args: Namespace(ckpt_dir='./checkpoint/Point_PN_mn40-20250224162926-6212', msg=None, batch_size=32, model='Point_PN_mn40', epoch=300, num_points=1024, learning_rate=0.05, weight_decay=0.0001, seed=6212, workers=12, optim='sgd', eps=0.4)
==> Building model..
===============================================
model parameters: 2246549
===============================================
==> Preparing data..
Epoch(1/300) Learning Rate 0.05:
Training loss:2.963 acc_avg:34.685% acc:52.362% time:172s
Testing loss:2.85 acc_avg:49.762% acc:62.682% time:29s [best test acc: 62.682%, best test mean_acc: 49.762%] 


Epoch(2/300) Learning Rate 0.04999862950829098:
Training loss:2.659 acc_avg:57.153% acc:71.437% time:163s
Testing loss:2.687 acc_avg:59.701% acc:68.314% time:28s [best test acc: 68.314%, best test mean_acc: 59.701%] 


Epoch(3/300) Learning Rate 0.04999451818345377:
Training loss:2.583 acc_avg:65.378% acc:76.771% time:162s
Testing loss:2.63 acc_avg:63.68% acc:73.217% time:28s [best test acc: 73.217%, best test mean_acc: 63.68%] 


Epoch(4/300) Learning Rate 0.049987666476341466:
Training loss:2.537 acc_avg:69.157% acc:79.601% time:162s
Testing loss:2.632 acc_avg:66.29% acc:73.987% time:28s [best test acc: 73.987%, best test mean_acc: 66.29%] 


Epoch(5/300) Learning Rate 0.04997807513832097:
Training loss:2.502 acc_avg:72.284% acc:81.912% time:163s
Testing loss:2.509 acc_avg:72.999% acc:80.511% time:28s [best test acc: 80.511%, best test mean_acc: 72.999%] 


Epoch(6/300) Learning Rate 0.04996574522119058:
Training loss:2.477 acc_avg:74.308% acc:82.991% time:163s
Testing loss:2.443 acc_avg:78.82% acc:84.522% time:28s [best test acc: 84.522%, best test mean_acc: 78.82%] 


Epoch(7/300) Learning Rate 0.04995067807706465:
Training loss:2.456 acc_avg:75.955% acc:83.907% time:163s
Testing loss:2.417 acc_avg:78.121% acc:85.94% time:28s [best test acc: 85.94%, best test mean_acc: 78.82%] 


Epoch(8/300) Learning Rate 0.049932875358225326:
Training loss:2.438 acc_avg:77.364% acc:84.965% time:162s
Testing loss:2.41 acc_avg:79.735% acc:85.778% time:28s [best test acc: 85.94%, best test mean_acc: 79.735%] 


Epoch(9/300) Learning Rate 0.049912339016941365:
Training loss:2.42 acc_avg:78.886% acc:85.932% time:162s
Testing loss:2.421 acc_avg:77.113% acc:85.17% time:28s [best test acc: 85.94%, best test mean_acc: 79.735%] 


Epoch(10/300) Learning Rate 0.04988907130525399:
Training loss:2.408 acc_avg:79.328% acc:86.39% time:162s
Testing loss:2.389 acc_avg:82.019% acc:87.358% time:28s [best test acc: 87.358%, best test mean_acc: 82.019%] 


Epoch(11/300) Learning Rate 0.049863074774729996:
Training loss:2.394 acc_avg:80.17% acc:87.052% time:162s
Testing loss:2.389 acc_avg:82.105% acc:86.629% time:28s [best test acc: 87.358%, best test mean_acc: 82.105%] 


Epoch(12/300) Learning Rate 0.049834352276181916:
Training loss:2.379 acc_avg:81.512% acc:87.704% time:163s
Testing loss:2.38 acc_avg:81.272% acc:86.791% time:28s [best test acc: 87.358%, best test mean_acc: 82.105%] 


Epoch(13/300) Learning Rate 0.04980290695935539:
Training loss:2.373 acc_avg:81.549% acc:87.928% time:162s
Testing loss:2.378 acc_avg:82.402% acc:87.439% time:28s [best test acc: 87.439%, best test mean_acc: 82.402%] 


Epoch(14/300) Learning Rate 0.049768742272583745:
Training loss:2.363 acc_avg:82.633% acc:88.487% time:163s
Testing loss:2.357 acc_avg:80.759% acc:88.412% time:28s [best test acc: 88.412%, best test mean_acc: 82.402%] 


Epoch(15/300) Learning Rate 0.049731861962409904:
Training loss:2.356 acc_avg:82.826% acc:88.65% time:162s
Testing loss:2.383 acc_avg:81.833% acc:86.791% time:28s [best test acc: 88.412%, best test mean_acc: 82.402%] 


Epoch(16/300) Learning Rate 0.049692270073175476:
Training loss:2.345 acc_avg:84.028% acc:89.373% time:163s
Testing loss:2.351 acc_avg:84.884% acc:89.019% time:28s [best test acc: 89.019%, best test mean_acc: 84.884%] 


Epoch(17/300) Learning Rate 0.049649970946577276:
Training loss:2.34 acc_avg:84.631% acc:89.963% time:163s
Testing loss:2.343 acc_avg:83.705% acc:88.452% time:28s [best test acc: 89.019%, best test mean_acc: 84.884%] 


Epoch(18/300) Learning Rate 0.0496049692211912:
Training loss:2.336 acc_avg:84.676% acc:89.984% time:163s
Testing loss:2.337 acc_avg:83.964% acc:89.303% time:28s [best test acc: 89.303%, best test mean_acc: 84.884%] 


Epoch(19/300) Learning Rate 0.04955726983196358:
Training loss:2.332 acc_avg:84.83% acc:89.984% time:163s
Testing loss:2.328 acc_avg:84.625% acc:89.263% time:28s [best test acc: 89.303%, best test mean_acc: 84.884%] 


Epoch(20/300) Learning Rate 0.04950687800966994:
Training loss:2.33 acc_avg:84.735% acc:89.974% time:163s
Testing loss:2.345 acc_avg:84.338% acc:88.655% time:28s [best test acc: 89.303%, best test mean_acc: 84.884%] 


Epoch(21/300) Learning Rate 0.04945379928034147:
Training loss:2.322 acc_avg:86.252% acc:90.818% time:162s
Testing loss:2.327 acc_avg:85.399% acc:89.708% time:28s [best test acc: 89.708%, best test mean_acc: 85.399%] 


Epoch(22/300) Learning Rate 0.04939803946465899:
Training loss:2.318 acc_avg:86.134% acc:90.788% time:162s
Testing loss:2.344 acc_avg:83.781% acc:87.804% time:28s [best test acc: 89.708%, best test mean_acc: 85.399%] 


