: [27][450/900] Time 0.155 ( 0.158) Data 0.000 ( 0.010) Loss 2.2163e+00 (2.0429e+00) Acc@1 0.00 ( 14.41) Acc@5 100.00 ( 80.93)
    Epoch: [27][460/900] Time 0.155 ( 0.158) Data 0.000 ( 0.010) Loss 2.7283e+00 (2.0433e+00) Acc@1 0.00 ( 14.32) Acc@5 0.00 ( 80.91)
    Epoch: [27][470/900] Time 0.157 ( 0.158) Data 0.000 ( 0.010) Loss 1.5693e+00 (2.0438e+00) Acc@1 0.00 ( 14.23) Acc@5 100.00 ( 80.89)
    Epoch: [27][480/900] Time 0.158 ( 0.157) Data 0.001 ( 0.010) Loss 1.9494e+00 (2.0423e+00) Acc@1 0.00 ( 14.14) Acc@5 100.00 ( 81.08)
    Epoch: [27][490/900] Time 0.155 ( 0.157) Data 0.001 ( 0.010) Loss 2.0989e+00 (2.0422e+00) Acc@1 0.00 ( 14.46) Acc@5 100.00 ( 81.06)
    Epoch: [27][500/900] Time 0.154 ( 0.157) Data 0.000 ( 0.010) Loss 2.1208e+00 (2.0389e+00) Acc@1 0.00 ( 14.37) Acc@5 100.00 ( 81.24)
    Epoch: [27][510/900] Time 0.155 ( 0.157) Data 0.001 ( 0.010) Loss 1.5606e+00 (2.0365e+00) Acc@1 0.00 ( 14.09) Acc@5 100.00 ( 81.60)
    Epoch: [27][520/900] Time 0.155 ( 0.157) Data 0.001 ( 0.010) Loss 2.5467e+00 (2.0341e+00) Acc@1 0.00 ( 14.20) Acc@5 100.00 ( 81.77)
    Epoch: [27][530/900] Time 0.157 ( 0.157) Data 0.001 ( 0.010) Loss 3.0635e+00 (2.0370e+00) Acc@1 0.00 ( 13.94) Acc@5 0.00 ( 81.73)
    Epoch: [27][540/900] Time 0.154 ( 0.157) Data 0.000 ( 0.010) Loss 2.0963e+00 (2.0344e+00) Acc@1 0.00 ( 14.23) Acc@5 100.00 ( 81.89)
    Epoch: [27][550/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 2.7227e+00 (2.0361e+00) Acc@1 0.00 ( 14.16) Acc@5 100.00 ( 81.85)
    Epoch: [27][560/900] Time 0.154 ( 0.157) Data 0.001 ( 0.010) Loss 2.5243e+00 (2.0345e+00) Acc@1 0.00 ( 14.26) Acc@5 0.00 ( 81.64)
    Epoch: [27][570/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 1.7757e+00 (2.0352e+00) Acc@1 0.00 ( 14.01) Acc@5 100.00 ( 81.26)
    Epoch: [27][580/900] Time 0.155 ( 0.157) Data 0.001 ( 0.010) Loss 1.7050e+00 (2.0308e+00) Acc@1 0.00 ( 13.77) Acc@5 100.00 ( 81.24)
    Epoch: [27][590/900] Time 0.155 ( 0.157) Data 0.001 ( 0.010) Loss 2.0710e+00 (2.0369e+00) Acc@1 0.00 ( 13.54) Acc@5 100.00 ( 81.22)
    Epoch: [27][600/900] Time 0.156 ( 0.157) Data 0.000 ( 0.010) Loss 1.2678e+00 (2.0350e+00) Acc@1 100.00 ( 13.48) Acc@5 100.00 ( 81.36)
    Epoch: [27][610/900] Time 0.153 ( 0.157) Data 0.000 ( 0.010) Loss 1.3118e+00 (2.0336e+00) Acc@1 100.00 ( 13.75) Acc@5 100.00 ( 81.34)
    Epoch: [27][620/900] Time 0.156 ( 0.157) Data 0.000 ( 0.010) Loss 1.9562e+00 (2.0333e+00) Acc@1 0.00 ( 13.85) Acc@5 100.00 ( 81.32)
    Epoch: [27][630/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 1.8361e+00 (2.0304e+00) Acc@1 0.00 ( 13.63) Acc@5 100.00 ( 81.62)
    Epoch: [27][640/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 2.5142e+00 (2.0272e+00) Acc@1 0.00 ( 14.04) Acc@5 100.00 ( 81.75)
    Epoch: [27][650/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.9111e+00 (2.0294e+00) Acc@1 0.00 ( 14.13) Acc@5 100.00 ( 81.57)
    Epoch: [27][660/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 7.7247e-01 (2.0280e+00) Acc@1 100.00 ( 14.37) Acc@5 100.00 ( 81.54)
    Epoch: [27][670/900] Time 0.154 ( 0.157) Data 0.001 ( 0.009) Loss 8.2178e-01 (2.0270e+00) Acc@1 100.00 ( 14.61) Acc@5 100.00 ( 81.67)
    Epoch: [27][680/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.8230e+00 (2.0283e+00) Acc@1 0.00 ( 14.54) Acc@5 100.00 ( 81.64)
    Epoch: [27][690/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 2.0247e+00 (2.0265e+00) Acc@1 0.00 ( 14.47) Acc@5 100.00 ( 81.77)
    Epoch: [27][700/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 2.2851e+00 (2.0302e+00) Acc@1 0.00 ( 14.55) Acc@5 100.00 ( 81.74)
    Epoch: [27][710/900] Time 0.156 ( 0.157) Data 0.001 ( 0.009) Loss 1.4340e+00 (2.0302e+00) Acc@1 100.00 ( 14.63) Acc@5 100.00 ( 81.72)
    Epoch: [27][720/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 2.0859e+00 (2.0275e+00) Acc@1 0.00 ( 14.70) Acc@5 100.00 ( 81.83)
    Epoch: [27][730/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 2.0087e+00 (2.0241e+00) Acc@1 0.00 ( 14.64) Acc@5 100.00 ( 82.08)
    Epoch: [27][740/900] Time 0.157 ( 0.157) Data 0.000 ( 0.009) Loss 1.5702e+00 (2.0304e+00) Acc@1 0.00 ( 14.44) Acc@5 100.00 ( 81.92)
    Epoch: [27][750/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.4611e+00 (2.0277e+00) Acc@1 0.00 ( 14.51) Acc@5 100.00 ( 82.02)
    Epoch: [27][760/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 2.5909e+00 (2.0320e+00) Acc@1 0.00 ( 14.32) Acc@5 0.00 ( 82.00)
