 Training results  | Training Loss | Epoch | Step | Validation Loss | Accuracy | |:-------------:|:-----:|:----:|:---------------:|:--------:| | 0.5721        | 0.03  | 50   | 0.3248          | 0.88     | | 0.2836        | 0.06  | 100  | 0.1190          | 0.9733   | | 0.1793        | 0.1   | 150  | 0.1707          | 0.96     | | 0.2196        | 0.13  | 200  | 0.0841          | 0.9733   | | 0.2102        | 0.16  | 250  | 0.0634          | 0.9867   | | 0.2197        | 0.19  | 300  | 0.0763          | 0.98     | | 0.1866        | 0.22  | 350  | 0.0640          | 0.9867   | | 0.1717        | 0.26  | 400  | 0.0612          | 0.9867   | | 0.1443        | 0.29  | 450  | 0.0844          | 0.9733   | | 0.1669        | 0.32  | 500  | 0.1297          | 0.9667   | | 0.2005        | 0.35  | 550  | 0.0644          | 0.9867   | | 0.1543        | 0.38  | 600  | 0.0874          | 0.9867   | | 0.1345        | 0.42  | 650  | 0.1853          | 0.96     | | 0.1664        | 0.45  | 700  | 0.1157          | 0.9667   | | 0.1876        | 0.48  | 750  | 0.0474          | 0.9733   | | 0.111         | 0.51  | 800  | 0.0645          | 0.98     | | 0.1511        | 0.54  | 850  | 0.0432          | 0.9933   | | 0.1846        | 0.58  | 900  | 0.0505          | 0.9867   | | 0.151         | 0.61  | 950  | 0.0452          | 0.98     | | 0.1338        | 0.64  | 1000 | 0.1007          | 0.98     | | 0.1175        | 0.67  | 1050 | 0.0747          | 0.9867   | | 0.1818        | 0.7   | 1100 | 0.0852          | 0.98     | | 0.1557        | 0.74  | 1150 | 0.0255          | 0.9933   | | 0.1487        | 0.77  | 1200 | 0.1266          | 0.9733   | | 0.1315        | 0.8   | 1250 | 0.0593          | 0.9867   | | 0.1059        | 0.83  | 1300 | 0.0697          | 0.9867   | | 0.108         | 0.86  | 1350 | 0.0459          | 0.9933   | | 0.1525        | 0.9   | 1400 | 0.0446          | 0.9933   | | 0.1185        | 0.93  | 1450 | 0.0528          | 0.9867   | | 0.1611        | 0.96  | 1500 | 0.0582          | 0.9867   | | 0.1556        | 0.99  | 1550 | 0.0726          | 0.98     | | 0.0902        | 1.02  | 1600 | 0.0466          | 0.9867   | | 0.1535        | 1.06  | 1650 | 0.0850          | 0.9733   | | 0.0787        | 1.09  | 1700 | 0.0869          | 0.9867   | | 0.1019        | 1.12  | 1750 | 0.0984          | 0.98     | | 0.1234        | 1.15  | 1800 | 0.0358          | 0.9933   | | 0.0884        | 1.18  | 1850 | 0.0621          | 0.9867   | | 0.0785        | 1.22  | 1900 | 0.0507          | 0.9867   | | 0.1454        | 1.25  | 1950 | 0.0793          | 0.98     | | 0.1035        | 1.28  | 2000 | 0.0501          | 0.9867   | | 0.0579        | 1.31  | 2050 | 0.0935          | 0.9867   | | 0.1215        | 1.34  | 2100 | 0.0079          | 1.0      | | 0.0958        | 1.38  | 2150 | 0.0673          | 0.9867   | | 0.106         | 1.41  | 2200 | 0.0875          | 0.9867   | | 0.095         | 1.44  | 2250 | 0.0745          | 0.9867   | | 0.0958        | 1.47  | 2300 | 0.0715          | 0.9867   | | 0.085         | 1.5   | 2350 | 0.0742          | 0.9867   | | 0.082         | 1.54  | 2400 | 0.1053          | 0.9733   | | 0.1202        | 1.57  | 2450 | 0.0711          | 0.9867   | | 0.1041        | 1.6   | 2500 | 0.0723          | 0.9867   | | 0.1145        | 1.63  | 2550 | 0.0361          | 0.9867   | | 0.0909        | 1.66  | 2600 | 0.0868          | 0.9867   | | 0.1029        | 1.7   | 2650 | 0.0680          | 0.9867   | | 0.1083        | 1.73  | 2700 | 0.0599          | 0.9867   | | 0.0871        | 1.76  | 2750 | 0.0452          | 0.9867   | | 0.1506        | 1.79  | 2800 | 0.0344          | 0.9933   | | 0.0778        | 1.82  | 2850 | 0.0380          | 0.9933   | | 0.0982        | 1.86  | 2900 | 0.0349          | 0.9933   | | 0.1296        | 1.89  | 2950 | 0.0713          | 0.9867   | | 0.0836        | 1.92  | 3000 | 0.0693          | 0.9867   | | 0.0699        | 1.95  | 3050 | 0.1023          | 0.98     | | 0.0631        | 1.98  | 3100 | 0.0852          | 0.98     | | 0.0724        | 2.02  | 3150 | 0.0835          | 0.9867   | | 0.0898        | 2.05  | 3200 | 0.0872          | 0.9867   | | 0.0642        | 2.08  | 3250 | 0.0427          | 0.9933   | | 0.0524        | 2.11  | 3300 | 0.0731          | 0.9867   | | 0.0415        | 2.14  | 3350 | 0.0632          | 0.9867   | | 0.0604        | 2.18  | 3400 | 0.0428          | 0.9867   | | 0.0701        | 2.21  | 3450 | 0.0671          | 0.9867   | | 0.0668        | 2.24  | 3500 | 0.0360          | 0.9933   | | 0.0442        | 2.27  | 3550 | 0.0454          | 0.9933   | | 0.0677        | 2.3   | 3600 | 0.0517          | 0.9867   | | 0.0965        | 2.34  | 3650 | 0.0659          | 0.98     | | 0.0781        | 2.37  | 3700 | 0.0732          | 0.9867   | | 0.0421        | 2.4   | 3750 | 0.0855          | 0.9867   | | 0.0674        | 2.43  | 3800 | 0.0813          | 0.9867   | | 0.0613        | 2.46  | 3850 | 0.0859          | 0.98     | | 0.0679        | 2.5   | 3900 | 0.0721          | 0.9867   | | 0.0417        | 2.53  | 3950 | 0.0977          | 0.9867   | | 0.0616        | 2.56  | 4000 | 0.0789          | 0.9867   | | 0.0678        | 2.59  | 4050 | 0.0804          | 0.9867   | | 0.0651        | 2.62  | 4100 | 0.0994          | 0.98     | | 0.0714        | 2.66  | 4150 | 0.0744          | 0.98     | | 0.034         | 2.69  | 4200 | 0.0679          | 0.9867   | | 0.0356        | 2.72  | 4250 | 0.0432          | 0.9933   | | 0.0813        | 2.75  | 4300 | 0.0483          | 0.9933   | | 0.052         | 2.78  | 4350 | 0.0689          | 0.9867   | | 0.0611        | 2.82  | 4400 | 0.0474          | 0.9867   | | 0.0615        | 2.85  | 4450 | 0.0557          | 0.9867   | | 0.0569        | 2.88  | 4500 | 0.1056          | 0.98     | | 0.0352        | 2.91  | 4550 | 0.0443          | 0.9933   | | 0.0312        | 2.94  | 4600 | 0.1026          | 0.98     | | 0.0662        | 2.98  | 4650 | 0.0677          | 0.9867   | | 0.0694        | 3.01  | 4700 | 0.0368          | 0.9933   | | 0.0144        | 3.04  | 4750 | 0.0647          | 0.9867   | | 0.0378        | 3.07  | 4800 | 0.0893          | 0.9867   | | 0.0393        | 3.1   | 4850 | 0.0841          | 0.9867   | | 0.0598        | 3.13  | 4900 | 0.0594          | 0.9867   | | 0.0329        | 3.17  | 4950 | 0.0933          | 0.9867   | | 0.036         | 3.2   | 5000 | 0.0974          | 0.9867   | | 0.0166        | 3.23  | 5050 | 0.0962          | 0.9867   | | 0.0189        | 3.26  | 5100 | 0.0827          | 0.9867   | | 0.0482        | 3.29  | 5150 | 0.0955          | 0.9867   | | 0.0105        | 3.33  | 5200 | 0.0745          | 0.9867   | | 0.0447        | 3.36  | 5250 | 0.1038          | 0.9867   | | 0.0495        | 3.39  | 5300 | 0.0684          | 0.9867   | | 0.0445        | 3.42  | 5350 | 0.0815          | 0.9867   | | 0.0006        | 3.45  | 5400 | 0.1012          | 0.9867   | | 0.0214        | 3.49  | 5450 | 0.0707          | 0.9867   | | 0.0289        | 3.52  | 5500 | 0.1000          | 0.9867   | | 0.0304        | 3.55  | 5550 | 0.1069          | 0.9867   | | 0.0339        | 3.58  | 5600 | 0.1079          | 0.9867   | | 0.0227        | 3.61  | 5650 | 0.1032          | 0.9867   | | 0.0626        | 3.65  | 5700 | 0.0978          | 0.9867   | | 0.04          | 3.68  | 5750 | 0.0965          | 0.9867   | | 0.0358        | 3.71  | 5800 | 0.1048          | 0.9867   | | 0.0287        | 3.74  | 5850 | 0.0921          | 0.9867   | | 0.049         | 3.77  | 5900 | 0.1108          | 0.98     | | 0.0497        | 3.81  | 5950 | 0.0795          | 0.9867   | | 0.0047        | 3.84  | 6000 | 0.0979          | 0.9867   | | 0.0252        | 3.87  | 6050 | 0.1071          | 0.9867   | | 0.0691        | 3.9   | 6100 | 0.0821          | 0.9867   | | 0.0419        | 3.93  | 6150 | 0.0896          | 0.9867   | | 0.0197        | 3.97  | 6200 | 0.0943          | 0.9867   | | 0.0281        | 4.0   | 6250 | 0.0901          | 0.9867   | | 0.0118        | 4.03  | 6300 | 0.0950          | 0.9867   | | 0.0057        | 4.06  | 6350 | 0.1031          | 0.9867   | | 0.0335        | 4.09  | 6400 | 0.0896          | 0.9867   | | 0.0095        | 4.13  | 6450 | 0.0966          | 0.9867   | | 0.05          | 4.16  | 6500 | 0.0977          | 0.9867   | | 0.0142        | 4.19  | 6550 | 0.1174          | 0.98     | | 0.018         | 4.22  | 6600 | 0.0963          | 0.9867   | | 0.0274        | 4.25  | 6650 | 0.0953          | 0.9867   | | 0.0199        | 4.29  | 6700 | 0.0968          | 0.9867   | | 0.0171        | 4.32  | 6750 | 0.0963          | 0.9867   | | 0.0195        | 4.35  | 6800 | 0.0916          | 0.9867   | | 0.0091        | 4.38  | 6850 | 0.0954          | 0.9867   | | 0.0115        | 4.41  | 6900 | 0.0974          | 0.9867   | | 0.0299        | 4.45  | 6950 | 0.0971          | 0.9867   | | 0.0338        | 4.48  | 7000 | 0.0922          | 0.9867   | | 0.0107        | 4.51  | 7050 | 0.0964          | 0.9867   | | 0.0063        | 4.54  | 7100 | 0.0921          | 0.9867   | | 0.0099        | 4.57  | 7150 | 0.0923          | 0.9867   | | 0.0101        | 4.61  | 7200 | 0.0971          | 0.9867   | | 0.0262        | 4.64  | 7250 | 0.1008          | 0.9867   | | 0.0097        | 4.67  | 7300 | 0.0999          | 0.9867   | | 0.0302        | 4.7   | 7350 | 0.0980          | 0.9867   | | 0.0225        | 4.73  | 7400 | 0.0976          | 0.9867   | | 0.0235        | 4.77  | 7450 | 0.1016          | 0.9867   | | 0.0106        | 4.8   | 7500 | 0.1034          | 0.9867   | | 0.0495        | 4.83  | 7550 | 0.1135          | 0.98     | | 0.0228        | 4.86  | 7600 | 0.1034          | 0.9867   | | 0.0229        | 4.89  | 7650 | 0.0990          | 0.9867   | | 0.0206        | 4.93  | 7700 | 0.0993          | 0.9867   | | 0.0188        | 4.96  | 7750 | 0.0993          | 0.9867   | | 0.0189        | 4.99  | 7800 | 0.0995          | 0.9867   |   