MiniTorch

• Docs: https://minitorch.github.io/

• Overview: https://minitorch.github.io/module4.html

Sentiment Logs

Epoch 1, loss 31.540143335894854, train accuracy: 48.22% Validation accuracy: 48.00% Best Valid accuracy: 48.00% Epoch 2, loss 31.28255316865762, train accuracy: 48.00% Validation accuracy: 48.00% Best Valid accuracy: 48.00% Epoch 3, loss 31.062404153363605, train accuracy: 52.22% Validation accuracy: 52.00% Best Valid accuracy: 52.00% Epoch 4, loss 30.871862138793873, train accuracy: 54.44% Validation accuracy: 59.00% Best Valid accuracy: 59.00% Epoch 5, loss 30.72311386181878, train accuracy: 58.22% Validation accuracy: 56.00% Best Valid accuracy: 59.00% Epoch 6, loss 30.53801594242657, train accuracy: 58.67% Validation accuracy: 51.00% Best Valid accuracy: 59.00% Epoch 7, loss 30.25123816611614, train accuracy: 59.56% Validation accuracy: 56.00% Best Valid accuracy: 59.00% Epoch 8, loss 29.924800230160187, train accuracy: 61.78% Validation accuracy: 55.00% Best Valid accuracy: 59.00% Epoch 9, loss 29.659754809456498, train accuracy: 64.89% Validation accuracy: 66.00% Best Valid accuracy: 66.00% Epoch 10, loss 29.220017477272133, train accuracy: 64.89% Validation accuracy: 57.00% Best Valid accuracy: 66.00% Epoch 11, loss 28.851252857318, train accuracy: 66.22% Validation accuracy: 64.00% Best Valid accuracy: 66.00% Epoch 12, loss 28.58507574826587, train accuracy: 68.22% Validation accuracy: 65.00% Best Valid accuracy: 66.00% Epoch 13, loss 28.319204179887656, train accuracy: 68.89% Validation accuracy: 56.00% Best Valid accuracy: 66.00% Epoch 14, loss 27.781786193312804, train accuracy: 68.44% Validation accuracy: 65.00% Best Valid accuracy: 66.00% Epoch 15, loss 27.057721024318358, train accuracy: 72.67% Validation accuracy: 64.00% Best Valid accuracy: 66.00% Epoch 16, loss 26.553467554620955, train accuracy: 72.22% Validation accuracy: 68.00% Best Valid accuracy: 68.00% Epoch 17, loss 25.71225689747285, train accuracy: 73.11% Validation accuracy: 64.00% Best Valid accuracy: 68.00% Epoch 18, loss 25.107857352869296, train accuracy: 74.22% Validation accuracy: 72.00% Best Valid accuracy: 72.00% Epoch 19, loss 24.73976091621588, train accuracy: 75.78% Validation accuracy: 72.00% Best Valid accuracy: 72.00% Epoch 20, loss 24.277838561686572, train accuracy: 73.56% Validation accuracy: 70.00% Best Valid accuracy: 72.00% Epoch 21, loss 23.38549637451655, train accuracy: 74.89% Validation accuracy: 71.00% Best Valid accuracy: 72.00% Epoch 22, loss 22.750803671827928, train accuracy: 77.56% Validation accuracy: 71.00% Best Valid accuracy: 72.00% Epoch 23, loss 22.00714940086367, train accuracy: 76.44% Validation accuracy: 68.00% Best Valid accuracy: 72.00% Epoch 24, loss 21.560791828079783, train accuracy: 78.22% Validation accuracy: 75.00% Best Valid accuracy: 75.00% Epoch 25, loss 21.214286631203024, train accuracy: 77.56% Validation accuracy: 73.00% Best Valid accuracy: 75.00% Epoch 26, loss 20.494719039843954, train accuracy: 79.11% Validation accuracy: 78.00% Best Valid accuracy: 78.00% Epoch 27, loss 19.190495767772727, train accuracy: 82.00% Validation accuracy: 76.00% Best Valid accuracy: 78.00% Epoch 28, loss 19.433677035061514, train accuracy: 80.67% Validation accuracy: 77.00% Best Valid accuracy: 78.00% Epoch 29, loss 18.113035330338683, train accuracy: 84.00% Validation accuracy: 77.00% Best Valid accuracy: 78.00% Epoch 30, loss 18.243729279978723, train accuracy: 78.67% Validation accuracy: 79.00% Best Valid accuracy: 79.00% Epoch 31, loss 17.828743911326722, train accuracy: 80.67% Validation accuracy: 73.00% Best Valid accuracy: 79.00% Epoch 32, loss 17.396611511507068, train accuracy: 81.56% Validation accuracy: 72.00% Best Valid accuracy: 79.00% Epoch 33, loss 17.016795874087506, train accuracy: 81.11% Validation accuracy: 79.00% Best Valid accuracy: 79.00% Epoch 34, loss 16.12716088435038, train accuracy: 84.44% Validation accuracy: 72.00% Best Valid accuracy: 79.00% Epoch 35, loss 16.08718879612616, train accuracy: 81.78% Validation accuracy: 79.00% Best Valid accuracy: 79.00%

Digit Classification Logs

Epoch 1 loss 2.3118167529229825 valid acc 2/16 Epoch 1 loss 11.540774241323527 valid acc 2/16 Epoch 1 loss 11.52682416285351 valid acc 2/16 Epoch 1 loss 11.56202653650995 valid acc 2/16 Epoch 1 loss 11.479218944126252 valid acc 2/16 Epoch 1 loss 11.505141326031664 valid acc 2/16 Epoch 1 loss 11.499201308133145 valid acc 2/16 Epoch 1 loss 11.451345065023595 valid acc 2/16 Epoch 1 loss 11.421888663596603 valid acc 2/16 Epoch 1 loss 11.395888578203882 valid acc 2/16 Epoch 1 loss 11.074114529413885 valid acc 4/16 Epoch 1 loss 10.827926751651052 valid acc 10/16 Epoch 1 loss 9.803673219288317 valid acc 6/16 Epoch 1 loss 9.725917093374344 valid acc 12/16 Epoch 1 loss 8.365938614737168 valid acc 6/16 Epoch 1 loss 7.415117546683754 valid acc 7/16 Epoch 1 loss 10.064081458839006 valid acc 8/16 Epoch 1 loss 7.716727883643321 valid acc 10/16 Epoch 1 loss 7.620089829864657 valid acc 12/16 Epoch 1 loss 6.7179080615800215 valid acc 12/16 Epoch 1 loss 5.394277957502319 valid acc 11/16 Epoch 1 loss 4.446107062731918 valid acc 14/16 Epoch 1 loss 5.693171575057088 valid acc 7/16 Epoch 1 loss 5.784658918758227 valid acc 12/16 Epoch 1 loss 4.207419855168619 valid acc 8/16 Epoch 1 loss 8.851852649371642 valid acc 12/16 Epoch 1 loss 5.596201759029712 valid acc 13/16 Epoch 1 loss 3.936217235600693 valid acc 11/16 Epoch 1 loss 3.8156257580407873 valid acc 13/16 Epoch 1 loss 3.6421494959072134 valid acc 11/16 Epoch 1 loss 4.961996568467115 valid acc 10/16 Epoch 1 loss 4.233520856916943 valid acc 13/16 Epoch 1 loss 3.3337945834365006 valid acc 12/16 Epoch 1 loss 4.349084212458167 valid acc 13/16 Epoch 1 loss 7.579572545861561 valid acc 10/16 Epoch 1 loss 4.653357768360573 valid acc 12/16 Epoch 1 loss 3.326946640566613 valid acc 10/16 Epoch 1 loss 4.290434646741125 valid acc 13/16 Epoch 1 loss 5.01646130332421 valid acc 14/16 Epoch 1 loss 3.150870363534642 valid acc 14/16 Epoch 1 loss 3.8835184907985494 valid acc 13/16 Epoch 1 loss 4.07010014861375 valid acc 14/16 Epoch 1 loss 3.324972793800379 valid acc 15/16 Epoch 1 loss 2.7924410841712133 valid acc 13/16 Epoch 1 loss 4.6687352127680235 valid acc 13/16 Epoch 1 loss 3.4124104827722834 valid acc 15/16 Epoch 1 loss 4.209250038118769 valid acc 13/16 Epoch 1 loss 3.287676388711394 valid acc 15/16 Epoch 1 loss 2.825656899402642 valid acc 14/16 Epoch 1 loss 3.2467496629378787 valid acc 13/16 Epoch 1 loss 2.9967417162753778 valid acc 13/16 Epoch 1 loss 3.5389253596280916 valid acc 15/16 Epoch 1 loss 3.4801642984857173 valid acc 13/16 Epoch 1 loss 2.482016116480963 valid acc 12/16 Epoch 1 loss 3.9656624236015903 valid acc 14/16 Epoch 1 loss 2.124282065518588 valid acc 14/16 Epoch 1 loss 2.7508750918962295 valid acc 13/16 Epoch 1 loss 4.019574021661466 valid acc 12/16 Epoch 1 loss 3.6166616465538333 valid acc 13/16 Epoch 1 loss 2.2529793456772844 valid acc 14/16 Epoch 1 loss 2.8045627861620446 valid acc 13/16 Epoch 1 loss 3.421082950861927 valid acc 13/16 Epoch 1 loss 3.608069961826478 valid acc 15/16 Epoch 2 loss 0.29901938826747265 valid acc 15/16 Epoch 2 loss 2.332984722439058 valid acc 15/16 Epoch 