    Epoch: [27][770/900] Time 0.152 ( 0.157) Data 0.000 ( 0.009) Loss 2.2734e+00 (2.0311e+00) Acc@1 0.00 ( 14.40) Acc@5 100.00 ( 81.97)
    Epoch: [27][780/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.3573e+00 (2.0305e+00) Acc@1 100.00 ( 14.34) Acc@5 100.00 ( 81.82)
    Epoch: [27][790/900] Time 0.157 ( 0.157) Data 0.000 ( 0.009) Loss 1.2409e+00 (2.0320e+00) Acc@1 100.00 ( 14.41) Acc@5 100.00 ( 81.80)
    Epoch: [27][800/900] Time 0.155 ( 0.157) Data 0.001 ( 0.009) Loss 1.4456e+00 (2.0312e+00) Acc@1 100.00 ( 14.36) Acc@5 100.00 ( 81.90)
    Epoch: [27][810/900] Time 0.156 ( 0.157) Data 0.001 ( 0.009) Loss 1.7878e+00 (2.0283e+00) Acc@1 0.00 ( 14.55) Acc@5 100.00 ( 82.00)
    Epoch: [27][820/900] Time 0.154 ( 0.157) Data 0.001 ( 0.009) Loss 2.5356e+00 (2.0291e+00) Acc@1 0.00 ( 14.49) Acc@5 0.00 ( 81.97)
    Epoch: [27][830/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 1.4247e+00 (2.0267e+00) Acc@1 0.00 ( 14.56) Acc@5 100.00 ( 82.07)
    Epoch: [27][840/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 1.8320e+00 (2.0274e+00) Acc@1 0.00 ( 14.51) Acc@5 100.00 ( 82.16)
    Epoch: [27][850/900] Time 0.154 ( 0.157) Data 0.001 ( 0.009) Loss 1.9690e+00 (2.0229e+00) Acc@1 0.00 ( 14.57) Acc@5 100.00 ( 82.37)
    Epoch: [27][860/900] Time 0.155 ( 0.157) Data 0.000 ( 0.009) Loss 1.2633e+00 (2.0276e+00) Acc@1 0.00 ( 14.40) Acc@5 100.00 ( 82.46)
    Epoch: [27][870/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 2.0851e+00 (2.0341e+00) Acc@1 0.00 ( 14.24) Acc@5 100.00 ( 82.09)
    Epoch: [27][880/900] Time 0.156 ( 0.157) Data 0.000 ( 0.009) Loss 2.0881e+00 (2.0329e+00) Acc@1 0.00 ( 14.30) Acc@5 100.00 ( 82.07)
    Epoch: [27][890/900] Time 0.154 ( 0.157) Data 0.000 ( 0.009) Loss 7.2416e-01 (2.0302e+00) Acc@1 100.00 ( 14.70) Acc@5 100.00 ( 81.93)
    Epoch: [27] completed, elapsed time 141.222 seconds
    Test: [ 0/90] Time 0.686 ( 0.686) Loss 3.3383e+00 (3.3383e+00) Acc@1 0.00 ( 0.00) Acc@5 0.00 ( 0.00)
    Test: [10/90] Time 0.084 ( 0.130) Loss 3.3384e+00 (3.3383e+00) Acc@1 0.00 ( 0.00) Acc@5 0.00 ( 0.00)
    Test: [20/90] Time 0.080 ( 0.110) Loss 2.7081e+00 (3.1585e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 ( 28.57)
    Test: [30/90] Time 0.084 ( 0.102) Loss 2.6943e+00 (3.0140e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 ( 51.61)
    Test: [40/90] Time 0.088 ( 0.098) Loss 2.6938e+00 (2.9359e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 ( 63.41)
    Test: [50/90] Time 0.083 ( 0.095) Loss 1.1303e+00 (2.7047e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 ( 70.59)
    Test: [60/90] Time 0.086 ( 0.094) Loss 9.0667e-01 (2.4430e+00) Acc@1 100.00 ( 1.64) Acc@5 100.00 ( 75.41)
    Test: [70/90] Time 0.086 ( 0.093) Loss 8.8976e-01 (2.2250e+00) Acc@1 100.00 ( 15.49) Acc@5 100.00 ( 78.87)
    Test: [80/90] Time 0.087 ( 0.092) Loss 2.2387e+00 (2.1605e+00) Acc@1 0.00 ( 18.52) Acc@5 100.00 ( 81.48)
  • Acc@1 16.667 Acc@5 83.333
    saved checkpoint to: models/Tomatoesl/checkpoint.pth.tar
    Epoch: [28][ 0/900] Time 0.795 ( 0.795) Data 0.700 ( 0.700) Loss 1.1323e+00 (1.1323e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 (100.00)
    Epoch: [28][ 10/900] Time 0.264 ( 0.231) Data 0.176 ( 0.145) Loss 2.5331e+00 (2.3336e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 ( 90.91)
    Epoch: [28][ 20/900] Time 0.181 ( 0.196) Data 0.097 ( 0.091) Loss 1.7526e+00 (2.3448e+00) Acc@1 0.00 ( 4.76) Acc@5 100.00 ( 80.95)
    Epoch: [28][ 30/900] Time 0.157 ( 0.184) Data 0.001 ( 0.072) Loss 1.4257e+00 (2.1343e+00) Acc@1 0.00 ( 6.45) Acc@5 100.00 ( 87.10)
    Epoch: [28][ 40/900] Time 0.154 ( 0.177) Data 0.000 ( 0.056) Loss 2.5105e+00 (2.1546e+00) Acc@1 0.00 ( 9.76) Acc@5 100.00 ( 82.93)
    Epoch: [28][ 50/900] Time 0.154 ( 0.173) Data 0.001 ( 0.046) Loss 2.2817e+00 (2.1006e+00) Acc@1 0.00 ( 9.80) Acc@5 100.00 ( 82.35)
    Epoch: [28][ 60/900] Time 0.156 ( 0.171) Data 0.000 ( 0.040) Loss 1.6344e+00 (2.0791e+00) Acc@1 0.00 ( 11.48) Acc@5 100.00 ( 81.97)
    Epoch: [28][ 70/900] Time 0.155 ( 0.169) Data 0.001 ( 0.036) Loss 1.4496e+00 (2.0842e+00) Acc@1 0.00 ( 11.27) Acc@5 100.00 ( 83.10)
    Epoch: [28][ 80/900] Time 0.155 ( 0.167) Data 0.000 ( 0.032) Loss 1.3091e+00 (2.0522e+00) Acc@1 100.00 ( 13.58) Acc@5 100.00 ( 85.19)
    Epoch: [28][ 90/900] Time 0.154 ( 0.166) Data 0.001 ( 0.029) Loss 1.7058e+00 (2.0438e+00) Acc@1 0.00 ( 14.29) Acc@5 100.00 ( 85.71)
    Epoch: [28][100/900] Time 0.156 ( 0.165) Data 0.000 ( 0.027) Loss 2.1155e+00 (2.0525e+00) Acc@1 0.00 ( 13.86) Acc@5 100.00 ( 85.15)
