Could you please take a look at this training log and comment whether it looks “normal”.
Epoch: 1/50	Training Loss : 1.5620558992828555	Val Loss: 1.3321219682693481	Val Acc: 0.625
Epoch: 2/50	Training Loss : 1.0371836209312424	Val Loss: 0.9880975484848022	Val Acc: 0.625
Epoch: 3/50	Training Loss : 0.8290961132101391	Val Loss: 0.8982344269752502	Val Acc: 0.625
Epoch: 4/50	Training Loss : 0.7013175389193513	Val Loss: 0.6085207462310791	Val Acc: 0.6875
Epoch: 5/50	Training Loss : 0.6180899054040689	Val Loss: 0.5821341872215271	Val Acc: 0.75
Epoch: 6/50	Training Loss : 0.549087760012473	Val Loss: 0.5268315672874451	Val Acc: 0.875
Epoch: 7/50	Training Loss : 0.49982954312087324	Val Loss: 0.5468194484710693	Val Acc: 0.875
Epoch: 8/50	Training Loss : 0.4651579355530422	Val Loss: 0.4912704527378082	Val Acc: 0.625
Epoch: 9/50	Training Loss : 0.4303335145382625	Val Loss: 0.4511815309524536	Val Acc: 0.6875
Epoch: 10/50	Training Loss : 0.3984605476946172	Val Loss: 0.44223153591156006	Val Acc: 1.0
Epoch: 11/50	Training Loss : 0.36902758542000486	Val Loss: 0.388616144657135	Val Acc: 0.75
Epoch: 12/50	Training Loss : 0.34863812268694955	Val Loss: 0.44266951084136963	Val Acc: 0.9375
Epoch: 13/50	Training Loss : 0.324177663354084	Val Loss: 0.3801344037055969	Val Acc: 0.9375
Epoch: 14/50	Training Loss : 0.30947255454671657	Val Loss: 0.43314695358276367	Val Acc: 0.8125
Epoch: 15/50	Training Loss : 0.2912858441338667	Val Loss: 0.4075799584388733	Val Acc: 0.9375
Epoch: 16/50	Training Loss : 0.27236257262451724	Val Loss: 0.37279966473579407	Val Acc: 0.9375
Epoch: 17/50	Training Loss : 0.25406273975110877	Val Loss: 0.359770804643631	Val Acc: 0.8125
Epoch: 18/50	Training Loss : 0.24467512166789732	Val Loss: 0.34812307357788086	Val Acc: 0.875
Epoch: 19/50	Training Loss : 0.22752507899404334	Val Loss: 0.3812360167503357	Val Acc: 0.9375
Epoch: 20/50	Training Loss : 0.22035224472775178	Val Loss: 0.35899537801742554	Val Acc: 0.875
Epoch: 21/50	Training Loss : 0.20604683225378967	Val Loss: 0.3145991563796997	Val Acc: 0.8125
Epoch: 22/50	Training Loss : 0.19765411956650217	Val Loss: 0.37555989623069763	Val Acc: 0.9375
Epoch: 23/50	Training Loss : 0.18564987197146773	Val Loss: 0.3490401804447174	Val Acc: 0.8125
Epoch: 24/50	Training Loss : 0.1768726637143918	Val Loss: 0.36409130692481995	Val Acc: 0.875
Epoch: 25/50	Training Loss : 0.1659085816439346	Val Loss: 0.35086601972579956	Val Acc: 0.875
Epoch: 26/50	Training Loss : 0.16131601035070922	Val Loss: 0.38393330574035645	Val Acc: 0.875
Epoch: 27/50	Training Loss : 0.15906610154925518	Val Loss: 0.34360015392303467	Val Acc: 0.9375
Epoch: 28/50	Training Loss : 0.1460178377835647	Val Loss: 0.33205556869506836	Val Acc: 0.75
Epoch: 29/50	Training Loss : 0.14060730992785425	Val Loss: 0.31575024127960205	Val Acc: 1.0
Epoch: 30/50	Training Loss : 0.1338219812837765	Val Loss: 0.3339424133300781	Val Acc: 0.875
Epoch: 31/50	Training Loss : 0.1271845905748589	Val Loss: 0.32900387048721313	Val Acc: 0.75
Epoch: 32/50	Training Loss : 0.11935397288035554	Val Loss: 0.34189411997795105	Val Acc: 0.875
Epoch    32: reducing learning rate of group 0 to 1.0000e-03.
Epoch: 33/50	Training Loss : 0.07561924026223837	Val Loss: 0.29794567823410034	Val Acc: 1.0
Epoch: 34/50	Training Loss : 0.05703055260576727	Val Loss: 0.3084920644760132	Val Acc: 0.875
Epoch: 35/50	Training Loss : 0.04979715111610049	Val Loss: 0.3127608597278595	Val Acc: 1.0
Epoch: 36/50	Training Loss : 0.045420369502398736	Val Loss: 0.31517815589904785	Val Acc: 0.9375
Epoch: 37/50	Training Loss : 0.04435844308469067	Val Loss: 0.31868359446525574	Val Acc: 0.9375
Epoch: 38/50	Training Loss : 0.040347291629307704	Val Loss: 0.32625502347946167	Val Acc: 0.8125
Epoch: 39/50	Training Loss : 0.03918177410646084	Val Loss: 0.3302097022533417	Val Acc: 1.0
Epoch: 40/50	Training Loss : 0.037286260129173486	Val Loss: 0.3412473797798157	Val Acc: 1.0
Epoch: 41/50	Training Loss : 0.03364361599659371	Val Loss: 0.3338499069213867	Val Acc: 0.6875
Epoch: 42/50	Training Loss : 0.03273921512024742	Val Loss: 0.3395068645477295	Val Acc: 0.9375
Epoch: 43/50	Training Loss : 0.03200470064675151	Val Loss: 0.3371736407279968	Val Acc: 1.0
Epoch: 44/50	Training Loss : 0.032651439529966894	Val Loss: 0.3381207287311554	Val Acc: 0.9375
Epoch    44: reducing learning rate of group 0 to 1.0000e-04.
Epoch: 45/50	Training Loss : 0.028502449316418935	Val Loss: 0.3405081033706665	Val Acc: 0.9375
Epoch: 46/50	Training Loss : 0.02839259219365111	Val Loss: 0.3350020945072174	Val Acc: 0.875
Epoch: 47/50	Training Loss : 0.02704484095001835	Val Loss: 0.3337722718715668	Val Acc: 1.0
Epoch: 48/50	Training Loss : 0.027093719671499115	Val Loss: 0.3422480821609497	Val Acc: 0.9375
Epoch: 49/50	Training Loss : 0.02701874623452361	Val Loss: 0.3457319140434265	Val Acc: 0.875
Epoch: 50/50	Training Loss : 0.02580867528640296	Val Loss: 0.34399473667144775	Val Acc: 0.9375

Questions:

Is it normal to see validation accuracy reach 1?
Are the fluctuations normal? Sometimes, the val_loss decreases but the val_accuracy also decreases. I am under the impression that decrease in loss means increase in accuracy. Am I correct/incorrect in thinking that?

Thank You