2 loss 2.906855067828081 valid acc 15/16 Epoch 2 loss 3.1678486047685293 valid acc 15/16 Epoch 2 loss 2.6800654810524898 valid acc 14/16 Epoch 2 loss 2.1760915517200967 valid acc 14/16 Epoch 2 loss 1.9074746172867039 valid acc 14/16 Epoch 2 loss 2.7722018784971882 valid acc 15/16 Epoch 2 loss 4.1381752223577255 valid acc 15/16 Epoch 2 loss 3.053070153984968 valid acc 15/16 Epoch 2 loss 2.411744104968878 valid acc 15/16 Epoch 2 loss 3.6282090705798558 valid acc 15/16 Epoch 2 loss 2.4467052250780608 valid acc 15/16 Epoch 2 loss 2.721121920542063 valid acc 14/16 Epoch 2 loss 2.72664277176743 valid acc 15/16 Epoch 2 loss 1.8600675702948002 valid acc 14/16 Epoch 2 loss 3.476887289798209 valid acc 14/16 Epoch 2 loss 2.3135033456579097 valid acc 15/16 Epoch 2 loss 2.1188671263495276 valid acc 14/16 Epoch 2 loss 2.033136316750255 valid acc 14/16 Epoch 2 loss 1.7908704863402236 valid acc 14/16 Epoch 2 loss 2.3617255309027247 valid acc 15/16 Epoch 2 loss 1.6476534990782556 valid acc 13/16 Epoch 2 loss 2.835456911745117 valid acc 14/16 Epoch 2 loss 1.3185785239712136 valid acc 13/16 Epoch 2 loss 2.799180479305195 valid acc 14/16 Epoch 2 loss 1.8171906886034617 valid acc 14/16 Epoch 2 loss 1.9238523463172073 valid acc 16/16 Epoch 2 loss 2.699493133237172 valid acc 15/16 Epoch 2 loss 1.5124185863028756 valid acc 14/16 Epoch 2 loss 2.4259104038190804 valid acc 13/16 Epoch 2 loss 2.162617775605671 valid acc 14/16 Epoch 2 loss 1.3232625984634245 valid acc 15/16 Epoch 2 loss 1.3816301943556337 valid acc 15/16 Epoch 2 loss 4.853021121609118 valid acc 15/16 Epoch 2 loss 2.3046621486903875 valid acc 15/16 Epoch 2 loss 1.7323569917672332 valid acc 12/16 Epoch 2 loss 2.147353657722743 valid acc 14/16 Epoch 2 loss 2.383398368854384 valid acc 14/16 Epoch 2 loss 2.2267143135074816 valid acc 15/16 Epoch 2 loss 1.8999102691568155 valid acc 16/16 Epoch 2 loss 2.941406388443354 valid acc 16/16 Epoch 2 loss 2.025573328713999 valid acc 15/16 Epoch 2 loss 1.750576537481809 valid acc 16/16 Epoch 2 loss 2.396892342293326 valid acc 15/16 Epoch 2 loss 1.7887810898707555 valid acc 16/16 Epoch 2 loss 1.8711086113197575 valid acc 16/16 Epoch 2 loss 2.1382369770536367 valid acc 16/16 Epoch 2 loss 1.354168896740163 valid acc 16/16 Epoch 2 loss 1.4005813368819502 valid acc 16/16 Epoch 2 loss 0.9985376106417079 valid acc 15/16 Epoch 2 loss 1.4371010536179143 valid acc 15/16 Epoch 2 loss 2.0043752722326227 valid acc 15/16 Epoch 2 loss 1.6634536624776697 valid acc 15/16 Epoch 2 loss 2.5121380604400994 valid acc 15/16 Epoch 2 loss 1.0345910008568657 valid acc 13/16 Epoch 2 loss 1.406332365792315 valid acc 15/16 Epoch 2 loss 1.5927060866038676 valid acc 14/16 Epoch 2 loss 2.116409088762099 valid acc 14/16 Epoch 2 loss 1.347800795991823 valid acc 15/16 Epoch 2 loss 2.2083325125335653 valid acc 13/16 Epoch 2 loss 2.273883732181361 valid acc 13/16 Epoch 2 loss 2.525446045209285 valid acc 14/16 Epoch 3 loss 0.07336561712654094 valid acc 15/16 Epoch 3 loss 1.5637513498550435 valid acc 14/16 Epoch 3 loss 1.9363456251803215 valid acc 16/16 Epoch 3 loss 1.5044908203128098 valid acc 15/16 Epoch 3 loss 1.2326036510354155 valid acc 15/16 Epoch 3 loss 1.601436827826729 valid acc 16/16 Epoch 3 loss 1.459856644820687 valid acc 16/16 Epoch 3 loss 1.2048704092181364 valid acc 16/16 Epoch 3 loss 1.7045309500092198 valid acc 16/16 Epoch 3 loss 1.1850871832664343 valid acc 14/16 Epoch 3 loss 1.7346454890831164 valid acc 15/16 Epoch 3 loss 3.1579635060575737 valid acc 16/16 Epoch 3 loss 2.139850136607091 valid acc 16/16 Epoch 3 loss 3.010421970921483 valid acc 16/16 Epoch 3 loss 2.388685022007677 valid acc 15/16 Epoch 3 loss 2.0109359889348513 valid acc 14/16 Epoch 3 loss 2.657116412606449 valid acc 15/16 Epoch 3 loss 1.764700422423753 valid acc 14/16 Epoch 3 loss 1.4549153426338939 valid acc 15/16 Epoch 3 loss 1.3751282919260053 valid acc 15/16 Epoch 3 loss 1.6545222273047258 valid acc 14/16 Epoch 3 loss 2.1881798114992943 valid acc 14/16 Epoch 3 loss 0.837587071872385 valid acc 16/16 Epoch 3 loss 1.3517879937436619 valid acc 14/16 Epoch 3 loss 1.3582824609932844 valid acc 15/16 Epoch 3 loss 1.7805730183806552 valid acc 16/16 Epoch 3 loss 1.314091533018736 valid acc 16/16 Epoch 3 loss 0.9214909589068738 valid acc 16/16 Epoch 3 loss 1.1234553237508578 valid acc 15/16 Epoch 3 loss 0.7710897222840827 valid acc 15/16 Epoch 3 loss 2.92675203821482 valid acc 13/16 Epoch 3 loss 1.7054221024221174 valid acc 15/16 Epoch 3 loss 0.969449137421673 valid acc 15/16 Epoch 3 loss 1.260948422460993 valid acc 15/16 Epoch 3 loss 1.8623227797270725 valid acc 15/16 Epoch 3 loss 2.2443279521914974 valid acc 14/16 Epoch 3 loss 1.1379361104826535 valid acc 15/16 Epoch 3 loss 1.5273767383162087 valid acc 14/16 Epoch 3 loss 1.184720883870642 valid acc 16/16 Epoch 3 loss 1.3357227883618765 valid acc 15/16 Epoch 3 loss 0.9320958830263288 valid acc 15/16 Epoch 3 loss 1.8711847918140974 valid acc 16/16 Epoch 3 loss 1.3486499459796049 valid acc 15/16 Epoch 3 loss 0.981216528433352 valid acc 15/16 Epoch 3 loss 1.6772280164222015 valid acc 16/16 Epoch 3 loss 0.8612224343463322 valid acc 15/16 Epoch 3 loss 1.3395450550478296 valid acc 15/16 Epoch 3 loss 1.6356214241145524 valid acc 15/16 Epoch 3 loss 0.8057426982532215 valid acc 16/16 Epoch 3 loss 1.4223524484499563 valid acc 16/16 Epoch 3 loss 1.071071870986307 valid acc 15/16 Epoch 3 loss 1.183074731037403 valid acc 16/16 Epoch 3 loss 1.5167627365472742 valid acc 16/16 Epoch 3 loss 1.1379238079291407 valid acc 16/16 Epoch 3 loss 1.306294979762376 valid acc 15/16 Epoch 3 loss 1.208855664664387 valid acc 15/16 Epoch 3 loss 0.8297502177580992 valid acc 14/16 Epoch 3 loss 1.0896189981332354 valid acc 14/16 Epoch 3 loss 1.3327311040127934 valid acc 14/16 Epoch 3 loss 1.481812965640711 valid acc 13/16 Epoch 3 loss 1.5986913059361634 valid acc 13/16 Epoch 3 loss 1.7053019033463759 valid acc 13/16 Epoch 3 loss 1.950776805457175 valid acc 16/16 Epoch 4 loss 0.020209625902295726 valid acc 16/16 Epoch 4 loss 1.1195547663189775 valid acc 15/16 Epoch 4 loss 2.281288945305111 valid acc 15/16 Epoch 4 loss 1.4980188880114766 valid acc 15/16 Epoch 4 loss 0.9926883361414789 valid acc 15/16 Epoch 4 loss 0.6634614075905582 valid acc 15/16 Epoch 4 loss 1.7076987698200896 valid acc 15/16 Epoch 4 loss 1.2224767315226301 valid acc 15/16 Epoch 4 loss 1.9065982403212178 valid acc 15/16 Epoch 4 loss 0.816857759842329 valid acc 15/16 Epoch 4 loss 1.2033529925198243 valid acc 16/16 Epoch 4 loss 1.903948936885031 valid acc 16/16 Epoch 4 loss 1.7708811998678857 valid acc 15/16 Epoch 4 loss 1.9080805877869387 valid acc 15/16 Epoch 4 loss 1.6124726571501529 valid acc 15/16 Epoch 4 loss 1.1753998314555028 valid acc 15/16 Epoch 4 loss 2.1510114893680417 valid acc 15/16 Epoch 4 loss 1.3899647213922806 valid acc 15/16 Epoch 4 loss 1.7161315767160141 valid acc 15/16 Epoch 4 loss 1.3673076810924938 valid acc 15/16 Epoch 4 loss 1.5557020559989307 valid acc 15/16 Epoch 4 loss 0.9298116946813753 valid acc 15/16 Epoch 4 loss 0.48858872283159105 valid acc 15/16 Epoch 4 loss 1.3068389904671829 valid acc 14/16 Epoch 4 loss 0.8217804254773129 valid acc 14/16 Epoch 4 loss 0.9950572099505326 valid acc 15/16 Epoch 4 loss 1.2411693994004163 