    Epoch: [28][110/900] Time 0.156 ( 0.164) Data 0.000 ( 0.026) Loss 2.1827e+00 (2.0543e+00) Acc@1 0.00 ( 13.51) Acc@5 0.00 ( 82.88)
    Epoch: [28][120/900] Time 0.156 ( 0.163) Data 0.000 ( 0.024) Loss 1.5665e+00 (2.0450e+00) Acc@1 0.00 ( 12.40) Acc@5 100.00 ( 82.64)
    Epoch: [28][130/900] Time 0.157 ( 0.163) Data 0.000 ( 0.023) Loss 1.6673e+00 (2.0471e+00) Acc@1 0.00 ( 12.21) Acc@5 100.00 ( 82.44)
    Epoch: [28][140/900] Time 0.155 ( 0.162) Data 0.000 ( 0.022) Loss 1.9870e+00 (2.0617e+00) Acc@1 0.00 ( 11.35) Acc@5 100.00 ( 82.27)
    Epoch: [28][150/900] Time 0.155 ( 0.162) Data 0.000 ( 0.021) Loss 2.9393e+00 (2.0608e+00) Acc@1 0.00 ( 10.60) Acc@5 0.00 ( 80.79)
    Epoch: [28][160/900] Time 0.155 ( 0.161) Data 0.001 ( 0.020) Loss 1.8597e+00 (2.0549e+00) Acc@1 0.00 ( 11.18) Acc@5 100.00 ( 81.37)
    Epoch: [28][170/900] Time 0.153 ( 0.161) Data 0.001 ( 0.019) Loss 2.8970e+00 (2.0605e+00) Acc@1 0.00 ( 11.70) Acc@5 0.00 ( 80.70)
    Epoch: [28][180/900] Time 0.157 ( 0.161) Data 0.000 ( 0.019) Loss 1.1262e+00 (2.0600e+00) Acc@1 100.00 ( 12.15) Acc@5 100.00 ( 80.11)
    Epoch: [28][190/900] Time 0.156 ( 0.160) Data 0.000 ( 0.018) Loss 1.6231e+00 (2.0547e+00) Acc@1 0.00 ( 11.52) Acc@5 100.00 ( 80.63)
    Epoch: [28][200/900] Time 0.155 ( 0.160) Data 0.000 ( 0.018) Loss 2.4045e+00 (2.0390e+00) Acc@1 0.00 ( 11.94) Acc@5 100.00 ( 81.59)
    Epoch: [28][210/900] Time 0.155 ( 0.160) Data 0.000 ( 0.017) Loss 1.5793e+00 (2.0480e+00) Acc@1 0.00 ( 11.37) Acc@5 100.00 ( 81.52)
    Epoch: [28][220/900] Time 0.155 ( 0.160) Data 0.000 ( 0.017) Loss 2.9649e+00 (2.0472e+00) Acc@1 0.00 ( 11.76) Acc@5 0.00 ( 81.45)
    Epoch: [28][230/900] Time 0.154 ( 0.160) Data 0.000 ( 0.016) Loss 1.8035e+00 (2.0410e+00) Acc@1 0.00 ( 11.69) Acc@5 100.00 ( 81.82)
    Epoch: [28][240/900] Time 0.154 ( 0.160) Data 0.000 ( 0.016) Loss 2.8144e+00 (2.0504e+00) Acc@1 0.00 ( 11.62) Acc@5 100.00 ( 81.74)
    Epoch: [28][250/900] Time 0.154 ( 0.159) Data 0.000 ( 0.016) Loss 1.2849e+00 (2.0373e+00) Acc@1 0.00 ( 12.35) Acc@5 100.00 ( 82.07)
    Epoch: [28][260/900] Time 0.155 ( 0.159) Data 0.000 ( 0.015) Loss 1.1586e+00 (2.0351e+00) Acc@1 100.00 ( 12.64) Acc@5 100.00 ( 81.99)
    Epoch: [28][270/900] Time 0.155 ( 0.159) Data 0.000 ( 0.015) Loss 7.7034e-01 (2.0237e+00) Acc@1 100.00 ( 14.02) Acc@5 100.00 ( 82.29)
    Epoch: [28][280/900] Time 0.156 ( 0.159) Data 0.000 ( 0.015) Loss 1.9227e+00 (2.0233e+00) Acc@1 0.00 ( 14.23) Acc@5 100.00 ( 82.56)
    Epoch: [28][290/900] Time 0.155 ( 0.159) Data 0.000 ( 0.015) Loss 2.1725e+00 (2.0138e+00) Acc@1 0.00 ( 14.78) Acc@5 100.00 ( 82.82)
    Epoch: [28][300/900] Time 0.154 ( 0.159) Data 0.000 ( 0.014) Loss 2.3818e+00 (2.0191e+00) Acc@1 0.00 ( 14.29) Acc@5 100.00 ( 83.06)
    Epoch: [28][310/900] Time 0.154 ( 0.159) Data 0.000 ( 0.014) Loss 1.8441e+00 (2.0169e+00) Acc@1 0.00 ( 13.83) Acc@5 100.00 ( 82.96)
    Epoch: [28][320/900] Time 0.155 ( 0.159) Data 0.000 ( 0.014) Loss 2.6643e+00 (2.0157e+00) Acc@1 0.00 ( 13.71) Acc@5 100.00 ( 83.18)
    Epoch: [28][330/900] Time 0.157 ( 0.159) Data 0.001 ( 0.014) Loss 1.2612e+00 (2.0148e+00) Acc@1 100.00 ( 13.60) Acc@5 100.00 ( 83.08)
    Epoch: [28][340/900] Time 0.155 ( 0.159) Data 0.001 ( 0.014) Loss 1.0038e+00 (2.0125e+00) Acc@1 100.00 ( 13.78) Acc@5 100.00 ( 83.28)
    Epoch: [28][350/900] Time 0.154 ( 0.158) Data 0.000 ( 0.013) Loss 2.2724e+00 (2.0116e+00) Acc@1 0.00 ( 13.39) Acc@5 100.00 ( 83.76)
    Epoch: [28][360/900] Time 0.155 ( 0.158) Data 0.000 ( 0.013) Loss 1.7389e+00 (2.0171e+00) Acc@1 0.00 ( 13.57) Acc@5 100.00 ( 83.66)
    Epoch: [28][370/900] Time 0.156 ( 0.158) Data 0.000 ( 0.013) Loss 2.0554e+00 (2.0146e+00) Acc@1 0.00 ( 13.48) Acc@5 100.00 ( 83.83)
    Epoch: [28][380/900] Time 0.154 ( 0.158) Data 0.000 ( 0.013) Loss 2.1712e+00 (2.0158e+00) Acc@1 0.00 ( 13.12) Acc@5 100.00 ( 83.99)
    Epoch: [28][390/900] Time 0.156 ( 0.158) Data 0.000 ( 0.013) Loss 1.3494e+00 (2.0110e+00) Acc@1 100.00 ( 13.55) Acc@5 100.00 ( 84.40)
    Epoch: [28][400/900] Time 0.155 ( 0.158) Data 0.000 ( 0.013) Loss 1.9844e+00 (2.0057e+00) Acc@1 0.00 ( 13.72) Acc@5 100.00 ( 84.79)
    Epoch: [28][410/900] Time 0.156 ( 0.158) Data 0.001 ( 0.013) Loss 2.0299e+00 (2.0012e+00) Acc@1 0.00 ( 13.63) Acc@5 100.00 ( 84.91)
    Epoch: [28][420/900] Time 0.153 ( 0.158) Data 0.000 ( 0.012) Loss 8.1046e-01 (2.0052e+00) Acc@1 100.00 ( 14.01) Acc@5 100.00 ( 84.80)