Epoch(23/300) Learning Rate 0.04933960467731464:
Training loss:2.311 acc_avg:86.623% acc:91.124% time:163s
Testing loss:2.35 acc_avg:82.358% acc:87.682% time:28s [best test acc: 89.708%, best test mean_acc: 85.399%] 


Epoch(24/300) Learning Rate 0.04927850132634135:
Training loss:2.311 acc_avg:86.345% acc:90.961% time:162s
Testing loss:2.341 acc_avg:82.638% acc:87.804% time:28s [best test acc: 89.708%, best test mean_acc: 85.399%] 


Epoch(25/300) Learning Rate 0.04921473611241013:
Training loss:2.31 acc_avg:86.204% acc:91.002% time:163s
Testing loss:2.319 acc_avg:85.174% acc:90.073% time:28s [best test acc: 90.073%, best test mean_acc: 85.399%] 


Epoch(26/300) Learning Rate 0.04914831602809526:
Training loss:2.307 acc_avg:87.051% acc:91.287% time:163s
Testing loss:2.327 acc_avg:84.563% acc:89.465% time:28s [best test acc: 90.073%, best test mean_acc: 85.399%] 


Epoch(27/300) Learning Rate 0.04907924835710747:
Training loss:2.305 acc_avg:87.499% acc:91.724% time:163s
Testing loss:2.316 acc_avg:85.42% acc:90.194% time:28s [best test acc: 90.194%, best test mean_acc: 85.42%] 


Epoch(28/300) Learning Rate 0.04900754067349519:
Training loss:2.3 acc_avg:87.408% acc:91.694% time:163s
Testing loss:2.312 acc_avg:85.688% acc:90.438% time:28s [best test acc: 90.438%, best test mean_acc: 85.688%] 


Epoch(29/300) Learning Rate 0.04893320084081402:
Training loss:2.298 acc_avg:87.587% acc:91.796% time:162s
Testing loss:2.322 acc_avg:84.285% acc:89.222% time:28s [best test acc: 90.438%, best test mean_acc: 85.688%] 


Epoch(30/300) Learning Rate 0.04885623701126434:
Training loss:2.295 acc_avg:87.834% acc:92.06% time:162s
Testing loss:2.325 acc_avg:85.338% acc:89.019% time:28s [best test acc: 90.438%, best test mean_acc: 85.688%] 


Epoch(31/300) Learning Rate 0.04877665762479737:
Training loss:2.295 acc_avg:87.687% acc:91.826% time:162s
Testing loss:2.334 acc_avg:83.784% acc:88.857% time:28s [best test acc: 90.438%, best test mean_acc: 85.688%] 


Epoch(32/300) Learning Rate 0.048694471408189596:
Training loss:2.291 acc_avg:88.6% acc:92.325% time:163s
Testing loss:2.315 acc_avg:86.143% acc:89.87% time:28s [best test acc: 90.438%, best test mean_acc: 86.143%] 


Epoch(33/300) Learning Rate 0.048609687374085844:
Training loss:2.291 acc_avg:88.287% acc:92.315% time:162s
Testing loss:2.313 acc_avg:84.888% acc:89.87% time:28s [best test acc: 90.438%, best test mean_acc: 86.143%] 


Epoch(34/300) Learning Rate 0.04852231482001087:
Training loss:2.289 acc_avg:88.267% acc:92.203% time:162s
Testing loss:2.328 acc_avg:84.233% acc:89.222% time:28s [best test acc: 90.438%, best test mean_acc: 86.143%] 


Epoch(35/300) Learning Rate 0.04843236332734983:
Training loss:2.288 acc_avg:88.75% acc:92.681% time:163s
Testing loss:2.308 acc_avg:85.504% acc:90.397% time:28s [best test acc: 90.438%, best test mean_acc: 86.143%] 


Epoch(36/300) Learning Rate 0.048339842760297555:
Training loss:2.286 acc_avg:88.162% acc:92.203% time:163s
Testing loss:2.314 acc_avg:85.009% acc:89.587% time:28s [best test acc: 90.438%, best test mean_acc: 86.143%] 


Epoch(37/300) Learning Rate 0.04824476326477684:
Training loss:2.285 acc_avg:88.762% acc:92.478% time:163s
Testing loss:2.318 acc_avg:84.018% acc:89.425% time:28s [best test acc: 90.438%, best test mean_acc: 86.143%] 


Epoch(38/300) Learning Rate 0.04814713526732582:
Training loss:2.287 acc_avg:88.789% acc:92.59% time:162s
Testing loss:2.322 acc_avg:85.159% acc:89.465% time:28s [best test acc: 90.438%, best test mean_acc: 86.143%] 


Epoch(39/300) Learning Rate 0.04804696947395457:
Training loss:2.283 acc_avg:89.39% acc:93.007% time:163s
Testing loss:2.313 acc_avg:85.755% acc:89.546% time:28s [best test acc: 90.438%, best test mean_acc: 86.143%] 


Epoch(40/300) Learning Rate 0.04794427686897111:
Training loss:2.28 acc_avg:89.038% acc:92.875% time:162s
Testing loss:2.312 acc_avg:86.443% acc:89.587% time:28s [best test acc: 90.438%, best test mean_acc: 86.443%] 


Epoch(41/300) Learning Rate 0.047839068713776814:
Training loss:2.282 acc_avg:89.621% acc:93.058% time:163s
Testing loss:2.321 acc_avg:82.938% acc:88.817% time:28s [best test acc: 90.438%, best test mean_acc: 86.443%] 


Epoch(42/300) Learning Rate 0.04773135654563149:
Training loss:2.28 acc_avg:89.302% acc:93.139% time:163s
Testing loss:2.33 acc_avg:87.063% acc:89.182% time:28s [best test acc: 90.438%, best test mean_acc: 87.063%] 


Epoch(43/300) Learning Rate 0.04762115217638817:
Training loss:2.277 acc_avg:89.529% acc:93.16% time:163s
Testing loss:2.312 acc_avg:84.601% acc:89.627% time:28s [best test acc: 90.438%, best test mean_acc: 87.063%] 


Epoch(44/300) Learning Rate 0.04750846769119784:
Training loss:2.273 acc_avg:89.894% acc:93.2% time:162s
Testing loss:2.326 acc_avg:85.088% acc:89.141% time:28s [best test acc: 90.438%, best test mean_acc: 87.063%] 