valid acc 14/16 Epoch 4 loss 1.3560183534540866 valid acc 15/16 Epoch 4 loss 1.4453783056382021 valid acc 15/16 Epoch 4 loss 0.3796715890287959 valid acc 14/16 Epoch 4 loss 1.1104175705120378 valid acc 14/16 Epoch 4 loss 1.1963698197938064 valid acc 13/16 Epoch 4 loss 0.8484847144578429 valid acc 15/16 Epoch 4 loss 1.1150670535814913 valid acc 15/16 Epoch 4 loss 1.6484488181757335 valid acc 16/16 Epoch 4 loss 1.3661355918764504 valid acc 16/16 Epoch 4 loss 1.3066127193195167 valid acc 15/16 Epoch 4 loss 0.9528080483546011 valid acc 15/16 Epoch 4 loss 1.1700507130245794 valid acc 16/16 Epoch 4 loss 1.6148640640536336 valid acc 16/16 Epoch 4 loss 0.5967950398951971 valid acc 16/16 Epoch 4 loss 1.3902113781996537 valid acc 16/16 Epoch 4 loss 0.8986401165655244 valid acc 15/16 Epoch 4 loss 0.7104793936757956 valid acc 15/16 Epoch 4 loss 1.6342515514702303 valid acc 15/16 Epoch 4 loss 1.2893115874245766 valid acc 15/16 Epoch 4 loss 1.1284604743398918 valid acc 16/16 Epoch 4 loss 1.2946722844059422 valid acc 15/16 Epoch 4 loss 1.0167046584047952 valid acc 15/16 Epoch 4 loss 0.9737354758535651 valid acc 16/16 Epoch 4 loss 0.7085443730134904 valid acc 16/16 Epoch 4 loss 0.9528309095392062 valid acc 16/16 Epoch 4 loss 1.2156504689340948 valid acc 15/16 Epoch 4 loss 1.186459979362373 valid acc 15/16 Epoch 4 loss 1.025800013370754 valid acc 16/16 Epoch 4 loss 0.8523500223348959 valid acc 16/16 Epoch 4 loss 1.0178535559723598 valid acc 15/16 Epoch 4 loss 1.4764215237495883 valid acc 15/16 Epoch 4 loss 1.2062715547746605 valid acc 15/16 Epoch 4 loss 0.9723763022572972 valid acc 15/16 Epoch 4 loss 0.9196250492041238 valid acc 15/16 Epoch 4 loss 0.5432825048815484 valid acc 16/16 Epoch 4 loss 1.6923236768345968 valid acc 16/16 Epoch 5 loss 0.01711866097697875 valid acc 16/16 Epoch 5 loss 1.0229639660575416 valid acc 16/16 Epoch 5 loss 1.5584961844378875 valid acc 16/16 Epoch 5 loss 0.9401318544138203 valid acc 16/16 Epoch 5 loss 0.9158947151278205 valid acc 15/16 Epoch 5 loss 0.6454343547608207 valid acc 16/16 Epoch 5 loss 1.4617727683158819 valid acc 15/16 Epoch 5 loss 1.1369470850418537 valid acc 15/16 Epoch 5 loss 1.1195784386289183 valid acc 15/16 Epoch 5 loss 0.6448728841252778 valid acc 16/16 Epoch 5 loss 0.8414580160598626 valid acc 16/16 Epoch 5 loss 2.713002089976727 valid acc 15/16 Epoch 5 loss 1.4397437509399156 valid acc 16/16 Epoch 5 loss 2.559053397551606 valid acc 16/16 Epoch 5 loss 1.305989769853106 valid acc 16/16 Epoch 5 loss 0.9272800571033997 valid acc 15/16 Epoch 5 loss 1.6158142248801401 valid acc 16/16 Epoch 5 loss 1.1204492985827461 valid acc 15/16 Epoch 5 loss 0.7565054091803187 valid acc 16/16 Epoch 5 loss 1.0871799903792172 valid acc 16/16 Epoch 5 loss 0.8304595899037003 valid acc 15/16 Epoch 5 loss 0.8637278898797193 valid acc 16/16 Epoch 5 loss 0.2913584184176001 valid acc 16/16 Epoch 5 loss 0.390071656570688 valid acc 16/16 Epoch 5 loss 0.8551789041907019 valid acc 14/16 Epoch 5 loss 0.8628264795613727 valid acc 16/16 Epoch 5 loss 0.585854995536828 valid acc 16/16 Epoch 5 loss 0.5848398346629206 valid acc 14/16 Epoch 5 loss 0.5464828680387224 valid acc 14/16 Epoch 5 loss 0.3440858909097012 valid acc 15/16 Epoch 5 loss 1.789847413200388 valid acc 15/16 Epoch 5 loss 1.3879037583306724 valid acc 15/16 Epoch 5 loss 0.9283399737351519 valid acc 16/16 Epoch 5 loss 0.6237083381493265 valid acc 15/16 Epoch 5 loss 1.632892737934883 valid acc 16/16 Epoch 5 loss 0.7161511482402099 valid acc 16/16 Epoch 5 loss 0.6364396481326378 valid acc 15/16 Epoch 5 loss 1.1466170392803998 valid acc 14/16 Epoch 5 loss 1.233907455891994 valid acc 15/16 Epoch 5 loss 0.9731964229550857 valid acc 14/16 Epoch 5 loss 0.7689949027996279 valid acc 16/16 Epoch 5 loss 1.5155295839253817 valid acc 16/16 Epoch 5 loss 0.7030683824151824 valid acc 16/16 Epoch 5 loss 0.4723108889464366 valid acc 16/16 Epoch 5 loss 0.8444194660895263 valid acc 15/16 Epoch 5 loss 0.3420784217498772 valid acc 15/16 Epoch 5 loss 1.0159402721202762 valid acc 16/16 Epoch 5 loss 0.9702777456857776 valid acc 16/16 Epoch 5 loss 0.8987924999188976 valid acc 15/16 Epoch 5 loss 1.0540154706336482 valid acc 16/16 Epoch 5 loss 0.39427431561264603 valid acc 16/16 Epoch 5 loss 0.5486262375989829 valid acc 16/16 Epoch 5 loss 1.1837059015121334 valid acc 16/16 Epoch 5 loss 0.5661052103859339 valid acc 16/16 Epoch 5 loss 0.7081008329222991 valid acc 16/16 Epoch 5 loss 0.7048072109953376 valid acc 16/16 Epoch 5 loss 0.8652166323508363 valid acc 16/16 Epoch 5 loss 1.3697479175800142 valid acc 16/16 Epoch 5 loss 0.7618682826859761 valid acc 16/16 Epoch 5 loss 0.6761711611349931 valid acc 16/16 Epoch 5 loss 1.1372638721645245 valid acc 16/16 Epoch 5 loss 0.7484222375346333 valid acc 16/16 Epoch 5 loss 1.3740719486725232 valid acc 16/16 Epoch 6 loss 0.05672950687339588 valid acc 16/16 Epoch 6 loss 0.7295165638190428 valid acc 16/16 Epoch 6 loss 1.4204404357465248 valid acc 16/16 Epoch 6 loss 1.2507975211711242 valid acc 16/16 Epoch 6 loss 0.8493247342415478 valid acc 16/16 Epoch 6 loss 0.6028674591351746 valid acc 16/16 Epoch 6 loss 1.101652304477006 valid acc 16/16 Epoch 6 loss 1.975378559326749 valid acc 16/16 Epoch 6 loss 1.462504457332848 valid acc 15/16 Epoch 6 loss 0.6688295213571269 valid acc 16/16 Epoch 6 loss 0.867105385458528 valid acc 15/16 Epoch 6 loss 1.2912071950981052 valid acc 16/16 Epoch 6 loss 1.2072201100290787 valid acc 16/16 Epoch 6 loss 1.340953697286151 valid acc 16/16 Epoch 6 loss 1.9396597542715184 valid acc 16/16 Epoch 6 loss 1.145425181608819 valid acc 16/16 Epoch 6 loss 1.1587403483485015 valid acc 16/16 Epoch 6 loss 0.9895473571887841 valid acc 16/16 Epoch 6 loss 0.8383164371839102 valid acc 16/16 Epoch 6 loss 0.5164958805033543 valid acc 16/16 Epoch 6 loss 1.254513052074787 valid acc 15/16 Epoch 6 loss 0.8948966843095347 valid acc 15/16 Epoch 6 loss 0.3532343194513818 valid acc 16/16 Epoch 6 loss 0.37747477290587805 valid acc 15/16 Epoch 6 loss 1.0387071964941725 valid acc 16/16 Epoch 6 loss 0.844785578815151 valid acc 16/16 Epoch 6 loss 0.6834823135623157 valid acc 16/16 Epoch 6 loss 0.7430422992153333 valid acc 16/16 Epoch 6 loss 0.5197370719273645 valid acc 16/16 Epoch 6 loss 0.7719366056153343 valid acc 15/16 Epoch 6 loss 0.8874414848251083 valid acc 16/16 Epoch 6 loss 0.6138050880679079 valid acc 16/16 Epoch 6 loss 0.4129305235204098 valid acc 16/16 Epoch 6 loss 0.2547368365472206 valid acc 16/16 Epoch 6 loss 1.1495204991622778 valid acc 16/16 Epoch 6 loss 0.8597807813970249 valid acc 15/16 Epoch 6 loss 0.7210105859177679 valid acc 15/16 Epoch 6 loss 1.4630389384856313 valid acc 16/16 Epoch 6 loss 0.501374577980204 valid acc 15/16 Epoch 6 loss 0.564683947716916 valid acc 15/16 Epoch 6 loss 0.16121974599951902 valid acc 15/16 Epoch 6 loss 1.3212933604094967 valid acc 16/16 Epoch 6 loss 0.8013571911777055 valid acc 16/16 Epoch 6 loss 0.5582854640777511 valid acc 15/16 Epoch 6 loss 0.9981605288083151 valid acc 16/16 Epoch 6 loss 0.6303745206996904 valid acc 16/16 Epoch 6 loss 0.6518652132317888 valid acc 15/16 Epoch 6 loss 0.9289967273246774 valid acc 16/16 Epoch 6 loss 0.9529591243291816 valid acc 16/16 Epoch 6 loss 0.8966118354221588 valid acc 16/16 Epoch 6 loss 0.26998207136461044 