    Epoch: [28][430/900] Time 0.156 ( 0.158) Data 0.000 ( 0.012) Loss 2.1322e+00 (2.0161e+00) Acc@1 0.00 ( 13.69) Acc@5 100.00 ( 84.45)
    Epoch: [28][440/900] Time 0.156 ( 0.158) Data 0.001 ( 0.012) Loss 1.6586e+00 (2.0208e+00) Acc@1 0.00 ( 13.83) Acc@5 100.00 ( 84.58)
    Epoch: [28][450/900] Time 0.153 ( 0.158) Data 0.000 ( 0.012) Loss 1.7440e+00 (2.0135e+00) Acc@1 0.00 ( 14.19) Acc@5 100.00 ( 84.92)
    Epoch: [28][460/900] Time 0.153 ( 0.158) Data 0.000 ( 0.012) Loss 2.0313e+00 (2.0105e+00) Acc@1 0.00 ( 14.10) Acc@5 100.00 ( 85.03)
    Epoch: [28][470/900] Time 0.156 ( 0.158) Data 0.001 ( 0.012) Loss 1.6108e+00 (2.0089e+00) Acc@1 0.00 ( 14.01) Acc@5 100.00 ( 84.71)
    Epoch: [28][480/900] Time 0.154 ( 0.158) Data 0.000 ( 0.012) Loss 2.1690e+00 (2.0073e+00) Acc@1 0.00 ( 13.93) Acc@5 100.00 ( 84.62)
    Epoch: [28][490/900] Time 0.153 ( 0.158) Data 0.000 ( 0.012) Loss 1.4631e+00 (2.0085e+00) Acc@1 0.00 ( 13.85) Acc@5 100.00 ( 84.52)
    Epoch: [28][500/900] Time 0.156 ( 0.158) Data 0.000 ( 0.012) Loss 2.0203e+00 (2.0121e+00) Acc@1 0.00 ( 13.77) Acc@5 100.00 ( 84.23)
    Epoch: [28][510/900] Time 0.151 ( 0.158) Data 0.000 ( 0.012) Loss 3.0781e+00 (2.0128e+00) Acc@1 0.00 ( 13.89) Acc@5 100.00 ( 84.34)
    Epoch: [28][520/900] Time 0.156 ( 0.158) Data 0.000 ( 0.012) Loss 2.8683e+00 (2.0159e+00) Acc@1 0.00 ( 13.82) Acc@5 0.00 ( 84.07)
    Epoch: [28][530/900] Time 0.155 ( 0.158) Data 0.000 ( 0.011) Loss 1.3018e+00 (2.0125e+00) Acc@1 100.00 ( 13.75) Acc@5 100.00 ( 84.37)
    Epoch: [28][540/900] Time 0.154 ( 0.158) Data 0.000 ( 0.011) Loss 1.7793e+00 (2.0101e+00) Acc@1 0.00 ( 13.68) Acc@5 100.00 ( 84.66)
    Epoch: [28][550/900] Time 0.157 ( 0.158) Data 0.000 ( 0.011) Loss 1.9377e+00 (2.0083e+00) Acc@1 0.00 ( 13.79) Acc@5 100.00 ( 84.75)
    Epoch: [28][560/900] Time 0.156 ( 0.158) Data 0.000 ( 0.011) Loss 1.4220e+00 (2.0120e+00) Acc@1 0.00 ( 13.55) Acc@5 100.00 ( 84.67)
    Epoch: [28][570/900] Time 0.155 ( 0.158) Data 0.000 ( 0.011) Loss 2.2481e+00 (2.0139e+00) Acc@1 0.00 ( 13.66) Acc@5 100.00 ( 84.59)
    Epoch: [28][580/900] Time 0.157 ( 0.157) Data 0.001 ( 0.011) Loss 2.4326e+00 (2.0141e+00) Acc@1 0.00 ( 13.60) Acc@5 100.00 ( 84.85)
    Epoch: [28][590/900] Time 0.156 ( 0.157) Data 0.000 ( 0.011) Loss 1.5585e+00 (2.0096e+00) Acc@1 0.00 ( 13.54) Acc@5 100.00 ( 85.11)
    Epoch: [28][600/900] Time 0.154 ( 0.157) Data 0.000 ( 0.011) Loss 4.4369e+00 (2.0063e+00) Acc@1 0.00 ( 13.81) Acc@5 0.00 ( 85.19)
    Epoch: [28][610/900] Time 0.155 ( 0.157) Data 0.000 ( 0.011) Loss 1.1396e+00 (2.0043e+00) Acc@1 0.00 ( 13.91) Acc@5 100.00 ( 85.27)
    Epoch: [28][620/900] Time 0.156 ( 0.157) Data 0.001 ( 0.011) Loss 1.1542e+00 (2.0104e+00) Acc@1 100.00 ( 14.01) Acc@5 100.00 ( 84.86)
    Epoch: [28][630/900] Time 0.156 ( 0.157) Data 0.000 ( 0.011) Loss 1.9032e+00 (2.0103e+00) Acc@1 0.00 ( 14.10) Acc@5 100.00 ( 84.63)
    Epoch: [28][640/900] Time 0.153 ( 0.157) Data 0.000 ( 0.011) Loss 1.5025e+00 (2.0083e+00) Acc@1 0.00 ( 14.20) Acc@5 100.00 ( 84.71)
    Epoch: [28][650/900] Time 0.155 ( 0.157) Data 0.000 ( 0.011) Loss 7.9721e-01 (2.0033e+00) Acc@1 100.00 ( 14.59) Acc@5 100.00 ( 84.95)
    Epoch: [28][660/900] Time 0.156 ( 0.157) Data 0.001 ( 0.011) Loss 2.5338e+00 (2.0082e+00) Acc@1 0.00 ( 14.52) Acc@5 100.00 ( 84.72)
    Epoch: [28][670/900] Time 0.154 ( 0.157) Data 0.000 ( 0.011) Loss 2.7232e+00 (2.0083e+00) Acc@1 0.00 ( 14.46) Acc@5 0.00 ( 84.35)
    Epoch: [28][680/900] Time 0.156 ( 0.157) Data 0.000 ( 0.011) Loss 1.8133e+00 (2.0134e+00) Acc@1 0.00 ( 14.39) Acc@5 100.00 ( 84.14)
    Epoch: [28][690/900] Time 0.155 ( 0.157) Data 0.000 ( 0.011) Loss 8.4729e-01 (2.0082e+00) Acc@1 100.00 ( 14.76) Acc@5 100.00 ( 84.23)
    Epoch: [28][700/900] Time 0.156 ( 0.157) Data 0.000 ( 0.011) Loss 1.5466e+00 (2.0119e+00) Acc@1 0.00 ( 14.55) Acc@5 100.00 ( 84.02)
    Epoch: [28][710/900] Time 0.155 ( 0.157) Data 0.001 ( 0.011) Loss 2.4354e+00 (2.0132e+00) Acc@1 0.00 ( 14.35) Acc@5 100.00 ( 84.11)
    Epoch: [28][720/900] Time 0.154 ( 0.157) Data 0.000 ( 0.010) Loss 1.6924e+00 (2.0155e+00) Acc@1 0.00 ( 14.15) Acc@5 100.00 ( 83.77)
    Epoch: [28][730/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 1.6216e+00 (2.0157e+00) Acc@1 0.00 ( 13.95) Acc@5 100.00 ( 83.72)
    Epoch: [28][740/900] Time 0.156 ( 0.157) Data 0.001 ( 0.010) Loss 1.4843e+00 (2.0155e+00) Acc@1 100.00 ( 13.90) Acc@5 100.00 ( 83.54)
    Epoch: [28][750/900] Time 0.156 ( 0.157) Data 0.001 ( 0.010) Loss 2.0687e+00 (2.0145e+00) Acc@1 0.00 ( 13.98) Acc@5 100.00 ( 83.62)