Epoch(45/300) Learning Rate 0.047393315447184135:
Training loss:2.273 acc_avg:89.575% acc:93.251% time:162s
Testing loss:2.318 acc_avg:85.19% acc:89.384% time:28s [best test acc: 90.438%, best test mean_acc: 87.063%] 


Epoch(46/300) Learning Rate 0.04727570807208826:
Training loss:2.279 acc_avg:89.833% acc:93.119% time:162s
Testing loss:2.309 acc_avg:86.977% acc:90.194% time:28s [best test acc: 90.438%, best test mean_acc: 87.063%] 


Epoch(47/300) Learning Rate 0.04715565846288421:
Training loss:2.276 acc_avg:90.101% acc:93.353% time:163s
Testing loss:2.301 acc_avg:86.342% acc:90.924% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(48/300) Learning Rate 0.04703317978436448:
Training loss:2.272 acc_avg:90.104% acc:93.414% time:162s
Testing loss:2.314 acc_avg:85.9% acc:89.749% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(49/300) Learning Rate 0.04690828546769637:
Training loss:2.273 acc_avg:90.093% acc:93.434% time:163s
Testing loss:2.316 acc_avg:85.825% acc:89.425% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(50/300) Learning Rate 0.04678098920894914:
Training loss:2.276 acc_avg:89.489% acc:93.078% time:162s
Testing loss:2.308 acc_avg:86.109% acc:89.951% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(51/300) Learning Rate 0.046651304967592046:
Training loss:2.271 acc_avg:89.66% acc:93.2% time:163s
Testing loss:2.322 acc_avg:85.522% acc:89.263% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(52/300) Learning Rate 0.046519246964963575:
Training loss:2.274 acc_avg:89.786% acc:93.282% time:163s
Testing loss:2.31 acc_avg:85.567% acc:89.222% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(53/300) Learning Rate 0.04638482968271187:
Training loss:2.266 acc_avg:90.709% acc:93.831% time:162s
Testing loss:2.329 acc_avg:84.355% acc:88.047% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(54/300) Learning Rate 0.04624806786120667:
Training loss:2.267 acc_avg:90.596% acc:93.658% time:163s
Testing loss:2.304 acc_avg:86.437% acc:90.762% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(55/300) Learning Rate 0.04610897649792287:
Training loss:2.268 acc_avg:90.404% acc:93.567% time:162s
Testing loss:2.32 acc_avg:85.544% acc:89.546% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(56/300) Learning Rate 0.04596757084579588:
Training loss:2.264 acc_avg:90.92% acc:93.943% time:162s
Testing loss:2.328 acc_avg:84.8% acc:88.857% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(57/300) Learning Rate 0.04582386641154894:
Training loss:2.268 acc_avg:89.926% acc:93.19% time:162s
Testing loss:2.314 acc_avg:85.633% acc:89.546% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(58/300) Learning Rate 0.04567787895399267:
Training loss:2.264 acc_avg:90.824% acc:93.831% time:162s
Testing loss:2.316 acc_avg:85.37% acc:89.141% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(59/300) Learning Rate 0.04552962448229693:
Training loss:2.269 acc_avg:90.607% acc:93.73% time:162s
Testing loss:2.31 acc_avg:85.067% acc:89.587% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(60/300) Learning Rate 0.045379119254235205:
Training loss:2.266 acc_avg:90.634% acc:93.76% time:163s
Testing loss:2.31 acc_avg:85.747% acc:90.276% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(61/300) Learning Rate 0.045226379774401804:
Training loss:2.264 acc_avg:90.399% acc:93.862% time:163s
Testing loss:2.305 acc_avg:86.32% acc:89.749% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(62/300) Learning Rate 0.0450714227924019:
Training loss:2.267 acc_avg:90.833% acc:93.913% time:163s
Testing loss:2.324 acc_avg:85.98% acc:89.587% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(63/300) Learning Rate 0.04491426530101478:
Training loss:2.266 acc_avg:90.609% acc:93.831% time:162s
Testing loss:2.315 acc_avg:84.831% acc:89.465% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(64/300) Learning Rate 0.044754924534330366:
Training loss:2.267 acc_avg:90.511% acc:93.597% time:163s
Testing loss:2.305 acc_avg:86.145% acc:89.87% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(65/300) Learning Rate 0.044593417965859354:
Training loss:2.265 acc_avg:90.94% acc:93.974% time:163s
Testing loss:2.312 acc_avg:85.867% acc:89.668% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(66/300) Learning Rate 0.04442976330661698:
Training loss:2.265 acc_avg:91.039% acc:93.903% time:163s
Testing loss:2.324 acc_avg:85.365% acc:89.182% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(67/300) Learning Rate 0.04426397850318084:
Training loss:2.261 acc_avg:91.105% acc:94.249% time:162s
Testing loss:2.327 acc_avg:84.45% acc:88.371% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(68/300) Learning Rate 0.044096081735722874:
Training loss:2.266 acc_avg:90.763% acc:93.831% time:162s
Testing loss:2.318 acc_avg:85.246% acc:89.992% time:28s [best test acc: 90.924%, best test mean_acc: 87.063%] 


Epoch(69/300) Learning Rate 0.04392609141601564:
Training loss:2.26 acc_avg:91.64% acc:94.442% time:162s
Testing loss:2.309 acc_avg:87.079% acc:90.154% time:28s [best test acc: 90.924%, best test mean_acc: 87.079%] 


Epoch(70/300) Learning Rate 0.043754026185413325:
Training loss:2.263 acc_avg:90.96% acc:94.055% time:162s
Testing loss:2.304 acc_avg:86.391% acc:90.316% time:28s [best test acc: 90.924%, best test mean_acc: 87.079%] 


Epoch(71/300) Learning Rate 0.043579904912807464:
Training loss:2.263 acc_avg:90.94% acc:94.015% time:163s
Testing loss:2.316 acc_avg:84.729% acc:89.344% time:28s [best test acc: 90.924%, best test mean_acc: 87.079%] 


Epoch(72/300) Learning Rate 0.043403746692557754:
Training loss:2.262 acc_avg:90.228% acc:93.536% time:162s
Testing loss:2.309 acc_avg:86.724% acc:89.992% time:28s [best test acc: 90.924%, best test mean_acc: 87.079%] 


Epoch(73/300) Learning Rate 0.04322557084239818:
Training loss:2.26 acc_avg:91.397% acc:94.279% time:162s
Testing loss:2.314 acc_avg:85.551% acc:89.627% time:28s [best test acc: 90.924%, best test mean_acc: 87.079%] 


Epoch(74/300) Learning Rate 0.043045396901318554:
Training loss:2.259 acc_avg:91.275% acc:94.34% time:162s
Testing loss:2.307 acc_avg:86.266% acc:90.235% time:28s [best test acc: 90.924%, best test mean_acc: 87.079%] 