valid acc 16/16 Epoch 6 loss 0.47751251422197366 valid acc 15/16 Epoch 6 loss 0.7776648023808771 valid acc 16/16 Epoch 6 loss 0.42310270824239393 valid acc 16/16 Epoch 6 loss 0.5394878254836083 valid acc 16/16 Epoch 6 loss 0.687886446077801 valid acc 16/16 Epoch 6 loss 0.769121252134196 valid acc 16/16 Epoch 6 loss 0.9425724524307654 valid acc 16/16 Epoch 6 loss 1.288743793046839 valid acc 16/16 Epoch 6 loss 0.7614951834832772 valid acc 15/16 Epoch 6 loss 0.9022797870337744 valid acc 14/16 Epoch 6 loss 0.7131338062609369 valid acc 16/16 Epoch 6 loss 0.9811324658611147 valid acc 16/16 Epoch 7 loss 0.007462527694048509 valid acc 16/16 Epoch 7 loss 1.1853327594519922 valid acc 15/16 Epoch 7 loss 1.343337271268601 valid acc 15/16 Epoch 7 loss 0.5323175327156733 valid acc 15/16 Epoch 7 loss 0.5307435372204693 valid acc 15/16 Epoch 7 loss 0.3400946278491841 valid acc 16/16 Epoch 7 loss 0.8366010144225197 valid acc 15/16 Epoch 7 loss 1.1575501962473256 valid acc 16/16 Epoch 7 loss 0.4272282758114516 valid acc 15/16 Epoch 7 loss 0.36064319463078226 valid acc 16/16 Epoch 7 loss 0.9291874681879319 valid acc 16/16 Epoch 7 loss 1.1016125967934902 valid acc 15/16 Epoch 7 loss 0.8670037684903288 valid acc 15/16 Epoch 7 loss 1.018978711203289 valid acc 15/16 Epoch 7 loss 1.7135791069920012 valid acc 15/16 Epoch 7 loss 0.7819273748121356 valid acc 15/16 Epoch 7 loss 1.7983170304074256 valid acc 15/16 Epoch 7 loss 1.0708068857539517 valid acc 15/16 Epoch 7 loss 1.3383472110948345 valid acc 15/16 Epoch 7 loss 0.6248226330970017 valid acc 15/16 Epoch 7 loss 1.0244301367222466 valid acc 14/16 Epoch 7 loss 0.6020179118837193 valid acc 15/16 Epoch 7 loss 0.13316120126355957 valid acc 15/16 Epoch 7 loss 0.46568466210334714 valid acc 14/16 Epoch 7 loss 0.5261433572745995 valid acc 15/16 Epoch 7 loss 0.6067121475844722 valid acc 16/16 Epoch 7 loss 1.0674977698220718 valid acc 16/16 Epoch 7 loss 0.7055769075946388 valid acc 16/16 Epoch 7 loss 0.9662188844911479 valid acc 16/16 Epoch 7 loss 0.3450919316598854 valid acc 15/16 Epoch 7 loss 0.9183385136938539 valid acc 15/16 Epoch 7 loss 0.6483038653579799 valid acc 16/16 Epoch 7 loss 0.468118018153901 valid acc 15/16 Epoch 7 loss 0.8467349333343741 valid acc 15/16 Epoch 7 loss 1.0433477846946781 valid acc 16/16 Epoch 7 loss 0.5239719479412269 valid acc 15/16 Epoch 7 loss 1.356263021713055 valid acc 15/16 Epoch 7 loss 0.8010055193017814 valid acc 16/16 Epoch 7 loss 1.3693517424138781 valid acc 15/16 Epoch 7 loss 0.6926832422685641 valid acc 15/16 Epoch 7 loss 0.450518331734217 valid acc 16/16 Epoch 7 loss 0.8905745126417451 valid acc 16/16 Epoch 7 loss 0.6070693167757328 valid acc 15/16 Epoch 7 loss 0.2633768743861203 valid acc 16/16 Epoch 7 loss 0.8824884744256511 valid acc 16/16 Epoch 7 loss 0.8497999508915184 valid acc 16/16 Epoch 7 loss 1.1223949704590508 valid acc 16/16 Epoch 7 loss 1.0103367599053878 valid acc 16/16 Epoch 7 loss 0.6332320228977749 valid acc 16/16 Epoch 7 loss 0.7090266301076509 valid acc 16/16 Epoch 7 loss 0.6971873542595457 valid acc 16/16 Epoch 7 loss 0.7265403069130781 valid acc 16/16 Epoch 7 loss 0.8742759285809822 valid acc 16/16 Epoch 7 loss 0.3388341839006195 valid acc 16/16 Epoch 7 loss 0.6363737906122977 valid acc 16/16 Epoch 7 loss 0.420658941144771 valid acc 16/16 Epoch 7 loss 0.8327866231438166 valid acc 15/16 Epoch 7 loss 0.8489365241614084 valid acc 15/16 Epoch 7 loss 0.7951417958725192 valid acc 16/16 Epoch 7 loss 0.7332230700518308 valid acc 16/16 Epoch 7 loss 0.6879793543666946 valid acc 16/16 Epoch 7 loss 0.2578120931345194 valid acc 16/16 Epoch 7 loss 0.6238650126423175 valid acc 16/16 Epoch 8 loss 0.012310194450063403 valid acc 16/16 Epoch 8 loss 0.820860748704999 valid acc 15/16 Epoch 8 loss 1.5694846616088276 valid acc 15/16 Epoch 8 loss 0.5798611719098948 valid acc 15/16 Epoch 8 loss 0.6210151726288055 valid acc 15/16 Epoch 8 loss 0.8018531815255445 valid acc 15/16 Epoch 8 loss 1.1934998613621373 valid acc 16/16 Epoch 8 loss 0.8053102539471877 valid acc 16/16 Epoch 8 loss 1.0894416076227853 valid acc 16/16 Epoch 8 loss 0.4774327052788585 valid acc 16/16 Epoch 8 loss 0.6681077648294468 valid acc 16/16 Epoch 8 loss 1.0404937734192536 valid acc 16/16 Epoch 8 loss 1.0239619344446367 valid acc 16/16 Epoch 8 loss 1.1389813448125794 valid acc 16/16 Epoch 8 loss 0.9062988328498067 valid acc 15/16 Epoch 8 loss 1.0264136794727208 valid acc 15/16 Epoch 8 loss 1.5060350525462545 valid acc 16/16 Epoch 8 loss 0.7112840063207478 valid acc 15/16 Epoch 8 loss 0.8166222205046718 valid acc 15/16 Epoch 8 loss 0.5174974949125885 valid acc 15/16 Epoch 8 loss 1.3259195296372392 valid acc 14/16 Epoch 8 loss 0.49960013192418634 valid acc 15/16 Epoch 8 loss 0.2805666161219199 valid acc 16/16 Epoch 8 loss 0.5642198766149823 valid acc 14/16 Epoch 8 loss 0.723218432367853 valid acc 16/16 Epoch 8 loss 1.0806010737386669 valid acc 16/16 Epoch 8 loss 0.6054410988576399 valid acc 16/16 Epoch 8 loss 0.5303700326893054 valid acc 16/16 Epoch 8 loss 0.21714989984090466 valid acc 16/16 Epoch 8 loss 0.37641448489765217 valid acc 15/16 Epoch 8 loss 0.9164555025334176 valid acc 16/16 Epoch 8 loss 0.6355032186611788 valid acc 15/16 Epoch 8 loss 0.4476989625375386 valid acc 16/16 Epoch 8 loss 0.1397855783744244 valid acc 16/16 Epoch 8 loss 0.6527804736819937 valid acc 16/16 Epoch 8 loss 0.47715889538229855 valid acc 16/16 Epoch 8 loss 0.17839250223639835 valid acc 15/16 Epoch 8 loss 0.676000856383673 valid acc 16/16 Epoch 8 loss 0.8475433269827299 valid acc 16/16 Epoch 8 loss 0.9864883202915925 valid acc 16/16 Epoch 8 loss 0.935036446463823 valid acc 16/16 Epoch 8 loss 0.38428316818725405 valid acc 16/16 Epoch 8 loss 0.6407188914643828 valid acc 16/16 Epoch 8 loss 0.4392589220418365 valid acc 16/16 Epoch 8 loss 0.6455985390364615 valid acc 16/16 Epoch 8 loss 0.7860360776544397 valid acc 15/16 Epoch 8 loss 0.7262699228044871 valid acc 16/16 Epoch 8 loss 0.7532890108096321 valid acc 15/16 Epoch 8 loss 0.3077513062507815 valid acc 15/16 Epoch 8 loss 0.5087569625891852 valid acc 16/16 Epoch 8 loss 0.4444694180308828 valid acc 16/16 Epoch 8 loss 0.49230712703813234 valid acc 16/16 Epoch 8 loss 0.9471138299664392 valid acc 16/16 Epoch 8 loss 0.24598052098214562 valid acc 16/16 Epoch 8 loss 0.5702915498005142 valid acc 15/16 Epoch 8 loss 0.6243962111644246 valid acc 16/16 Epoch 8 loss 0.5233508154641603 valid acc 16/16 Epoch 8 loss 0.7601333026783371 valid acc 15/16 Epoch 8 loss 0.6583600595817574 valid acc 15/16 Epoch 8 loss 0.42552215975514274 valid acc 16/16 Epoch 8 loss 0.3457776481244559 valid acc 16/16 Epoch 8 loss 0.3958283405132862 valid acc 15/16 Epoch 8 loss 0.9247925527005054 valid acc 16/16 Epoch 9 loss 0.02657183329194879 valid acc 16/16 Epoch 9 loss 0.7121547409535234 valid acc 16/16 Epoch 9 loss 1.3652156323940663 valid acc 16/16 Epoch 9 loss 0.3285844800752032 valid acc 16/16 Epoch 9 loss 0.3119048717515659 valid acc 16/16 Epoch 9 loss 0.402608912643866 valid acc 16/16 Epoch 9 loss 1.4010651369537297 valid acc 14/16 Epoch 9 loss 0.9420690196837681 valid acc 15/16 Epoch 9 loss 0.4903030257549412 valid acc 15/16 Epoch 9 loss 0.5145043227523447 valid acc 15/16 Epoch 9 loss 0.3013826043416366 valid acc 15/16 Epoch 9 