    Epoch: [28][760/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 1.0782e+00 (2.0113e+00) Acc@1 100.00 ( 14.32) Acc@5 100.00 ( 83.44)
    Epoch: [28][770/900] Time 0.156 ( 0.157) Data 0.000 ( 0.010) Loss 1.7778e+00 (2.0109e+00) Acc@1 0.00 ( 14.40) Acc@5 100.00 ( 83.53)
    Epoch: [28][780/900] Time 0.156 ( 0.157) Data 0.000 ( 0.010) Loss 1.5792e+00 (2.0127e+00) Acc@1 0.00 ( 14.21) Acc@5 100.00 ( 83.23)
    Epoch: [28][790/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 2.7623e+00 (2.0140e+00) Acc@1 0.00 ( 14.03) Acc@5 0.00 ( 83.31)
    Epoch: [28][800/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 6.7817e-01 (2.0075e+00) Acc@1 100.00 ( 14.36) Acc@5 100.00 ( 83.52)
    Epoch: [28][810/900] Time 0.156 ( 0.157) Data 0.001 ( 0.010) Loss 4.0614e+00 (2.0097e+00) Acc@1 0.00 ( 14.67) Acc@5 0.00 ( 83.35)
    Epoch: [28][820/900] Time 0.156 ( 0.157) Data 0.000 ( 0.010) Loss 1.8345e+00 (2.0165e+00) Acc@1 0.00 ( 14.49) Acc@5 100.00 ( 83.07)
    Epoch: [28][830/900] Time 0.157 ( 0.157) Data 0.000 ( 0.010) Loss 1.6697e+00 (2.0190e+00) Acc@1 0.00 ( 14.44) Acc@5 100.00 ( 83.03)
    Epoch: [28][840/900] Time 0.155 ( 0.157) Data 0.001 ( 0.010) Loss 1.3252e+00 (2.0181e+00) Acc@1 0.00 ( 14.27) Acc@5 100.00 ( 83.12)
    Epoch: [28][850/900] Time 0.156 ( 0.157) Data 0.000 ( 0.010) Loss 1.9517e+00 (2.0155e+00) Acc@1 0.00 ( 14.22) Acc@5 100.00 ( 83.20)
    Epoch: [28][860/900] Time 0.154 ( 0.157) Data 0.000 ( 0.010) Loss 2.2366e+00 (2.0157e+00) Acc@1 0.00 ( 14.05) Acc@5 100.00 ( 83.28)
    Epoch: [28][870/900] Time 0.156 ( 0.157) Data 0.001 ( 0.010) Loss 1.3071e+00 (2.0138e+00) Acc@1 0.00 ( 14.01) Acc@5 100.00 ( 83.24)
    Epoch: [28][880/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 2.3285e+00 (2.0146e+00) Acc@1 0.00 ( 13.96) Acc@5 100.00 ( 83.20)
    Epoch: [28][890/900] Time 0.156 ( 0.157) Data 0.000 ( 0.010) Loss 1.0127e+00 (2.0139e+00) Acc@1 100.00 ( 14.03) Acc@5 100.00 ( 83.28)
    Epoch: [28] completed, elapsed time 141.391 seconds
    Test: [ 0/90] Time 0.569 ( 0.569) Loss 2.9560e+00 (2.9560e+00) Acc@1 0.00 ( 0.00) Acc@5 0.00 ( 0.00)
    Test: [10/90] Time 0.084 ( 0.128) Loss 2.9560e+00 (2.9560e+00) Acc@1 0.00 ( 0.00) Acc@5 0.00 ( 0.00)
    Test: [20/90] Time 0.072 ( 0.110) Loss 2.1512e+00 (2.7257e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 ( 28.57)
    Test: [30/90] Time 0.082 ( 0.102) Loss 2.4605e+00 (2.5506e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 ( 51.61)
    Test: [40/90] Time 0.087 ( 0.098) Loss 2.4605e+00 (2.5286e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 ( 63.41)
    Test: [50/90] Time 0.091 ( 0.095) Loss 2.2918e+00 (2.4956e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 ( 70.59)
    Test: [60/90] Time 0.085 ( 0.093) Loss 8.2491e-01 (2.4384e+00) Acc@1 100.00 ( 1.64) Acc@5 100.00 ( 75.41)
    Test: [70/90] Time 0.086 ( 0.092) Loss 8.0619e-01 (2.2092e+00) Acc@1 100.00 ( 15.49) Acc@5 100.00 ( 78.87)
    Test: [80/90] Time 0.080 ( 0.091) Loss 1.5632e+00 (2.0926e+00) Acc@1 0.00 ( 18.52) Acc@5 100.00 ( 81.48)
  • Acc@1 16.667 Acc@5 83.333
    saved checkpoint to: models/Tomatoesl/checkpoint.pth.tar
    Epoch: [29][ 0/900] Time 0.641 ( 0.641) Data 0.555 ( 0.555) Loss 2.2961e+00 (2.2961e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 (100.00)
    Epoch: [29][ 10/900] Time 0.152 ( 0.207) Data 0.046 ( 0.106) Loss 1.3556e+00 (2.1958e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 ( 81.82)
    Epoch: [29][ 20/900] Time 0.164 ( 0.189) Data 0.009 ( 0.086) Loss 2.5977e+00 (2.1379e+00) Acc@1 0.00 ( 4.76) Acc@5 100.00 ( 90.48)
    Epoch: [29][ 30/900] Time 0.156 ( 0.178) Data 0.001 ( 0.065) Loss 2.2180e+00 (2.1765e+00) Acc@1 0.00 ( 3.23) Acc@5 100.00 ( 87.10)
    Epoch: [29][ 40/900] Time 0.156 ( 0.172) Data 0.000 ( 0.051) Loss 1.6752e+00 (2.1090e+00) Acc@1 0.00 ( 9.76) Acc@5 100.00 ( 90.24)
    Epoch: [29][ 50/900] Time 0.154 ( 0.169) Data 0.000 ( 0.043) Loss 1.1245e+00 (2.1149e+00) Acc@1 0.00 ( 9.80) Acc@5 100.00 ( 88.24)
    Epoch: [29][ 60/900] Time 0.153 ( 0.167) Data 0.000 ( 0.037) Loss 1.7807e+00 (2.1298e+00) Acc@1 0.00 ( 9.84) Acc@5 100.00 ( 86.89)
    Epoch: [29][ 70/900] Time 0.155 ( 0.166) Data 0.001 ( 0.033) Loss 2.2162e+00 (2.0983e+00) Acc@1 0.00 ( 8.45) Acc@5 100.00 ( 88.73)
    Epoch: [29][ 80/900] Time 0.156 ( 0.165) Data 0.000 ( 0.030) Loss 1.4050e+00 (2.0808e+00) Acc@1 100.00 ( 9.88) Acc@5 100.00 ( 87.65)