Epoch(75/300) Learning Rate 0.042863244627421915:
Training loss:2.26 acc_avg:91.276% acc:94.188% time:162s
Testing loss:2.321 acc_avg:85.259% acc:89.06% time:28s [best test acc: 90.924%, best test mean_acc: 87.079%] 


Epoch(76/300) Learning Rate 0.04267913399575775:
Training loss:2.259 acc_avg:91.197% acc:94.147% time:162s
Testing loss:2.308 acc_avg:85.889% acc:90.235% time:28s [best test acc: 90.924%, best test mean_acc: 87.079%] 


Epoch(77/300) Learning Rate 0.04249308519613157:
Training loss:2.26 acc_avg:91.269% acc:94.147% time:162s
Testing loss:2.302 acc_avg:85.716% acc:90.843% time:28s [best test acc: 90.924%, best test mean_acc: 87.079%] 


Epoch(78/300) Learning Rate 0.04230511863089081:
Training loss:2.257 acc_avg:91.718% acc:94.483% time:162s
Testing loss:2.304 acc_avg:87.379% acc:90.6% time:28s [best test acc: 90.924%, best test mean_acc: 87.379%] 


Epoch(79/300) Learning Rate 0.04211525491268756:
Training loss:2.256 acc_avg:92.04% acc:94.625% time:162s
Testing loss:2.304 acc_avg:86.825% acc:90.6% time:28s [best test acc: 90.924%, best test mean_acc: 87.379%] 


Epoch(80/300) Learning Rate 0.04192351486221809:
Training loss:2.258 acc_avg:92.045% acc:94.636% time:162s
Testing loss:2.327 acc_avg:86.908% acc:89.425% time:28s [best test acc: 90.924%, best test mean_acc: 87.379%] 


Epoch(81/300) Learning Rate 0.04172991950593965:
Training loss:2.256 acc_avg:91.579% acc:94.3% time:162s
Testing loss:2.327 acc_avg:84.459% acc:88.695% time:28s [best test acc: 90.924%, best test mean_acc: 87.379%] 


Epoch(82/300) Learning Rate 0.04153449007376467:
Training loss:2.255 acc_avg:91.86% acc:94.513% time:162s
Testing loss:2.302 acc_avg:86.474% acc:90.883% time:28s [best test acc: 90.924%, best test mean_acc: 87.379%] 


Epoch(83/300) Learning Rate 0.04133724799673268:
Training loss:2.254 acc_avg:91.581% acc:94.401% time:162s
Testing loss:2.311 acc_avg:85.82% acc:89.587% time:28s [best test acc: 90.924%, best test mean_acc: 87.379%] 


Epoch(84/300) Learning Rate 0.04113821490466014:
Training loss:2.256 acc_avg:91.195% acc:94.259% time:162s
Testing loss:2.315 acc_avg:86.934% acc:89.668% time:28s [best test acc: 90.924%, best test mean_acc: 87.379%] 


Epoch(85/300) Learning Rate 0.040937412623768495:
Training loss:2.255 acc_avg:91.971% acc:94.605% time:162s
Testing loss:2.304 acc_avg:85.418% acc:89.627% time:28s [best test acc: 90.924%, best test mean_acc: 87.379%] 


Epoch(86/300) Learning Rate 0.04073486317429068:
Training loss:2.253 acc_avg:92.187% acc:94.809% time:162s
Testing loss:2.302 acc_avg:86.437% acc:90.6% time:28s [best test acc: 90.924%, best test mean_acc: 87.379%] 


Epoch(87/300) Learning Rate 0.04053058876805637:
Training loss:2.253 acc_avg:92.258% acc:94.707% time:162s
Testing loss:2.291 acc_avg:86.745% acc:91.126% time:28s [best test acc: 91.126%, best test mean_acc: 87.379%] 


Epoch(88/300) Learning Rate 0.04032461180605615:
Training loss:2.253 acc_avg:92.255% acc:94.798% time:162s
Testing loss:2.306 acc_avg:86.598% acc:90.559% time:28s [best test acc: 91.126%, best test mean_acc: 87.379%] 


Epoch(89/300) Learning Rate 0.040116954875985066:
Training loss:2.253 acc_avg:92.163% acc:94.748% time:163s
Testing loss:2.323 acc_avg:85.492% acc:88.695% time:28s [best test acc: 91.126%, best test mean_acc: 87.379%] 


Epoch(90/300) Learning Rate 0.03990764074976557:
Training loss:2.255 acc_avg:92.037% acc:94.646% time:162s
Testing loss:2.302 acc_avg:87.155% acc:90.519% time:28s [best test acc: 91.126%, best test mean_acc: 87.379%] 


Epoch(91/300) Learning Rate 0.03969669238105037:
Training loss:2.255 acc_avg:91.529% acc:94.32% time:162s
Testing loss:2.311 acc_avg:85.299% acc:89.83% time:28s [best test acc: 91.126%, best test mean_acc: 87.379%] 


Epoch(92/300) Learning Rate 0.03948413290270526:
Training loss:2.251 acc_avg:91.986% acc:94.788% time:162s
Testing loss:2.327 acc_avg:87.064% acc:89.019% time:28s [best test acc: 91.126%, best test mean_acc: 87.379%] 


Epoch(93/300) Learning Rate 0.039269985624272384:
Training loss:2.252 acc_avg:91.746% acc:94.595% time:162s
Testing loss:2.311 acc_avg:86.022% acc:89.546% time:28s [best test acc: 91.126%, best test mean_acc: 87.379%] 


Epoch(94/300) Learning Rate 0.03905427402941402:
Training loss:2.253 acc_avg:92.29% acc:94.707% time:162s
Testing loss:2.312 acc_avg:84.771% acc:89.465% time:28s [best test acc: 91.126%, best test mean_acc: 87.379%] 


Epoch(95/300) Learning Rate 0.038837021773337393:
Training loss:2.25 acc_avg:91.988% acc:94.625% time:163s
Testing loss:2.307 acc_avg:87.466% acc:90.843% time:28s [best test acc: 91.126%, best test mean_acc: 87.466%] 


Epoch(96/300) Learning Rate 0.03861825268020061:
Training loss:2.251 acc_avg:92.375% acc:94.9% time:162s
Testing loss:2.295 acc_avg:86.262% acc:90.964% time:28s [best test acc: 91.126%, best test mean_acc: 87.466%] 


Epoch(97/300) Learning Rate 0.03839799074050003:
Training loss:2.249 acc_avg:92.574% acc:95.124% time:162s
Testing loss:2.309 acc_avg:86.808% acc:90.64% time:28s [best test acc: 91.126%, best test mean_acc: 87.466%] 