loss 1.278266950376184 valid acc 14/16 Epoch 9 loss 0.6913657252001808 valid acc 14/16 Epoch 9 loss 0.6523257148423725 valid acc 16/16 Epoch 9 loss 1.0843603463376397 valid acc 16/16 Epoch 9 loss 0.7248644934581331 valid acc 15/16 Epoch 9 loss 1.3123688753159735 valid acc 16/16 Epoch 9 loss 1.0396458294567599 valid acc 16/16 Epoch 9 loss 1.115005819759839 valid acc 16/16 Epoch 9 loss 0.6047825677422034 valid acc 15/16 Epoch 9 loss 0.5414128540885906 valid acc 13/16 Epoch 9 loss 0.5201351576119558 valid acc 15/16 Epoch 9 loss 0.17151498423352554 valid acc 15/16 Epoch 9 loss 0.6184467721354412 valid acc 15/16 Epoch 9 loss 0.599078008373757 valid acc 16/16 Epoch 9 loss 0.8650357906005723 valid acc 16/16 Epoch 9 loss 0.6667731089992659 valid acc 16/16 Epoch 9 loss 0.8239238352586595 valid acc 15/16 Epoch 9 loss 0.4056002152112183 valid acc 16/16 Epoch 9 loss 0.17324996542736848 valid acc 16/16 Epoch 9 loss 1.0156595913964146 valid acc 16/16 Epoch 9 loss 0.6187301997094603 valid acc 16/16 Epoch 9 loss 0.3004723826866594 valid acc 16/16 Epoch 9 loss 0.31230652852823254 valid acc 16/16 Epoch 9 loss 0.786007764967176 valid acc 16/16 Epoch 9 loss 0.39618277017379505 valid acc 16/16 Epoch 9 loss 0.6261019536627277 valid acc 14/16 Epoch 9 loss 0.30331878857551253 valid acc 14/16 Epoch 9 loss 0.6542917680925803 valid acc 15/16 Epoch 9 loss 0.8946710069499847 valid acc 15/16 Epoch 9 loss 0.3381418996904905 valid acc 16/16 Epoch 9 loss 0.868913473145813 valid acc 16/16 Epoch 9 loss 0.4041411028300261 valid acc 16/16 Epoch 9 loss 0.6665629705957781 valid acc 16/16 Epoch 9 loss 1.2884614579318474 valid acc 15/16 Epoch 9 loss 0.4245715171532331 valid acc 16/16 Epoch 9 loss 0.6040559223423305 valid acc 16/16 Epoch 9 loss 0.8901635825155417 valid acc 16/16 Epoch 9 loss 0.6927032082887954 valid acc 16/16 Epoch 9 loss 0.4600894589912664 valid acc 16/16 Epoch 9 loss 0.527236543413244 valid acc 16/16 Epoch 9 loss 0.8042905341660588 valid acc 16/16 Epoch 9 loss 0.7948400981497323 valid acc 16/16 Epoch 9 loss 0.48925993440292775 valid acc 15/16 Epoch 9 loss 0.4762904228019814 valid acc 16/16 Epoch 9 loss 0.205815964607272 valid acc 16/16 Epoch 9 loss 0.41178543970622605 valid acc 16/16 Epoch 9 loss 0.49217252638117925 valid acc 16/16 Epoch 9 loss 0.6044582729634256 valid acc 16/16 Epoch 9 loss 0.5250492682539359 valid acc 16/16 Epoch 9 loss 0.8424706834990345 valid acc 15/16 Epoch 9 loss 0.22371958590018884 valid acc 16/16 Epoch 9 loss 0.36767943862707697 valid acc 16/16 Epoch 10 loss 0.03142489106203237 valid acc 16/16 Epoch 10 loss 0.8694290654160299 valid acc 16/16 Epoch 10 loss 0.8970729904624832 valid acc 16/16 Epoch 10 loss 0.340425507426326 valid acc 16/16 Epoch 10 loss 0.18063305015748726 valid acc 16/16 Epoch 10 loss 0.34503128200971367 valid acc 16/16 Epoch 10 loss 1.1225741725444904 valid acc 16/16 Epoch 10 loss 0.5639366867181972 valid acc 16/16 Epoch 10 loss 0.3572186469196895 valid acc 15/16 Epoch 10 loss 0.5926891488086573 valid acc 16/16 Epoch 10 loss 0.4643587138098659 valid acc 16/16 Epoch 10 loss 1.3873727735742003 valid acc 15/16 Epoch 10 loss 0.7651933182715254 valid acc 16/16 Epoch 10 loss 0.614853991491229 valid acc 16/16 Epoch 10 loss 1.0983648633113654 valid acc 16/16 Epoch 10 loss 0.5749641177087746 valid acc 16/16 Epoch 10 loss 1.4102269040341362 valid acc 16/16 Epoch 10 loss 0.5631264552603509 valid acc 16/16 Epoch 10 loss 0.3703703898253725 valid acc 16/16 Epoch 10 loss 0.46203524675929447 valid acc 16/16 Epoch 10 loss 1.1861455285978582 valid acc 15/16 Epoch 10 loss 0.4156656150881484 valid acc 16/16 Epoch 10 loss 0.10484363095072735 valid acc 16/16 Epoch 10 loss 0.5421869641291129 valid acc 16/16 Epoch 10 loss 0.4133456518837986 valid acc 16/16 Epoch 10 loss 0.6637956915419415 valid acc 16/16 Epoch 10 loss 0.31370265416592924 valid acc 16/16 Epoch 10 loss 0.5946454958760312 valid acc 16/16 Epoch 10 loss 0.4816561962445268 valid acc 16/16 Epoch 10 loss 0.16538106764126517 valid acc 16/16 Epoch 10 loss 0.742385169818333 valid acc 16/16 Epoch 10 loss 0.8519252938429762 valid acc 16/16 Epoch 10 loss 0.4626469150248889 valid acc 16/16 Epoch 10 loss 0.2774442172548602 valid acc 16/16 Epoch 10 loss 0.9063288541599208 valid acc 15/16 Epoch 10 loss 0.5168460931819276 valid acc 15/16 Epoch 10 loss 0.09207973178422513 valid acc 15/16 Epoch 10 loss 0.583198970862221 valid acc 14/16 Epoch 10 loss 0.43061400456650056 valid acc 15/16 Epoch 10 loss 0.5036831110142242 valid acc 15/16 Epoch 10 loss 0.13833566655848994 valid acc 15/16 Epoch 10 loss 0.9513096083311832 valid acc 16/16 Epoch 10 loss 0.361926916137612 valid acc 15/16 Epoch 10 loss 0.19629450448240704 valid acc 16/16 Epoch 10 loss 0.7744328732034964 valid acc 16/16 Epoch 10 loss 0.2188942794140652 valid acc 16/16 Epoch 10 loss 0.4350100757562643 valid acc 16/16 Epoch 10 loss 0.7046006983451538 valid acc 16/16 Epoch 10 loss 0.24420933547676374 valid acc 16/16 Epoch 10 loss 0.3163874009605329 valid acc 16/16 Epoch 10 loss 0.3046716065323821 valid acc 16/16 Epoch 10 loss 0.2883119981414061 valid acc 15/16 Epoch 10 loss 0.7085510144276589 valid acc 15/16 Epoch 10 loss 0.6017704346667512 valid acc 15/16 Epoch 10 loss 0.24874821909287556 valid acc 15/16 Epoch 10 loss 0.2885480995581699 valid acc 16/16 Epoch 10 loss 0.42406996062838853 valid acc 15/16 Epoch 10 loss 1.0943288192074276 valid acc 16/16 Epoch 10 loss 1.1080253469841503 valid acc 15/16 Epoch 10 loss 0.41639405380047856 valid acc 15/16 Epoch 10 loss 0.33860435105372544 valid acc 16/16 Epoch 10 loss 0.15604268254469936 valid acc 16/16 Epoch 10 loss 0.41660254611626796 valid acc 16/16 Epoch 11 loss 0.0017262570809961873 valid acc 16/16 Epoch 13 loss 0.36892733678414935 valid acc 16/16 Epoch 13 loss 0.4240218837819615 valid acc 15/16 Epoch 13 loss 0.5046195466891927 valid acc 14/16 Epoch 13 loss 0.49524438028676576 valid acc 15/16 Epoch 13 loss 0.37563716660408714 valid acc 15/16 Epoch 13 loss 0.32665458079493326 valid acc 15/16 Epoch 13 loss 0.13994983161173558 valid acc 15/16 Epoch 13 loss 0.5851957245208799 valid acc 15/16 Epoch 13 loss 0.1880509638041514 valid acc 15/16 Epoch 13 loss 0.7010473623561052 valid acc 15/16 Epoch 13 loss 0.4325808315709863 valid acc 16/16 Epoch 13 loss 0.6547430051711826 valid acc 15/16 Epoch 13 loss 0.08439055235129331 valid acc 15/16 Epoch 13 loss 0.3829144509898298 valid acc 16/16 Epoch 13 loss 0.2870407030796661 valid acc 16/16 Epoch 13 loss 0.24782395614986727 valid acc 16/16 Epoch 13 loss 0.17442460165221102 valid acc 16/16 Epoch 13 loss 0.40158755294744664 valid acc 16/16 Epoch 13 loss 0.23521318927674623 valid acc 16/16 Epoch 13 loss 0.6250046127448214 valid acc 16/16 Epoch 13 loss 0.32624005785942395 valid acc 16/16 Epoch 13 loss 0.5412808365622641 valid acc 15/16 Epoch 13 loss 0.297458344689228 valid acc 16/16 Epoch 13 loss 0.5310568465376125 valid acc 14/16 Epoch 13 loss 0.3488117679686043 valid acc 15/16 Epoch 13 loss 0.2566343771649171 valid acc 16/16 Epoch 14 loss 0.0012647918689924617 valid acc 15/16 Epoch 14 loss 0.5471571046996822 valid acc 15/16 Epoch 14 loss 0.6189153355262625 valid acc 14/16 Epoch 14 loss 0.35078144909939135 valid acc 14/16 Epoch 14 loss 0.3468222153916467 valid acc 14/16 Epoch 