=> Training Epoch #1, LR=0.0100
| Epoch [  1/ 20] 		Loss: 9.1636 Acc@1: 17.816%

| Validation Epoch #1			Loss: 7.1251 Acc@1: 25.44%
* Test results : Acc@1 = 30.63%
| Elapsed time : 0:00:46

=> Training Epoch #2, LR=0.0100
| Epoch [  2/ 20] 		Loss: 8.9432 Acc@1: 27.586%

| Validation Epoch #2			Loss: 7.4514 Acc@1: 25.68%
* Test results : Acc@1 = 30.63%
| Elapsed time : 0:01:32

=> Training Epoch #3, LR=0.0100
| Epoch [  3/ 20] 		Loss: 7.5626 Acc@1: 31.683%

| Validation Epoch #3			Loss: 6.7873 Acc@1: 32.44%
* Test results : Acc@1 = 32.44%
| Elapsed time : 0:02:16

=> Training Epoch #4, LR=0.0100
| Epoch [  4/ 20] 		Loss: 9.2558 Acc@1: 33.957%

| Validation Epoch #4			Loss: 9.3281 Acc@1: 29.16%
* Test results : Acc@1 = 32.44%
| Elapsed time : 0:03:01

=> Training Epoch #5, LR=0.0100
| Epoch [  5/ 20] 		Loss: 4.8467 Acc@1: 35.192%

| Validation Epoch #5			Loss: 8.7273 Acc@1: 29.60%
* Test results : Acc@1 = 32.44%
| Elapsed time : 0:03:46

=> Training Epoch #6, LR=0.0100
| Epoch [  6/ 20] 		Loss: 5.1729 Acc@1: 36.403%

| Validation Epoch #6			Loss: 8.9463 Acc@1: 31.02%
* Test results : Acc@1 = 32.44%
| Elapsed time : 0:04:31

=> Training Epoch #7, LR=0.0100
| Epoch [  7/ 20] 		Loss: 6.6655 Acc@1: 37.784%

| Validation Epoch #7			Loss: 7.1685 Acc@1: 31.90%
* Test results : Acc@1 = 32.44%
| Elapsed time : 0:05:16

=> Training Epoch #8, LR=0.0100
| Epoch [  8/ 20] 		Loss: 5.4132 Acc@1: 37.552%

| Validation Epoch #8			Loss: 7.6924 Acc@1: 31.12%
* Test results : Acc@1 = 32.44%
| Elapsed time : 0:06:02

=> Training Epoch #9, LR=0.0100
| Epoch [  9/ 20] 		Loss: 6.3544 Acc@1: 38.041%

| Validation Epoch #9			Loss: 6.5305 Acc@1: 31.56%
* Test results : Acc@1 = 32.44%
| Elapsed time : 0:06:48

=> Training Epoch #10, LR=0.0100
| Epoch [ 10/ 20] 		Loss: 8.4073 Acc@1: 38.322%

| Validation Epoch #10			Loss: 7.3700 Acc@1: 33.02%
* Test results : Acc@1 = 33.02%
| Elapsed time : 0:07:33

=> Training Epoch #11, LR=0.0100
| Epoch [ 11/ 20] 		Loss: 6.4634 Acc@1: 38.518%

| Validation Epoch #11			Loss: 8.0970 Acc@1: 30.87%
* Test results : Acc@1 = 33.02%
| Elapsed time : 0:08:18

=> Training Epoch #12, LR=0.0100
| Epoch [ 12/ 20] 		Loss: 7.7321 Acc@1: 39.276%

| Validation Epoch #12			Loss: 7.4515 Acc@1: 30.33%
* Test results : Acc@1 = 33.02%
| Elapsed time : 0:09:03

=> Training Epoch #13, LR=0.0100
| Epoch [ 13/ 20] 		Loss: 5.9437 Acc@1: 38.946%

| Validation Epoch #13			Loss: 8.6938 Acc@1: 32.44%
* Test results : Acc@1 = 33.02%
| Elapsed time : 0:09:48

=> Training Epoch #14, LR=0.0100
| Epoch [ 14/ 20] 		Loss: 6.0999 Acc@1: 38.946%

| Validation Epoch #14			Loss: 7.2517 Acc@1: 31.02%
* Test results : Acc@1 = 33.02%
| Elapsed time : 0:10:32

=> Training Epoch #15, LR=0.0100
| Epoch [ 15/ 20] 		Loss: 7.9859 Acc@1: 39.435%

| Validation Epoch #15			Loss: 5.5602 Acc@1: 32.19%
* Test results : Acc@1 = 33.02%
| Elapsed time : 0:11:16

=> Training Epoch #16, LR=0.0100
| Epoch [ 16/ 20] 		Loss: 7.9089 Acc@1: 40.046%

| Validation Epoch #16			Loss: 9.5848 Acc@1: 31.80%
* Test results : Acc@1 = 33.02%
| Elapsed time : 0:12:02

=> Training Epoch #17, LR=0.0100
| Epoch [ 17/ 20] 		Loss: 8.2566 Acc@1: 38.763%

| Validation Epoch #17			Loss: 8.0095 Acc@1: 31.36%
* Test results : Acc@1 = 33.02%
| Elapsed time : 0:12:48