Epoch(98/300) Learning Rate 0.03817626010843947:
Training loss:2.25 acc_avg:92.256% acc:94.748% time:163s
Testing loss:2.312 acc_avg:86.779% acc:89.911% time:28s [best test acc: 91.126%, best test mean_acc: 87.466%] 


Epoch(99/300) Learning Rate 0.0379530850992814:
Training loss:2.25 acc_avg:92.726% acc:95.043% time:162s
Testing loss:2.299 acc_avg:87.746% acc:90.559% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(100/300) Learning Rate 0.03772849018668054:
Training loss:2.248 acc_avg:92.276% acc:94.839% time:162s
Testing loss:2.303 acc_avg:86.874% acc:90.154% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(101/300) Learning Rate 0.03750250000000001:
Training loss:2.246 acc_avg:93.816% acc:95.643% time:162s
Testing loss:2.297 acc_avg:86.404% acc:90.6% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(102/300) Learning Rate 0.03727513932161045:
Training loss:2.245 acc_avg:92.537% acc:95.033% time:162s
Testing loss:2.319 acc_avg:86.708% acc:89.587% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(103/300) Learning Rate 0.03704643308417238:
Training loss:2.248 acc_avg:92.661% acc:95.022% time:162s
Testing loss:2.301 acc_avg:86.334% acc:90.154% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(104/300) Learning Rate 0.03681640636790202:
Training loss:2.248 acc_avg:92.775% acc:95.043% time:162s
Testing loss:2.319 acc_avg:86.898% acc:89.425% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(105/300) Learning Rate 0.03658508439782096:
Training loss:2.249 acc_avg:92.365% acc:94.91% time:163s
Testing loss:2.299 acc_avg:87.647% acc:90.397% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(106/300) Learning Rate 0.03635249254098998:
Training loss:2.242 acc_avg:93.119% acc:95.47% time:162s
Testing loss:2.306 acc_avg:84.984% acc:89.708% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(107/300) Learning Rate 0.03611865630372727:
Training loss:2.246 acc_avg:92.679% acc:95.175% time:162s
Testing loss:2.304 acc_avg:86.347% acc:90.113% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(108/300) Learning Rate 0.03588360132881134:
Training loss:2.246 acc_avg:92.982% acc:95.307% time:162s
Testing loss:2.297 acc_avg:85.12% acc:90.519% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(109/300) Learning Rate 0.035647353392669:
Training loss:2.244 acc_avg:93.03% acc:95.267% time:163s
Testing loss:2.305 acc_avg:86.746% acc:89.951% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(110/300) Learning Rate 0.03540993840254874:
Training loss:2.244 acc_avg:93.064% acc:95.338% time:163s
Testing loss:2.302 acc_avg:85.55% acc:90.519% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(111/300) Learning Rate 0.03517138239367963:
Training loss:2.243 acc_avg:93.006% acc:95.226% time:162s
Testing loss:2.305 acc_avg:85.517% acc:90.113% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(112/300) Learning Rate 0.034931711526416345:
Training loss:2.241 acc_avg:92.733% acc:95.307% time:163s
Testing loss:2.304 acc_avg:85.888% acc:89.87% time:28s [best test acc: 91.126%, best test mean_acc: 87.746%] 


Epoch(113/300) Learning Rate 0.03469095208337032:
Training loss:2.243 acc_avg:92.962% acc:95.358% time:162s
Testing loss:2.296 acc_avg:88.255% acc:90.762% time:28s [best test acc: 91.126%, best test mean_acc: 88.255%] 


Epoch(114/300) Learning Rate 0.034449130466527596:
Training loss:2.243 acc_avg:93.068% acc:95.297% time:162s
Testing loss:2.326 acc_avg:85.966% acc:88.695% time:28s [best test acc: 91.126%, best test mean_acc: 88.255%] 


Epoch(115/300) Learning Rate 0.034206273194353536:
Training loss:2.245 acc_avg:93.241% acc:95.348% time:162s
Testing loss:2.302 acc_avg:85.847% acc:90.357% time:28s [best test acc: 91.126%, best test mean_acc: 88.255%] 


Epoch(116/300) Learning Rate 0.03396240689888478:
Training loss:2.244 acc_avg:93.209% acc:95.338% time:162s
Testing loss:2.306 acc_avg:87.134% acc:90.721% time:28s [best test acc: 91.126%, best test mean_acc: 88.255%] 


Epoch(117/300) Learning Rate 0.033717558322808774:
Training loss:2.24 acc_avg:93.467% acc:95.48% time:162s
Testing loss:2.294 acc_avg:86.633% acc:90.721% time:28s [best test acc: 91.126%, best test mean_acc: 88.255%] 


Epoch(118/300) Learning Rate 0.033471754316531065:
Training loss:2.238 acc_avg:93.558% acc:95.755% time:162s
Testing loss:2.309 acc_avg:86.66% acc:89.83% time:28s [best test acc: 91.126%, best test mean_acc: 88.255%] 


Epoch(119/300) Learning Rate 0.03322502183523089:
Training loss:2.24 acc_avg:93.16% acc:95.542% time:163s
Testing loss:2.323 acc_avg:86.655% acc:89.222% time:28s [best test acc: 91.126%, best test mean_acc: 88.255%] 


Epoch(120/300) Learning Rate 0.03297738793590527:
Training loss:2.241 acc_avg:93.067% acc:95.43% time:162s
Testing loss:2.293 acc_avg:87.424% acc:91.288% time:28s [best test acc: 91.288%, best test mean_acc: 88.255%] 