14 loss 0.6278480157883892 valid acc 16/16 Epoch 14 loss 0.8009269628747535 valid acc 14/16 Epoch 14 loss 1.111524364383862 valid acc 14/16 Epoch 14 loss 0.9781485713519696 valid acc 15/16 Epoch 14 loss 0.2111790886455387 valid acc 15/16 Epoch 14 loss 0.3971958494724785 valid acc 15/16 Epoch 14 loss 0.15940928843210553 valid acc 15/16 Epoch 14 loss 0.4119134608163669 valid acc 15/16 Epoch 14 loss 0.6347089299000213 valid acc 15/16 Epoch 14 loss 0.48661256257996305 valid acc 16/16 Epoch 14 loss 0.31150204943599413 valid acc 15/16 Epoch 14 loss 0.9839974583133202 valid acc 15/16 Epoch 14 loss 0.49814117276228775 valid acc 16/16 Epoch 14 loss 0.22287723487844535 valid acc 15/16 Epoch 14 loss 0.22605310990016364 valid acc 15/16 Epoch 14 loss 0.8009190227945441 valid acc 16/16 Epoch 14 loss 0.33299675728146877 valid acc 16/16 Epoch 14 loss 0.18850751473113228 valid acc 16/16 Epoch 14 loss 0.16512256268968528 valid acc 16/16 Epoch 14 loss 0.1205176086246348 valid acc 16/16 Epoch 14 loss 0.740516694848849 valid acc 16/16 Epoch 14 loss 0.5376191310689934 valid acc 16/16 Epoch 14 loss 0.23604154065101451 valid acc 16/16 Epoch 14 loss 0.4445632550933868 valid acc 16/16 Epoch 14 loss 0.2660046194200232 valid acc 16/16 Epoch 14 loss 0.5030468600358737 valid acc 15/16 Epoch 14 loss 0.1396225855616125 valid acc 15/16 Epoch 14 loss 0.1968881795201937 valid acc 15/16 Epoch 14 loss 0.43288283109675635 valid acc 15/16 Epoch 14 loss 0.6562329128992289 valid acc 16/16 Epoch 14 loss 0.5785354197024419 valid acc 16/16 Epoch 14 loss 0.24906474987329774 valid acc 16/16 Epoch 14 loss 0.10166764817227045 valid acc 16/16 Epoch 14 loss 0.23879632386073035 valid acc 16/16 Epoch 14 loss 0.06016326243679619 valid acc 16/16 Epoch 14 loss 0.17594554064730586 valid acc 16/16 Epoch 14 loss 0.3602108494007893 valid acc 16/16 Epoch 14 loss 0.3353842085221958 valid acc 15/16 Epoch 14 loss 0.14924762487553417 valid acc 16/16 Epoch 14 loss 0.4234556707719696 valid acc 15/16 Epoch 14 loss 0.4521340736999476 valid acc 16/16 Epoch 14 loss 0.2985805519139043 valid acc 16/16 Epoch 14 loss 0.5551144648291815 valid acc 15/16 Epoch 14 loss 0.38295307318865024 valid acc 15/16 Epoch 14 loss 0.24963992744030394 valid acc 15/16 Epoch 14 loss 0.14087471754625921 valid acc 16/16 Epoch 14 loss 0.27960765019957534 valid acc 15/16 Epoch 14 loss 0.6563900091972951 valid acc 15/16 Epoch 14 loss 0.1668125950528137 valid acc 16/16 Epoch 14 loss 0.31210443443198843 valid acc 15/16 Epoch 14 loss 0.33603306293995794 valid acc 15/16 Epoch 14 loss 0.43961749350904245 valid acc 15/16 Epoch 14 loss 0.29043921446955834 valid acc 15/16 Epoch 14 loss 0.3397123775085778 valid acc 15/16 Epoch 14 loss 0.11825022517998769 valid acc 15/16 Epoch 14 loss 0.21015281062760238 valid acc 15/16 Epoch 14 loss 0.2429292093866102 valid acc 16/16 Epoch 14 loss 0.3690041225011307 valid acc 16/16 Epoch 15 loss 0.06084653042818739 valid acc 16/16 Epoch 15 loss 0.3899856379592489 valid acc 16/16 Epoch 15 loss 0.5401309727865081 valid acc 16/16 Epoch 15 loss 0.16674685333725223 valid acc 16/16 Epoch 15 loss 0.07855460815121573 valid acc 16/16 Epoch 15 loss 0.15381592222860868 valid acc 16/16 Epoch 15 loss 0.930149607840793 valid acc 16/16 Epoch 15 loss 0.6599984148415443 valid acc 15/16 Epoch 15 loss 0.1907316542924939 valid acc 15/16 Epoch 15 loss 0.23410772099695776 valid acc 15/16 Epoch 15 loss 0.4940278204634825 valid acc 15/16 Epoch 15 loss 0.4693436440694384 valid acc 16/16 Epoch 15 loss 0.7209840191067329 valid acc 15/16 Epoch 15 loss 0.4739717378737397 valid acc 16/16 Epoch 15 loss 1.1529550428729858 valid acc 15/16 Epoch 15 loss 0.7341916407489806 valid acc 16/16 Epoch 15 loss 0.7588066615871075 valid acc 16/16 Epoch 15 loss 0.9631431388375687 valid acc 16/16 Epoch 15 loss 0.3463376332264452 valid acc 15/16 Epoch 15 loss 0.4152381724726925 valid acc 16/16 Epoch 15 loss 0.7714445509520771 valid acc 15/16 Epoch 15 loss 0.3961089087067047 valid acc 16/16 Epoch 15 loss 0.08908837675886325 valid acc 16/16 Epoch 15 loss 0.19879402187763878 valid acc 16/16 Epoch 15 loss 0.4472118880320105 valid acc 14/16 Epoch 15 loss 0.3442996863452496 valid acc 15/16 Epoch 15 loss 0.8196872919048979 valid acc 15/16 Epoch 15 loss 0.24466384609838215 valid acc 15/16 Epoch 15 loss 0.22001555836162257 valid acc 15/16 Epoch 15 loss 0.15745458060976897 valid acc 16/16 Epoch 15 loss 0.7893553530100023 valid acc 16/16 Epoch 15 loss 0.5267280017560524 valid acc 15/16 Epoch 15 loss 0.2047861412824046 valid acc 15/16 Epoch 15 loss 0.648213026534558 valid acc 15/16 Epoch 15 loss 0.8905387141519046 valid acc 15/16 Epoch 15 loss 0.5968225838620494 valid acc 15/16 Epoch 15 loss 0.20653512684776001 valid acc 15/16 Epoch 15 loss 0.1600287111188674 valid acc 15/16 Epoch 15 loss 0.2154796245048921 valid acc 16/16 Epoch 15 loss 0.5783926237596583 valid acc 15/16 Epoch 15 loss 0.17142951903407588 valid acc 15/16 Epoch 15 loss 0.362095639479641 valid acc 16/16 Epoch 15 loss 0.4817716120032085 valid acc 15/16 Epoch 15 loss 0.11505088271411126 valid acc 15/16 Epoch 15 loss 0.3390362700820937 valid acc 16/16 Epoch 15 loss 0.24396274432775358 valid acc 16/16 Epoch 15 loss 0.3277283205791207 valid acc 15/16 Epoch 15 loss 0.2630666979896926 valid acc 16/16 Epoch 15 loss 0.1993450214739894 valid acc 16/16 Epoch 15 loss 0.34503110606393406 valid acc 16/16 Epoch 15 loss 0.07477612737218095 valid acc 16/16 Epoch 15 loss 0.29994748274399496 valid acc 16/16 Epoch 15 loss 0.5741491721290276 valid acc 16/16 Epoch 15 loss 0.42708072790263907 valid acc 16/16 Epoch 15 loss 0.5674233174598944 valid acc 16/16 Epoch 15 loss 0.29634305259099747 valid acc 16/16 Epoch 15 loss 0.43962116990457833 valid acc 14/16 Epoch 15 loss 0.3695268259593565 valid acc 16/16 Epoch 15 loss 0.8140993187696476 valid acc 15/16 Epoch 15 loss 0.27321088217203016 valid acc 15/16 Epoch 15 loss 0.400026508866695 valid acc 16/16 Epoch 15 loss 0.6100346000578152 valid acc 16/16 Epoch 15 loss 0.44241022109019185 valid acc 16/16 Epoch 16 loss 0.002717803887605853 valid acc 16/16 Epoch 16 loss 0.3572066887161363 valid acc 16/16 Epoch 16 loss 0.4793189738375105 valid acc 16/16 Epoch 16 loss 0.1998303432906446 valid acc 16/16 Epoch 16 loss 0.12756551858112586 valid acc 15/16 Epoch 16 loss 0.3292785701455305 valid acc 15/16 Epoch 16 loss 0.6769318979673019 valid acc 15/16 Epoch 16 loss 0.558687370177409 valid acc 15/16 Epoch 16 loss 0.4351417656356545 valid acc 15/16 Epoch 16 loss 0.12024559007342167 valid acc 15/16 Epoch 16 loss 0.2090672689876419 valid acc 15/16 Epoch 16 loss 0.16959861167489673 valid acc 16/16 Epoch 16 loss 0.2614348823757175 valid acc 16/16 Epoch 16 loss 0.2907242952508919 valid acc 16/16 Epoch 16 loss 0.8120359586254364 valid acc 16/16 Epoch 16 loss 0.6126218968900717 valid acc 16/16 Epoch 16 loss 0.5339911223556605 valid acc 16/16 Epoch 16 loss 0.6940510899418972 valid acc 16/16 Epoch 16 loss 0.2976902806798542 valid acc 16/16 Epoch 16 loss 0.14001718867402307 valid acc 16/16 Epoch 16 loss 0.24788786933394402 valid acc 16/16 Epoch 16 loss 0.3321216202350386 valid acc 16/16 Epoch 16 loss 0.33713127664460507 valid acc 15/16 Epoch 16 loss 0.13380482937197025 valid acc 15/16 Epoch 16 loss 0.6344337490230365 