    Epoch: [29][ 90/900] Time 0.154 ( 0.164) Data 0.000 ( 0.027) Loss 1.4155e+00 (2.0422e+00) Acc@1 0.00 ( 9.89) Acc@5 100.00 ( 89.01)
    Epoch: [29][100/900] Time 0.156 ( 0.163) Data 0.000 ( 0.025) Loss 2.2791e+00 (2.0537e+00) Acc@1 0.00 ( 9.90) Acc@5 100.00 ( 89.11)
    Epoch: [29][110/900] Time 0.155 ( 0.162) Data 0.000 ( 0.024) Loss 1.2417e+00 (2.0330e+00) Acc@1 0.00 ( 9.01) Acc@5 100.00 ( 89.19)
    Epoch: [29][120/900] Time 0.155 ( 0.162) Data 0.000 ( 0.022) Loss 2.7016e+00 (2.0737e+00) Acc@1 0.00 ( 8.26) Acc@5 0.00 ( 86.78)
    Epoch: [29][130/900] Time 0.156 ( 0.161) Data 0.000 ( 0.021) Loss 1.8736e+00 (2.0625e+00) Acc@1 0.00 ( 7.63) Acc@5 100.00 ( 87.02)
    Epoch: [29][140/900] Time 0.157 ( 0.161) Data 0.001 ( 0.020) Loss 1.4001e+00 (2.0393e+00) Acc@1 100.00 ( 8.51) Acc@5 100.00 ( 87.94)
    Epoch: [29][150/900] Time 0.158 ( 0.161) Data 0.000 ( 0.020) Loss 2.8218e+00 (2.0462e+00) Acc@1 0.00 ( 9.27) Acc@5 0.00 ( 86.75)
    Epoch: [29][160/900] Time 0.155 ( 0.160) Data 0.001 ( 0.019) Loss 2.7492e+00 (2.0369e+00) Acc@1 0.00 ( 9.32) Acc@5 0.00 ( 86.34)
    Epoch: [29][170/900] Time 0.150 ( 0.160) Data 0.001 ( 0.018) Loss 2.0397e+00 (2.0393e+00) Acc@1 0.00 ( 9.36) Acc@5 100.00 ( 85.38)
    Epoch: [29][180/900] Time 0.153 ( 0.160) Data 0.001 ( 0.018) Loss 2.1861e+00 (2.0315e+00) Acc@1 0.00 ( 9.39) Acc@5 100.00 ( 85.64)
    Epoch: [29][190/900] Time 0.157 ( 0.159) Data 0.000 ( 0.017) Loss 2.0963e+00 (2.0313e+00) Acc@1 0.00 ( 9.95) Acc@5 100.00 ( 85.34)
    Epoch: [29][200/900] Time 0.155 ( 0.159) Data 0.000 ( 0.017) Loss 1.5210e+00 (2.0285e+00) Acc@1 0.00 ( 10.45) Acc@5 100.00 ( 85.07)
    Epoch: [29][210/900] Time 0.157 ( 0.159) Data 0.000 ( 0.016) Loss 3.4336e+00 (2.0400e+00) Acc@1 0.00 ( 10.43) Acc@5 0.00 ( 84.83)
    Epoch: [29][220/900] Time 0.154 ( 0.159) Data 0.000 ( 0.016) Loss 1.6927e+00 (2.0202e+00) Acc@1 0.00 ( 11.76) Acc@5 100.00 ( 85.52)
    Epoch: [29][230/900] Time 0.156 ( 0.159) Data 0.000 ( 0.015) Loss 1.1697e+00 (2.0096e+00) Acc@1 100.00 ( 12.12) Acc@5 100.00 ( 86.15)
    Epoch: [29][240/900] Time 0.156 ( 0.159) Data 0.001 ( 0.015) Loss 1.7108e+00 (2.0150e+00) Acc@1 0.00 ( 11.62) Acc@5 100.00 ( 85.89)
    Epoch: [29][250/900] Time 0.154 ( 0.159) Data 0.000 ( 0.015) Loss 2.0671e+00 (2.0089e+00) Acc@1 0.00 ( 11.55) Acc@5 100.00 ( 86.06)
    Epoch: [29][260/900] Time 0.155 ( 0.158) Data 0.000 ( 0.015) Loss 1.8065e+00 (1.9957e+00) Acc@1 0.00 ( 11.88) Acc@5 100.00 ( 86.59)
    Epoch: [29][270/900] Time 0.155 ( 0.158) Data 0.000 ( 0.014) Loss 2.1266e+00 (2.0140e+00) Acc@1 0.00 ( 12.18) Acc@5 100.00 ( 85.98)
    Epoch: [29][280/900] Time 0.158 ( 0.158) Data 0.000 ( 0.014) Loss 2.5828e+00 (2.0123e+00) Acc@1 0.00 ( 12.46) Acc@5 100.00 ( 85.77)
    Epoch: [29][290/900] Time 0.155 ( 0.158) Data 0.000 ( 0.014) Loss 1.9412e+00 (2.0147e+00) Acc@1 0.00 ( 12.37) Acc@5 100.00 ( 85.91)
    Epoch: [29][300/900] Time 0.155 ( 0.158) Data 0.000 ( 0.014) Loss 3.4493e+00 (2.0145e+00) Acc@1 0.00 ( 12.62) Acc@5 0.00 ( 85.71)
    Epoch: [29][310/900] Time 0.155 ( 0.158) Data 0.000 ( 0.013) Loss 1.2138e+00 (2.0210e+00) Acc@1 100.00 ( 12.86) Acc@5 100.00 ( 85.21)
    Epoch: [29][320/900] Time 0.156 ( 0.158) Data 0.000 ( 0.013) Loss 2.8730e+00 (2.0206e+00) Acc@1 0.00 ( 13.08) Acc@5 0.00 ( 84.74)
    Epoch: [29][330/900] Time 0.156 ( 0.158) Data 0.001 ( 0.013) Loss 1.7128e+00 (2.0264e+00) Acc@1 0.00 ( 12.69) Acc@5 100.00 ( 84.29)
    Epoch: [29][340/900] Time 0.156 ( 0.158) Data 0.001 ( 0.013) Loss 1.9930e+00 (2.0247e+00) Acc@1 0.00 ( 12.32) Acc@5 100.00 ( 83.87)
    Epoch: [29][350/900] Time 0.155 ( 0.158) Data 0.000 ( 0.013) Loss 2.2131e+00 (2.0206e+00) Acc@1 0.00 ( 12.54) Acc@5 100.00 ( 84.33)
    Epoch: [29][360/900] Time 0.155 ( 0.158) Data 0.001 ( 0.013) Loss 2.4671e+00 (2.0232e+00) Acc@1 0.00 ( 12.74) Acc@5 100.00 ( 84.21)
    Epoch: [29][370/900] Time 0.156 ( 0.158) Data 0.000 ( 0.013) Loss 1.7088e+00 (2.0241e+00) Acc@1 0.00 ( 12.67) Acc@5 100.00 ( 84.37)
    Epoch: [29][380/900] Time 0.156 ( 0.158) Data 0.000 ( 0.012) Loss 2.6328e+00 (2.0278e+00) Acc@1 0.00 ( 12.60) Acc@5 0.00 ( 83.46)
    Epoch: [29][390/900] Time 0.155 ( 0.158) Data 0.001 ( 0.012) Loss 2.5906e+00 (2.0259e+00) Acc@1 0.00 ( 12.79) Acc@5 0.00 ( 83.38)
    Epoch: [29][400/900] Time 0.155 ( 0.157) Data 0.000 ( 0.012) Loss 2.5312e+00 (2.0204e+00) Acc@1 0.00 ( 13.22) Acc@5 100.00 ( 83.04)
    Epoch: [29][410/900] Time 0.158 ( 0.157) Data 0.000 ( 0.012) Loss 1.7128e+00 (2.0260e+00) Acc@1 0.00 ( 12.90) Acc@5 100.00 ( 82.97)