Epoch(121/300) Learning Rate 0.032728879774401816:
Training loss:2.238 acc_avg:93.637% acc:95.684% time:162s
Testing loss:2.295 acc_avg:88.971% acc:91.694% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(122/300) Learning Rate 0.03247952460244089:
Training loss:2.237 acc_avg:93.315% acc:95.592% time:163s
Testing loss:2.309 acc_avg:86.9% acc:90.154% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(123/300) Learning Rate 0.032229349764627074:
Training loss:2.239 acc_avg:93.494% acc:95.694% time:163s
Testing loss:2.299 acc_avg:86.212% acc:90.276% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(124/300) Learning Rate 0.031978382695450544:
Training loss:2.239 acc_avg:93.737% acc:95.694% time:162s
Testing loss:2.295 acc_avg:86.924% acc:91.005% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(125/300) Learning Rate 0.03172665091627857:
Training loss:2.238 acc_avg:93.584% acc:95.765% time:162s
Testing loss:2.31 acc_avg:86.492% acc:89.87% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(126/300) Learning Rate 0.03147418203233752:
Training loss:2.241 acc_avg:93.384% acc:95.491% time:163s
Testing loss:2.314 acc_avg:85.897% acc:89.384% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(127/300) Learning Rate 0.031221003729685545:
Training loss:2.237 acc_avg:93.658% acc:95.796% time:162s
Testing loss:2.306 acc_avg:87.017% acc:90.357% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(128/300) Learning Rate 0.03096714377217663:
Training loss:2.234 acc_avg:93.619% acc:95.745% time:162s
Testing loss:2.3 acc_avg:87.451% acc:90.762% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(129/300) Learning Rate 0.030712629998415845:
Training loss:2.237 acc_avg:93.392% acc:95.715% time:162s
Testing loss:2.298 acc_avg:86.103% acc:90.6% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(130/300) Learning Rate 0.03045749031870659:
Training loss:2.238 acc_avg:93.459% acc:95.715% time:163s
Testing loss:2.3 acc_avg:87.712% acc:91.491% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(131/300) Learning Rate 0.0302017527119899:
Training loss:2.236 acc_avg:94.103% acc:96.02% time:162s
Testing loss:2.294 acc_avg:87.288% acc:90.559% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(132/300) Learning Rate 0.029945445222776257:
Training loss:2.235 acc_avg:94.068% acc:95.888% time:163s
Testing loss:2.3 acc_avg:86.167% acc:90.559% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(133/300) Learning Rate 0.029688595958070198:
Training loss:2.237 acc_avg:93.775% acc:95.827% time:162s
Testing loss:2.301 acc_avg:86.058% acc:90.438% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(134/300) Learning Rate 0.029431233084287994:
Training loss:2.235 acc_avg:94.094% acc:96.0% time:162s
Testing loss:2.299 acc_avg:87.409% acc:90.438% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(135/300) Learning Rate 0.029173384824168983:
Training loss:2.232 acc_avg:94.194% acc:96.152% time:162s
Testing loss:2.3 acc_avg:88.676% acc:90.802% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(136/300) Learning Rate 0.02891507945368058:
Training loss:2.235 acc_avg:94.161% acc:95.989% time:162s
Testing loss:2.297 acc_avg:87.442% acc:91.126% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(137/300) Learning Rate 0.028656345298917488:
Training loss:2.234 acc_avg:93.814% acc:95.796% time:162s
Testing loss:2.301 acc_avg:86.825% acc:90.154% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(138/300) Learning Rate 0.028397210732995445:
Training loss:2.234 acc_avg:94.149% acc:95.969% time:162s
Testing loss:2.304 acc_avg:87.013% acc:90.397% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(139/300) Learning Rate 0.02813770417293979:
Training loss:2.231 acc_avg:94.105% acc:96.05% time:162s
Testing loss:2.293 acc_avg:87.662% acc:91.329% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(140/300) Learning Rate 0.02787785407656921:
Training loss:2.234 acc_avg:94.113% acc:95.979% time:162s
Testing loss:2.3 acc_avg:85.988% acc:90.519% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(141/300) Learning Rate 0.02761768893937501:
Training loss:2.231 acc_avg:94.18% acc:96.152% time:163s
Testing loss:2.305 acc_avg:85.505% acc:89.506% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(142/300) Learning Rate 0.027357237291396275:
Training loss:2.228 acc_avg:94.346% acc:96.213% time:162s
Testing loss:2.299 acc_avg:87.554% acc:90.519% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(143/300) Learning Rate 0.02709652769409123:
Training loss:2.231 acc_avg:94.086% acc:96.03% time:162s
Testing loss:2.295 acc_avg:87.503% acc:90.802% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(144/300) Learning Rate 0.02683558873720516:
Training loss:2.232 acc_avg:93.932% acc:96.0% time:162s
Testing loss:2.299 acc_avg:87.601% acc:91.086% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(145/300) Learning Rate 0.026574449035635196:
Training loss:2.23 acc_avg:94.519% acc:96.305% time:163s
Testing loss:2.285 acc_avg:87.649% acc:91.613% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(146/300) Learning Rate 0.02631313722629239:
Training loss:2.229 acc_avg:94.242% acc:96.203% time:162s
Testing loss:2.314 acc_avg:86.713% acc:89.911% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(147/300) Learning Rate 0.026051681964961354:
Training loss:2.231 acc_avg:94.579% acc:96.254% time:162s
Testing loss:2.299 acc_avg:87.158% acc:91.005% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(148/300) Learning Rate 0.025790111923157815:
Training loss:2.227 acc_avg:94.192% acc:96.142% time:163s
Testing loss:2.306 acc_avg:87.987% acc:90.235% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(149/300) Learning Rate 0.02552845578498451:
Training loss:2.23 acc_avg:94.504% acc:96.254% time:162s
Testing loss:2.298 acc_avg:86.27% acc:90.397% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(150/300) Learning Rate 0.025266742243985566:
Training loss:2.229 acc_avg:94.156% acc:96.112% time:162s
Testing loss:2.294 acc_avg:88.075% acc:90.924% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(151/300) Learning Rate 0.025005000000000003:
Training loss:2.229 acc_avg:94.438% acc:96.295% time:162s
Testing loss:2.298 acc_avg:87.649% acc:91.045% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(152/300) Learning Rate 0.02474325775601444:
Training loss:2.227 acc_avg:94.757% acc:96.386% time:162s
Testing loss:2.302 acc_avg:86.512% acc:89.992% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(153/300) Learning Rate 0.024481544215015503:
Training loss:2.227 acc_avg:94.122% acc:96.152% time:162s
Testing loss:2.299 acc_avg:86.821% acc:90.113% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(154/300) Learning Rate 0.024219888076842187:
Training loss:2.225 acc_avg:94.566% acc:96.376% time:162s
Testing loss:2.288 acc_avg:88.424% acc:91.167% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(155/300) Learning Rate 0.02395831803503866:
Training loss:2.226 acc_avg:94.838% acc:96.621% time:162s
Testing loss:2.293 acc_avg:87.263% acc:90.721% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(156/300) Learning Rate 0.02369686277370762:
Training loss:2.226 acc_avg:94.49% acc:96.437% time:162s
Testing loss:2.297 acc_avg:86.037% acc:89.911% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(157/300) Learning Rate 0.02343555096436482:
Training loss:2.225 acc_avg:94.451% acc:96.437% time:163s
Testing loss:2.295 acc_avg:85.802% acc:89.992% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(158/300) Learning Rate 0.02317441126279485:
Training loss:2.223 acc_avg:94.791% acc:96.468% time:162s
Testing loss:2.298 acc_avg:86.367% acc:90.478% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(159/300) Learning Rate 0.02291347230590877:
Training loss:2.226 acc_avg:94.819% acc:96.366% time:162s
Testing loss:2.3 acc_avg:86.245% acc:90.478% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(160/300) Learning Rate 0.02265276270860373:
Training loss:2.228 acc_avg:94.234% acc:96.122% time:162s
Testing loss:2.295 acc_avg:87.187% acc:90.924% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(161/300) Learning Rate 0.022392311060625003:
Training loss:2.222 acc_avg:95.03% acc:96.671% time:162s
Testing loss:2.301 acc_avg:86.787% acc:90.478% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(162/300) Learning Rate 0.0221321459234308:
Training loss:2.227 acc_avg:94.615% acc:96.346% time:162s
Testing loss:2.297 acc_avg:86.066% acc:90.478% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(163/300) Learning Rate 0.021872295827060212:
Training loss:2.225 acc_avg:94.517% acc:96.346% time:162s
Testing loss:2.299 acc_avg:87.374% acc:91.045% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(164/300) Learning Rate 0.021612789267004558:
Training loss:2.221 acc_avg:95.002% acc:96.61% time:163s
Testing loss:2.323 acc_avg:86.095% acc:89.425% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(165/300) Learning Rate 0.02135365470108252:
Training loss:2.223 acc_avg:95.055% acc:96.6% time:162s
Testing loss:2.304 acc_avg:87.658% acc:90.276% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(166/300) Learning Rate 0.021094920546319427:
Training loss:2.22 acc_avg:95.289% acc:96.865% time:162s
Testing loss:2.303 acc_avg:86.766% acc:90.397% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(167/300) Learning Rate 0.02083661517583101:
Training loss:2.221 acc_avg:95.033% acc:96.753% time:162s
Testing loss:2.29 acc_avg:87.27% acc:91.086% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(168/300) Learning Rate 0.020578766915712008:
Training loss:2.22 acc_avg:95.34% acc:96.783% time:162s
Testing loss:2.294 acc_avg:87.225% acc:90.6% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(169/300) Learning Rate 0.020321404041929805:
Training loss:2.221 acc_avg:94.964% acc:96.692% time:163s
Testing loss:2.292 acc_avg:87.799% acc:91.613% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(170/300) Learning Rate 0.02006455477722373:
Training loss:2.219 acc_avg:95.304% acc:96.783% time:162s
Testing loss:2.305 acc_avg:88.033% acc:90.721% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(171/300) Learning Rate 0.019808247288010096:
Training loss:2.217 acc_avg:95.406% acc:96.895% time:162s
Testing loss:2.298 acc_avg:86.92% acc:90.883% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(172/300) Learning Rate 0.019552509681293413:
Training loss:2.219 acc_avg:95.153% acc:96.865% time:163s
Testing loss:2.298 acc_avg:86.745% acc:90.438% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(173/300) Learning Rate 0.019297370001584158:
Training loss:2.221 acc_avg:94.805% acc:96.529% time:162s
Testing loss:2.29 acc_avg:87.462% acc:90.964% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(174/300) Learning Rate 0.019042856227823368:
Training loss:2.22 acc_avg:95.135% acc:96.763% time:162s
Testing loss:2.298 acc_avg:87.708% acc:91.005% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(175/300) Learning Rate 0.01878899627031445:
Training loss:2.219 acc_avg:95.533% acc:97.028% time:162s
Testing loss:2.304 acc_avg:85.77% acc:90.113% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(176/300) Learning Rate 0.018535817967662488:
Training loss:2.219 acc_avg:95.29% acc:96.763% time:162s
Testing loss:2.288 acc_avg:87.049% acc:91.613% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(177/300) Learning Rate 0.018283349083721433:
Training loss:2.219 acc_avg:95.372% acc:96.916% time:162s
Testing loss:2.297 acc_avg:87.596% acc:90.762% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(178/300) Learning Rate 0.018031617304549455:
Training loss:2.219 acc_avg:95.419% acc:96.916% time:162s
Testing loss:2.298 acc_avg:86.317% acc:90.64% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(179/300) Learning Rate 0.01778065023537292:
Training loss:2.216 acc_avg:95.473% acc:96.906% time:162s
Testing loss:2.299 acc_avg:88.034% acc:91.086% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(180/300) Learning Rate 0.017530475397559107:
Training loss:2.217 acc_avg:95.809% acc:97.201% time:162s
Testing loss:2.305 acc_avg:88.599% acc:90.843% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(181/300) Learning Rate 0.017281120225598183:
Training loss:2.217 acc_avg:95.825% acc:97.14% time:162s
Testing loss:2.296 acc_avg:87.117% acc:90.681% time:28s [best test acc: 91.694%, best test mean_acc: 88.971%] 