valid acc 16/16 Epoch 16 loss 0.7284752973172758 valid acc 15/16 Epoch 16 loss 0.463705539394561 valid acc 15/16 Epoch 16 loss 0.2753962750541569 valid acc 15/16 Epoch 16 loss 0.571772581315708 valid acc 15/16 Epoch 16 loss 0.39779112180512677 valid acc 15/16 Epoch 16 loss 0.5870879078769458 valid acc 16/16 Epoch 16 loss 0.38037988619171603 valid acc 16/16 Epoch 16 loss 0.17914834062001947 valid acc 15/16 Epoch 16 loss 0.12974571824330727 valid acc 15/16 Epoch 16 loss 0.5859584235888681 valid acc 15/16 Epoch 16 loss 0.5594797400426175 valid acc 16/16 Epoch 16 loss 0.438210737916322 valid acc 15/16 Epoch 16 loss 0.20132157560487368 valid acc 15/16 Epoch 16 loss 0.24645044254719115 valid acc 15/16 Epoch 16 loss 0.5579574639308346 valid acc 15/16 Epoch 16 loss 0.1138292051303745 valid acc 15/16 Epoch 16 loss 0.5207387724486237 valid acc 15/16 Epoch 16 loss 0.35013329261584614 valid acc 15/16 Epoch 16 loss 0.08115260181235234 valid acc 15/16 Epoch 16 loss 0.5953504655399163 valid acc 15/16 Epoch 16 loss 0.20662042251626 valid acc 15/16 Epoch 16 loss 0.40464934326268676 valid acc 15/16 Epoch 16 loss 0.2541249539292753 valid acc 15/16 Epoch 16 loss 0.11303738253428738 valid acc 15/16 Epoch 16 loss 0.22283906222264308 valid acc 16/16 Epoch 16 loss 0.26686960578584307 valid acc 16/16 Epoch 16 loss 0.23628237565739638 valid acc 16/16 Epoch 16 loss 0.12002865785574976 valid acc 16/16 Epoch 16 loss 0.45117835947615786 valid acc 15/16 Epoch 16 loss 0.33924048303547094 valid acc 14/16 Epoch 16 loss 0.36400146849695736 valid acc 15/16 Epoch 16 loss 0.43048428264612243 valid acc 15/16 Epoch 16 loss 0.3115298031254521 valid acc 15/16 Epoch 16 loss 0.1245799827124168 valid acc 15/16 Epoch 16 loss 0.053744733388376875 valid acc 15/16 Epoch 16 loss 0.2564056191239264 valid acc 14/16 Epoch 16 loss 0.2624044562112427 valid acc 16/16 Epoch 16 loss 0.18939503476599268 valid acc 16/16 Epoch 17 loss 0.0013541610069341937 valid acc 16/16 Epoch 17 loss 0.463438446048803 valid acc 16/16 Epoch 17 loss 0.23116081223520174 valid acc 14/16 Epoch 17 loss 0.3608487024145484 valid acc 14/16 Epoch 17 loss 0.31177440453470645 valid acc 14/16 Epoch 17 loss 0.15839917523831545 valid acc 15/16 Epoch 17 loss 0.3888634970010939 valid acc 14/16 Epoch 17 loss 0.517045166108949 valid acc 14/16 Epoch 17 loss 0.4282056253908405 valid acc 14/16 Epoch 17 loss 0.29290168978691344 valid acc 14/16 Epoch 17 loss 0.23366681056400443 valid acc 15/16 Epoch 17 loss 0.8139267002791943 valid acc 16/16 Epoch 17 loss 0.625020717459232 valid acc 15/16 Epoch 17 loss 0.7268450152869346 valid acc 15/16 Epoch 17 loss 0.4732364331613259 valid acc 16/16 Epoch 17 loss 0.2841024544096589 valid acc 16/16 Epoch 17 loss 0.8058688220291153 valid acc 16/16 Epoch 17 loss 0.9264925413678922 valid acc 16/16 Epoch 17 loss 0.5366412561680703 valid acc 16/16 Epoch 17 loss 0.13669467570067298 valid acc 16/16 Epoch 17 loss 0.5111030157959111 valid acc 14/16 Epoch 17 loss 0.19198327082483807 valid acc 16/16 Epoch 17 loss 0.19565585723144846 valid acc 16/16 Epoch 17 loss 0.07579383392024455 valid acc 16/16 Epoch 17 loss 0.19805741840909813 valid acc 16/16 Epoch 17 loss 0.35530357484691644 valid acc 14/16 Epoch 17 loss 0.5314827148554515 valid acc 14/16 Epoch 17 loss 0.13848493768449488 valid acc 16/16 Epoch 17 loss 0.15113958846161119 valid acc 15/16 Epoch 17 loss 0.6855948074487624 valid acc 15/16 Epoch 17 loss 0.29234867389515706 valid acc 16/16 Epoch 17 loss 0.5192670341387072 valid acc 16/16 Epoch 17 loss 0.2785683269826519 valid acc 15/16 Epoch 17 loss 0.4177777078947189 valid acc 15/16 Epoch 17 loss 0.41092495205411406 valid acc 16/16 Epoch 17 loss 0.28812118275417703 valid acc 16/16 Epoch 17 loss 0.33318142241718174 valid acc 16/16 Epoch 17 loss 0.4307322411664034 valid acc 15/16 Epoch 17 loss 0.1301246430891763 valid acc 16/16 Epoch 17 loss 0.23763978383319032 valid acc 16/16 Epoch 17 loss 0.036421213429664485 valid acc 16/16 Epoch 17 loss 0.4340835367926723 valid acc 15/16 Epoch 17 loss 0.19591645068855076 valid acc 16/16 Epoch 17 loss 0.04246211280113496 valid acc 16/16 Epoch 17 loss 0.5060462586896742 valid acc 15/16 Epoch 17 loss 0.11000445633744556 valid acc 15/16 Epoch 17 loss 0.498109070647714 valid acc 15/16 Epoch 17 loss 0.41974768989272304 valid acc 15/16 Epoch 17 loss 0.7397441516859347 valid acc 14/16 Epoch 17 loss 0.17303309529974345 valid acc 16/16 Epoch 17 loss 0.25281672311433867 valid acc 16/16 Epoch 17 loss 0.1892875889395125 valid acc 16/16 Epoch 17 loss 0.18937859310607655 valid acc 16/16 Epoch 17 loss 0.36849139884382237 valid acc 16/16 Epoch 17 loss 0.26641389969461154 valid acc 16/16 Epoch 17 loss 0.13339424224625376 valid acc 16/16 Epoch 17 loss 0.48403826257742283 valid acc 15/16 Epoch 17 loss 0.4319327953066743 valid acc 16/16 Epoch 17 loss 0.6269673201874796 valid acc 14/16 Epoch 17 loss 0.19119921045380453 valid acc 15/16 Epoch 17 loss 0.25126967760650676 valid acc 15/16 Epoch 17 loss 0.17905358738226948 valid acc 15/16 Epoch 17 loss 0.13984149237211319 valid acc 15/16 Epoch 18 loss 0.001397909580836881 valid acc 15/16 Epoch 18 loss 0.17818084427095512 valid acc 15/16 Epoch 18 loss 0.1608554809862799 valid acc 15/16 Epoch 18 loss 0.08384428756000037 valid acc 15/16 Epoch 18 loss 0.09528833631424984 valid acc 15/16 Epoch 18 loss 0.17816509698348698 valid acc 15/16 Epoch 18 loss 0.5516276439496198 valid acc 15/16 Epoch 18 loss 0.9081482230189724 valid acc 16/16 Epoch 18 loss 0.21906000237319656 valid acc 15/16 Epoch 18 loss 0.22841290476167533 valid acc 15/16 Epoch 18 loss 0.5099542666450139 valid acc 14/16 Epoch 18 loss 0.5417405884748125 valid acc 14/16 Epoch 18 loss 0.4388355505670003 valid acc 15/16 Epoch 18 loss 0.5458034094065393 valid acc 14/16 Epoch 18 loss 0.456957423071628 valid acc 15/16 Epoch 18 loss 0.6410221662296125 valid acc 15/16 Epoch 18 loss 0.37305358234564767 valid acc 15/16 Epoch 18 loss 0.24957451568322067 valid acc 15/16 Epoch 18 loss 0.23602760435108583 valid acc 15/16 Epoch 18 loss 0.19263012549282998 valid acc 15/16 Epoch 18 loss 0.5164504490627475 valid acc 15/16 Epoch 18 loss 0.30928835380157293 valid acc 16/16 Epoch 18 loss 0.4823181613100106 valid acc 16/16 Epoch 18 loss 0.06635999600717883 valid acc 16/16 Epoch 18 loss 0.2758416919636342 valid acc 15/16 Epoch 18 loss 0.2851686566492106 valid acc 15/16 Epoch 18 loss 0.8387894829004844 valid acc 15/16 Epoch 18 loss 0.20104954650109372 valid acc 15/16 Epoch 18 loss 0.11291303952046382 valid acc 15/16 Epoch 18 loss 0.3482656490570565 valid acc 15/16 Epoch 18 loss 0.24687748161695347 valid acc 15/16 Epoch 18 loss 0.19502718971331182 valid acc 15/16 Epoch 18 loss 0.14967168455533894 valid acc 15/16 Epoch 18 loss 0.043357284639252654 valid acc 15/16 Epoch 18 loss 0.7033692335840646 valid acc 16/16 Epoch 18 loss 0.09018831107785946 valid acc 15/16 Epoch 18 loss 0.4379121376163286 valid acc 14/16 Epoch 18 loss 0.2602833048463895 valid acc 14/16 Epoch 18 loss 0.36796177658893103 valid acc 16/16 Epoch 18 loss 0.324222888441398 valid acc 16/16 Epoch 18 loss 0.2261750622821391 valid acc 15/16 Epoch 18 loss 0.3923732697845699 valid acc 15/16 Epoch 18 loss 0.14563400835201065 valid acc 15/16 Epoch 18 loss 0.09688277639149816 valid