    Epoch: [29][420/900] Time 0.155 ( 0.157) Data 0.000 ( 0.012) Loss 2.0274e+00 (2.0249e+00) Acc@1 0.00 ( 13.06) Acc@5 100.00 ( 82.90)
    Epoch: [29][430/900] Time 0.156 ( 0.157) Data 0.001 ( 0.012) Loss 1.2858e+00 (2.0261e+00) Acc@1 100.00 ( 12.99) Acc@5 100.00 ( 82.83)
    Epoch: [29][440/900] Time 0.150 ( 0.157) Data 0.000 ( 0.012) Loss 1.6385e+00 (2.0260e+00) Acc@1 100.00 ( 12.93) Acc@5 100.00 ( 82.99)
    Epoch: [29][450/900] Time 0.156 ( 0.157) Data 0.001 ( 0.012) Loss 1.4689e+00 (2.0221e+00) Acc@1 0.00 ( 12.86) Acc@5 100.00 ( 83.15)
    Epoch: [29][460/900] Time 0.154 ( 0.157) Data 0.000 ( 0.012) Loss 3.4791e+00 (2.0191e+00) Acc@1 0.00 ( 13.02) Acc@5 0.00 ( 83.30)
    Epoch: [29][470/900] Time 0.156 ( 0.157) Data 0.001 ( 0.012) Loss 2.2808e+00 (2.0235e+00) Acc@1 0.00 ( 12.95) Acc@5 100.00 ( 83.01)
    Epoch: [29][480/900] Time 0.154 ( 0.157) Data 0.000 ( 0.011) Loss 1.8348e+00 (2.0246e+00) Acc@1 0.00 ( 12.89) Acc@5 100.00 ( 82.54)
    Epoch: [29][490/900] Time 0.157 ( 0.157) Data 0.000 ( 0.011) Loss 2.1183e+00 (2.0223e+00) Acc@1 0.00 ( 13.03) Acc@5 100.00 ( 82.69)
    Epoch: [29][500/900] Time 0.153 ( 0.157) Data 0.000 ( 0.011) Loss 9.4027e-01 (2.0155e+00) Acc@1 100.00 ( 13.17) Acc@5 100.00 ( 82.83)
    Epoch: [29][510/900] Time 0.154 ( 0.157) Data 0.000 ( 0.011) Loss 2.2193e+00 (2.0214e+00) Acc@1 0.00 ( 13.31) Acc@5 100.00 ( 82.58)
    Epoch: [29][520/900] Time 0.154 ( 0.157) Data 0.001 ( 0.011) Loss 2.1150e+00 (2.0217e+00) Acc@1 0.00 ( 13.05) Acc@5 100.00 ( 82.34)
    Epoch: [29][530/900] Time 0.157 ( 0.157) Data 0.000 ( 0.011) Loss 3.8273e+00 (2.0199e+00) Acc@1 0.00 ( 12.99) Acc@5 0.00 ( 82.49)
    Epoch: [29][540/900] Time 0.156 ( 0.157) Data 0.000 ( 0.011) Loss 2.7557e+00 (2.0265e+00) Acc@1 0.00 ( 12.94) Acc@5 0.00 ( 82.07)
    Epoch: [29][550/900] Time 0.155 ( 0.157) Data 0.000 ( 0.011) Loss 2.4359e+00 (2.0237e+00) Acc@1 0.00 ( 13.07) Acc@5 100.00 ( 82.21)
    Epoch: [29][560/900] Time 0.157 ( 0.157) Data 0.000 ( 0.011) Loss 2.0645e+00 (2.0208e+00) Acc@1 0.00 ( 13.19) Acc@5 100.00 ( 82.35)
    Epoch: [29][570/900] Time 0.157 ( 0.157) Data 0.001 ( 0.011) Loss 1.3514e+00 (2.0198e+00) Acc@1 100.00 ( 13.49) Acc@5 100.00 ( 82.49)
    Epoch: [29][580/900] Time 0.155 ( 0.157) Data 0.001 ( 0.011) Loss 2.0309e+00 (2.0180e+00) Acc@1 0.00 ( 13.43) Acc@5 100.00 ( 82.62)
    Epoch: [29][590/900] Time 0.155 ( 0.157) Data 0.001 ( 0.011) Loss 2.9468e+00 (2.0168e+00) Acc@1 0.00 ( 13.71) Acc@5 100.00 ( 82.74)
    Epoch: [29][600/900] Time 0.157 ( 0.157) Data 0.000 ( 0.011) Loss 2.5301e+00 (2.0187e+00) Acc@1 0.00 ( 13.64) Acc@5 0.00 ( 82.70)
    Epoch: [29][610/900] Time 0.156 ( 0.157) Data 0.000 ( 0.011) Loss 1.7996e+00 (2.0145e+00) Acc@1 0.00 ( 13.91) Acc@5 100.00 ( 82.82)
    Epoch: [29][620/900] Time 0.156 ( 0.157) Data 0.000 ( 0.011) Loss 1.2167e+00 (2.0073e+00) Acc@1 0.00 ( 13.85) Acc@5 100.00 ( 83.09)
    Epoch: [29][630/900] Time 0.155 ( 0.157) Data 0.000 ( 0.011) Loss 3.3044e+00 (2.0263e+00) Acc@1 0.00 ( 13.95) Acc@5 100.00 ( 82.88)
    Epoch: [29][640/900] Time 0.156 ( 0.157) Data 0.000 ( 0.011) Loss 1.7850e+00 (2.0262e+00) Acc@1 0.00 ( 13.88) Acc@5 100.00 ( 82.84)
    Epoch: [29][650/900] Time 0.154 ( 0.157) Data 0.000 ( 0.010) Loss 8.9309e-01 (2.0195e+00) Acc@1 100.00 ( 14.29) Acc@5 100.00 ( 83.10)
    Epoch: [29][660/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 1.9499e+00 (2.0225e+00) Acc@1 0.00 ( 14.37) Acc@5 100.00 ( 83.21)
    Epoch: [29][670/900] Time 0.157 ( 0.157) Data 0.001 ( 0.010) Loss 2.3372e+00 (2.0200e+00) Acc@1 0.00 ( 14.31) Acc@5 100.00 ( 83.46)
    Epoch: [29][680/900] Time 0.156 ( 0.157) Data 0.000 ( 0.010) Loss 1.4641e+00 (2.0196e+00) Acc@1 100.00 ( 14.24) Acc@5 100.00 ( 83.26)
    Epoch: [29][690/900] Time 0.157 ( 0.157) Data 0.000 ( 0.010) Loss 1.1681e+00 (2.0196e+00) Acc@1 100.00 ( 14.33) Acc@5 100.00 ( 83.21)
    Epoch: [29][700/900] Time 0.154 ( 0.157) Data 0.000 ( 0.010) Loss 1.6059e+00 (2.0218e+00) Acc@1 0.00 ( 14.27) Acc@5 100.00 ( 82.88)
    Epoch: [29][710/900] Time 0.157 ( 0.157) Data 0.000 ( 0.010) Loss 3.2547e+00 (2.0225e+00) Acc@1 0.00 ( 14.21) Acc@5 0.00 ( 82.98)
    Epoch: [29][720/900] Time 0.154 ( 0.157) Data 0.000 ( 0.010) Loss 2.6372e+00 (2.0232e+00) Acc@1 0.00 ( 14.29) Acc@5 0.00 ( 82.94)
    Epoch: [29][730/900] Time 0.156 ( 0.157) Data 0.000 ( 0.010) Loss 1.6972e+00 (2.0201e+00) Acc@1 0.00 ( 14.23) Acc@5 100.00 ( 83.04)