Epoch(182/300) Learning Rate 0.017032612064094732:
Training loss:2.215 acc_avg:95.601% acc:97.018% time:163s
Testing loss:2.285 acc_avg:88.134% acc:91.856% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(183/300) Learning Rate 0.016784978164769104:
Training loss:2.214 acc_avg:95.866% acc:97.241% time:163s
Testing loss:2.287 acc_avg:88.199% acc:91.126% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(184/300) Learning Rate 0.016538245683468934:
Training loss:2.215 acc_avg:95.721% acc:97.038% time:163s
Testing loss:2.295 acc_avg:86.933% acc:90.843% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(185/300) Learning Rate 0.016292441677191224:
Training loss:2.215 acc_avg:95.674% acc:97.119% time:162s
Testing loss:2.291 acc_avg:87.696% acc:91.41% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(186/300) Learning Rate 0.016047593101115216:
Training loss:2.216 acc_avg:95.536% acc:96.997% time:162s
Testing loss:2.29 acc_avg:87.255% acc:91.248% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(187/300) Learning Rate 0.01580372680564647:
Training loss:2.213 acc_avg:95.622% acc:97.068% time:162s
Testing loss:2.295 acc_avg:86.778% acc:90.519% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(188/300) Learning Rate 0.015560869533472401:
Training loss:2.213 acc_avg:96.162% acc:97.343% time:163s
Testing loss:2.294 acc_avg:86.962% acc:90.357% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(189/300) Learning Rate 0.015319047916629677:
Training loss:2.212 acc_avg:96.097% acc:97.313% time:162s
Testing loss:2.299 acc_avg:87.456% acc:90.438% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(190/300) Learning Rate 0.015078288473583645:
Training loss:2.212 acc_avg:95.697% acc:97.211% time:162s
Testing loss:2.296 acc_avg:87.655% acc:90.721% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(191/300) Learning Rate 0.014838617606320362:
Training loss:2.212 acc_avg:95.708% acc:97.201% time:162s
Testing loss:2.297 acc_avg:87.259% acc:90.721% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(192/300) Learning Rate 0.014600061597451267:
Training loss:2.212 acc_avg:95.684% acc:97.241% time:162s
Testing loss:2.295 acc_avg:87.22% acc:91.126% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(193/300) Learning Rate 0.014362646607331:
Training loss:2.212 acc_avg:95.739% acc:97.16% time:163s
Testing loss:2.297 acc_avg:87.57% acc:90.964% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(194/300) Learning Rate 0.014126398671188667:
Training loss:2.212 acc_avg:95.635% acc:97.129% time:162s
Testing loss:2.289 acc_avg:87.574% acc:91.167% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(195/300) Learning Rate 0.013891343696272734:
Training loss:2.213 acc_avg:95.63% acc:97.14% time:162s
Testing loss:2.294 acc_avg:88.087% acc:91.126% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(196/300) Learning Rate 0.01365750745901002:
Training loss:2.21 acc_avg:96.349% acc:97.557% time:162s
Testing loss:2.29 acc_avg:86.683% acc:90.519% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(197/300) Learning Rate 0.013424915602179054:
Training loss:2.21 acc_avg:96.171% acc:97.374% time:162s
Testing loss:2.287 acc_avg:87.174% acc:91.491% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(198/300) Learning Rate 0.01319359363209799:
Training loss:2.21 acc_avg:95.72% acc:97.241% time:163s
Testing loss:2.302 acc_avg:88.196% acc:90.357% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(199/300) Learning Rate 0.012963566915827614:
Training loss:2.208 acc_avg:96.065% acc:97.384% time:162s
Testing loss:2.297 acc_avg:88.616% acc:91.167% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(200/300) Learning Rate 0.012734860678389547:
Training loss:2.209 acc_avg:96.324% acc:97.496% time:163s
Testing loss:2.294 acc_avg:87.603% acc:91.045% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(201/300) Learning Rate 0.012507499999999986:
Training loss:2.208 acc_avg:96.26% acc:97.496% time:162s
Testing loss:2.294 acc_avg:87.837% acc:90.883% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(202/300) Learning Rate 0.01228150981331946:
Training loss:2.208 acc_avg:95.995% acc:97.455% time:163s
Testing loss:2.296 acc_avg:87.408% acc:91.005% time:28s [best test acc: 91.856%, best test mean_acc: 88.971%] 