acc 15/16 Epoch 18 loss 1.285047156242634 valid acc 14/16 Epoch 18 loss 0.3297276504489501 valid acc 15/16 Epoch 18 loss 0.5505623140287269 valid acc 15/16 Epoch 18 loss 0.18526315413594824 valid acc 15/16 Epoch 18 loss 0.2543644708326854 valid acc 15/16 Epoch 18 loss 0.07368741944379646 valid acc 15/16 Epoch 18 loss 0.41434693810452744 valid acc 15/16 Epoch 18 loss 0.4572142064984621 valid acc 15/16 Epoch 18 loss 0.37981412096285133 valid acc 16/16 Epoch 18 loss 0.15375325737427648 valid acc 16/16 Epoch 18 loss 0.4533101728087098 valid acc 16/16 Epoch 18 loss 0.36139896345647354 valid acc 16/16 Epoch 18 loss 0.5817695583273775 valid acc 16/16 Epoch 18 loss 0.16720953035484737 valid acc 16/16 Epoch 18 loss 0.27310625235283736 valid acc 16/16 Epoch 18 loss 0.05154663263622772 valid acc 16/16 Epoch 18 loss 0.5945494752730525 valid acc 15/16 Epoch 18 loss 0.5891832700995103 valid acc 14/16 Epoch 18 loss 0.3116064161567908 valid acc 15/16 Epoch 19 loss 0.001039014702651488 valid acc 15/16 Epoch 19 loss 0.1270302460038672 valid acc 15/16 Epoch 19 loss 0.2839990525982815 valid acc 15/16 Epoch 19 loss 0.10651947045479371 valid acc 15/16 Epoch 19 loss 0.1627398451530192 valid acc 15/16 Epoch 19 loss 0.08179675799599803 valid acc 15/16 Epoch 19 loss 0.3560574312276591 valid acc 15/16 Epoch 19 loss 0.2940482921870091 valid acc 15/16 Epoch 19 loss 0.5954315143806734 valid acc 14/16 Epoch 19 loss 0.16724991929784508 valid acc 14/16 Epoch 19 loss 0.1311923511848174 valid acc 14/16 Epoch 19 loss 0.42087926817036725 valid acc 16/16 Epoch 19 loss 0.749299576318059 valid acc 16/16 Epoch 19 loss 0.8630612134358633 valid acc 16/16 Epoch 19 loss 0.9619807160944196 valid acc 16/16 Epoch 19 loss 0.44403793603688013 valid acc 15/16 Epoch 19 loss 0.4391729018934914 valid acc 16/16 Epoch 19 loss 1.3002402967756794 valid acc 16/16 Epoch 19 loss 0.2833371518011764 valid acc 16/16 Epoch 19 loss 0.24775817190364813 valid acc 16/16 Epoch 19 loss 0.2971207083368285 valid acc 16/16 Epoch 19 loss 0.06657249763219511 valid acc 16/16 Epoch 19 loss 0.09193421649576031 valid acc 16/16 Epoch 19 loss 0.5030433602573245 valid acc 15/16 Epoch 19 loss 0.26211119743396294 valid acc 15/16 Epoch 19 loss 0.43447425885360785 valid acc 15/16 Epoch 19 loss 0.4107388026217568 valid acc 16/16 Epoch 19 loss 0.17540285059718128 valid acc 15/16 Epoch 19 loss 0.29722910569801353 valid acc 14/16 Epoch 19 loss 0.11200570449163358 valid acc 14/16 Epoch 19 loss 0.44351846085691027 valid acc 15/16 Epoch 19 loss 0.35273832417421125 valid acc 16/16 Epoch 19 loss 0.22808893680988068 valid acc 15/16 Epoch 19 loss 0.22181986058844555 valid acc 16/16 Epoch 19 loss 0.4267041945620591 valid acc 16/16 Epoch 19 loss 0.39699020491296 valid acc 16/16 Epoch 19 loss 0.22087339215807283 valid acc 16/16 Epoch 19 loss 0.20512636156157024 valid acc 16/16 Epoch 19 loss 0.11320509529600598 valid acc 15/16 Epoch 19 loss 0.2757789445582716 valid acc 15/16 Epoch 19 loss 0.16923061030872266 valid acc 15/16 Epoch 19 loss 0.2623749847691987 valid acc 15/16 Epoch 19 loss 0.17266845896533323 valid acc 15/16 Epoch 19 loss 0.4373626073473915 valid acc 15/16 Epoch 19 loss 0.5448845998024479 valid acc 15/16 Epoch 19 loss 0.04926695045604235 valid acc 15/16 Epoch 19 loss 0.21851786738031465 valid acc 15/16 Epoch 19 loss 0.3691209191381148 valid acc 15/16 Epoch 19 loss 0.12705531845775317 valid acc 15/16 Epoch 19 loss 0.12188675847342324 valid acc 15/16 Epoch 19 loss 0.13481290889690956 valid acc 15/16 Epoch 19 loss 0.4354013384670986 valid acc 14/16 Epoch 19 loss 0.2721939050249413 valid acc 14/16 Epoch 19 loss 0.2259151585982658 valid acc 14/16 Epoch 19 loss 0.2311769589541333 valid acc 14/16 Epoch 19 loss 0.05133455057715573 valid acc 14/16 Epoch 19 loss 0.36174375981997453 valid acc 14/16 Epoch 19 loss 0.2552006279966151 valid acc 14/16 Epoch 19 loss 0.2976099273164281 valid acc 14/16 Epoch 19 loss 0.05131097201182302 valid acc 14/16 Epoch 19 loss 0.6408111099997998 valid acc 14/16 Epoch 19 loss 0.32052713327551646 valid acc 15/16 Epoch 19 loss 0.28476460381797225 valid acc 15/16 Epoch 20 loss 0.07001776084578669 valid acc 15/16 Epoch 20 loss 0.41997753643211844 valid acc 15/16 Epoch 20 loss 0.21495067458486256 valid acc 15/16 Epoch 20 loss 0.1289583838386347 valid acc 15/16 Epoch 20 loss 0.15840271548796753 valid acc 14/16 Epoch 20 loss 0.20973698131048343 valid acc 15/16 Epoch 20 loss 0.1747170965261884 valid acc 15/16 Epoch 20 loss 0.4616176720196742 valid acc 15/16 Epoch 20 loss 0.1640917520212196 valid acc 15/16 Epoch 20 loss 0.0918690973900619 valid acc 15/16 Epoch 20 loss 0.369288851261328 valid acc 15/16 Epoch 20 loss 0.30540157030791876 valid acc 15/16 Epoch 20 loss 0.14569034584143126 valid acc 15/16 Epoch 20 loss 0.6618300015667693 valid acc 15/16 Epoch 20 loss 0.6253700901505032 valid acc 15/16 Epoch 20 loss 0.19852860310182285 valid acc 15/16 Epoch 20 loss 0.5152700160274444 valid acc 14/16 Epoch 20 loss 1.231479601466953 valid acc 16/16 Epoch 20 loss 0.3468619752075374 valid acc 15/16 Epoch 20 loss 0.14454292331451135 valid acc 14/16 Epoch 20 loss 0.7902939668141482 valid acc 16/16 Epoch 20 loss 0.1886172702849604 valid acc 16/16 Epoch 20 loss 0.12267892217371709 valid acc 16/16 Epoch 20 loss 0.1556751199258493 valid acc 16/16 Epoch 20 loss 0.07330529434552488 valid acc 16/16 Epoch 20 loss 0.33531449930381174 valid acc 16/16 Epoch 20 loss 1.2735021616754632 valid acc 15/16 Epoch 20 loss 0.2169236073155509 valid acc 15/16 Epoch 20 loss 0.29978771995888065 valid acc 15/16 Epoch 20 loss 0.17322023912986415 valid acc 15/16 Epoch 20 loss 0.18472092415048805 valid acc 16/16 Epoch 20 loss 0.051883679609959134 valid acc 16/16 Epoch 20 loss 0.06736187387714351 valid acc 16/16 Epoch 20 loss 0.140097523192597 valid acc 16/16 Epoch 20 loss 0.791411155043634 valid acc 16/16 Epoch 20 loss 0.19157225993839663 valid acc 16/16 Epoch 20 loss 0.1151562151745182 valid acc 16/16 Epoch 20 loss 0.8720183878789937 valid acc 16/16 Epoch 20 loss 0.4363130746057655 valid acc 16/16 Epoch 20 loss 0.46490689404438174 valid acc 15/16 Epoch 20 loss 0.20221213346031894 valid acc 15/16 Epoch 20 loss 0.41712405413512244 valid acc 16/16 Epoch 20 loss 0.26420123014428915 valid acc 15/16 Epoch 20 loss 0.1409626302290428 valid acc 15/16 Epoch 20 loss 0.28608862329714174 valid acc 16/16 Epoch 20 loss 0.0892820642589004 valid acc 16/16 Epoch 20 loss 0.40511272742008436 valid acc 15/16 Epoch 20 loss 0.07903738495028675 valid acc 15/16 Epoch 20 loss 0.501266961879023 valid acc 15/16 Epoch 20 loss 0.21464296913402295 valid acc 16/16 Epoch 20 loss 0.11287393739209482 valid acc 16/16 Epoch 20 loss 0.16328667710826197 valid acc 16/16 Epoch 20 loss 0.7029268793231943 valid acc 15/16 Epoch 20 loss 0.0646374244693899 valid acc 15/16 Epoch 20 loss 0.1771468528685962 valid acc 15/16 Epoch 20 loss 0.19840817690119925 valid acc 16/16 Epoch 20 loss 0.27029863003453375 valid acc 16/16 Epoch 20 loss 0.13977808560661067 valid acc 15/16 Epoch 20 loss 0.08273567624509068 valid acc 15/16 Epoch 20 loss 0.2486798295715211 valid acc 16/16 Epoch 20 loss 0.18012540348417377 valid acc 15/16 Epoch 20 loss 0.11548462309132816 valid acc 16/16 Epoch 20 loss 0.32772503815956067 valid acc 15/16