    Epoch: [29][740/900] Time 0.154 ( 0.157) Data 0.000 ( 0.010) Loss 1.9275e+00 (2.0190e+00) Acc@1 0.00 ( 14.17) Acc@5 100.00 ( 83.13)
    Epoch: [29][750/900] Time 0.153 ( 0.157) Data 0.000 ( 0.010) Loss 1.8468e+00 (2.0198e+00) Acc@1 0.00 ( 14.11) Acc@5 100.00 ( 82.82)
    Epoch: [29][760/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 2.0509e+00 (2.0156e+00) Acc@1 0.00 ( 14.32) Acc@5 100.00 ( 83.05)
    Epoch: [29][770/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 1.0793e+00 (2.0151e+00) Acc@1 100.00 ( 14.53) Acc@5 100.00 ( 83.01)
    Epoch: [29][780/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 1.7408e+00 (2.0127e+00) Acc@1 0.00 ( 14.72) Acc@5 100.00 ( 83.23)
    Epoch: [29][790/900] Time 0.156 ( 0.157) Data 0.000 ( 0.010) Loss 2.1582e+00 (2.0155e+00) Acc@1 0.00 ( 14.66) Acc@5 100.00 ( 83.19)
    Epoch: [29][800/900] Time 0.155 ( 0.157) Data 0.001 ( 0.010) Loss 2.8904e+00 (2.0107e+00) Acc@1 0.00 ( 14.86) Acc@5 0.00 ( 83.27)
    Epoch: [29][810/900] Time 0.157 ( 0.157) Data 0.000 ( 0.010) Loss 1.9347e+00 (2.0107e+00) Acc@1 0.00 ( 14.80) Acc@5 100.00 ( 83.35)
    Epoch: [29][820/900] Time 0.157 ( 0.157) Data 0.000 ( 0.010) Loss 1.1786e+00 (2.0055e+00) Acc@1 0.00 ( 14.86) Acc@5 100.00 ( 83.56)
    Epoch: [29][830/900] Time 0.155 ( 0.157) Data 0.000 ( 0.010) Loss 1.5838e+00 (2.0101e+00) Acc@1 0.00 ( 14.92) Acc@5 100.00 ( 83.63)
    Epoch: [29][840/900] Time 0.152 ( 0.157) Data 0.000 ( 0.010) Loss 2.4341e+00 (2.0123e+00) Acc@1 0.00 ( 14.86) Acc@5 0.00 ( 83.35)
    Epoch: [29][850/900] Time 0.156 ( 0.157) Data 0.000 ( 0.010) Loss 1.4258e+00 (2.0113e+00) Acc@1 0.00 ( 14.92) Acc@5 100.00 ( 83.43)
    Epoch: [29][860/900] Time 0.153 ( 0.157) Data 0.001 ( 0.010) Loss 1.6123e+00 (2.0092e+00) Acc@1 0.00 ( 15.10) Acc@5 100.00 ( 83.39)
    Epoch: [29][870/900] Time 0.156 ( 0.157) Data 0.000 ( 0.010) Loss 2.3707e+00 (2.0092e+00) Acc@1 0.00 ( 15.04) Acc@5 100.00 ( 83.47)
    Epoch: [29][880/900] Time 0.160 ( 0.157) Data 0.000 ( 0.010) Loss 5.4551e-01 (2.0040e+00) Acc@1 100.00 ( 15.10) Acc@5 100.00 ( 83.65)
    Epoch: [29][890/900] Time 0.156 ( 0.157) Data 0.001 ( 0.010) Loss 2.7439e+00 (2.0127e+00) Acc@1 0.00 ( 15.04) Acc@5 100.00 ( 83.61)
    Epoch: [29] completed, elapsed time 141.064 seconds
    Test: [ 0/90] Time 0.566 ( 0.566) Loss 1.6537e+00 (1.6537e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 (100.00)
    Test: [10/90] Time 0.099 ( 0.129) Loss 1.6537e+00 (1.6537e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 (100.00)
    Test: [20/90] Time 0.083 ( 0.108) Loss 2.9082e+00 (2.0120e+00) Acc@1 0.00 ( 0.00) Acc@5 100.00 (100.00)
    Test: [30/90] Time 0.083 ( 0.100) Loss 6.9231e-01 (2.2298e+00) Acc@1 100.00 ( 3.23) Acc@5 100.00 (100.00)
    Test: [40/90] Time 0.088 ( 0.096) Loss 6.9231e-01 (1.8548e+00) Acc@1 100.00 ( 26.83) Acc@5 100.00 (100.00)
    Test: [50/90] Time 0.084 ( 0.094) Loss 1.6256e+00 (1.7368e+00) Acc@1 0.00 ( 29.41) Acc@5 100.00 (100.00)
    Test: [60/90] Time 0.081 ( 0.092) Loss 3.7187e+00 (1.7530e+00) Acc@1 0.00 ( 24.59) Acc@5 0.00 ( 98.36)
    Test: [70/90] Time 0.082 ( 0.091) Loss 3.7051e+00 (2.0285e+00) Acc@1 0.00 ( 21.13) Acc@5 0.00 ( 84.51)
    Test: [80/90] Time 0.083 ( 0.090) Loss 3.4057e+00 (2.2137e+00) Acc@1 0.00 ( 18.52) Acc@5 100.00 ( 81.48)
  • Acc@1 16.667 Acc@5 83.333
    saved checkpoint to: models/Tomatoesl/checkpoint.pth.tar

Can u please guide me which values I have to use in excel.

Sure, these are the model accuracies on the validation dataset that get printed out after each training epoch. Acc@1 means the model predicted the correct classification, and Acc@5 means that the model predicted the correct answer in it’s top-5 results.

dear I have completed 100 epochs can u please guide me how to resume…
My command line was…
/jetson-inference/python/traning/classification# python3 train.py --model-dir=models/Tomatoesl --batch size=1 --workers=1 --epochs=100 data/tomatoesl

Hi @waseemsofficial, you should be able to restart it by running this:

python3 train.py --model-dir=models/Tomatoesl --resume=models/Tomatesl/checkpoint.pth.tar --batch size=1 --workers=1 --epochs=200 data/tomatoesl

Note that by using --epochs=200, it will train it for 100 additional epochs (since it already trained for 100 before)

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Dear It Says
no checkpoint found at models/Tomatoesl/checkpoint.pth.tar

Although file is there entitled checkpoint and started from 0 epoch again