Epoch(203/300) Learning Rate 0.012056914900718606:
Training loss:2.206 acc_avg:96.514% acc:97.72% time:163s
Testing loss:2.285 acc_avg:88.561% acc:92.018% time:28s [best test acc: 92.018%, best test mean_acc: 88.971%] 


Epoch(204/300) Learning Rate 0.011833739891560537:
Training loss:2.209 acc_avg:96.305% acc:97.445% time:162s
Testing loss:2.286 acc_avg:88.149% acc:91.613% time:28s [best test acc: 92.018%, best test mean_acc: 88.971%] 


Epoch(205/300) Learning Rate 0.011612009259499977:
Training loss:2.208 acc_avg:96.208% acc:97.486% time:162s
Testing loss:2.281 acc_avg:88.445% acc:91.775% time:28s [best test acc: 92.018%, best test mean_acc: 88.971%] 


Epoch(206/300) Learning Rate 0.011391747319799398:
Training loss:2.205 acc_avg:96.76% acc:97.873% time:162s
Testing loss:2.294 acc_avg:87.525% acc:91.086% time:28s [best test acc: 92.018%, best test mean_acc: 88.971%] 


Epoch(207/300) Learning Rate 0.011172978226662607:
Training loss:2.206 acc_avg:96.497% acc:97.659% time:163s
Testing loss:2.296 acc_avg:87.779% acc:91.167% time:28s [best test acc: 92.018%, best test mean_acc: 88.971%] 


Epoch(208/300) Learning Rate 0.010955725970585991:
Training loss:2.207 acc_avg:96.261% acc:97.567% time:162s
Testing loss:2.297 acc_avg:88.237% acc:90.721% time:28s [best test acc: 92.018%, best test mean_acc: 88.971%] 


Epoch(209/300) Learning Rate 0.010740014375727622:
Training loss:2.209 acc_avg:96.167% acc:97.476% time:162s
Testing loss:2.295 acc_avg:86.833% acc:90.964% time:28s [best test acc: 92.018%, best test mean_acc: 88.971%] 


Epoch(210/300) Learning Rate 0.010525867097294729:
Training loss:2.206 acc_avg:96.357% acc:97.598% time:163s
Testing loss:2.286 acc_avg:89.483% acc:92.464% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(211/300) Learning Rate 0.010313307618949627:
Training loss:2.203 acc_avg:96.603% acc:97.842% time:162s
Testing loss:2.293 acc_avg:87.712% acc:91.248% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(212/300) Learning Rate 0.01010235925023442:
Training loss:2.207 acc_avg:96.14% acc:97.445% time:163s
Testing loss:2.283 acc_avg:88.078% acc:91.734% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(213/300) Learning Rate 0.009893045124014932:
Training loss:2.204 acc_avg:97.16% acc:97.995% time:163s
Testing loss:2.307 acc_avg:86.891% acc:90.032% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(214/300) Learning Rate 0.009685388193943848:
Training loss:2.206 acc_avg:96.491% acc:97.649% time:163s
Testing loss:2.295 acc_avg:87.808% acc:91.167% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(215/300) Learning Rate 0.009479411231943624:
Training loss:2.204 acc_avg:96.838% acc:97.873% time:162s
Testing loss:2.285 acc_avg:88.741% acc:91.694% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(216/300) Learning Rate 0.009275136825709308:
Training loss:2.204 acc_avg:96.679% acc:97.638% time:162s
Testing loss:2.283 acc_avg:88.137% acc:91.491% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(217/300) Learning Rate 0.00907258737623149:
Training loss:2.203 acc_avg:96.552% acc:97.618% time:163s
Testing loss:2.295 acc_avg:87.408% acc:90.843% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(218/300) Learning Rate 0.00887178509533985:
Training loss:2.201 acc_avg:97.001% acc:97.995% time:162s
Testing loss:2.297 acc_avg:87.48% acc:90.6% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(219/300) Learning Rate 0.008672752003267312:
Training loss:2.204 acc_avg:96.236% acc:97.496% time:162s
Testing loss:2.296 acc_avg:87.45% acc:91.045% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(220/300) Learning Rate 0.008475509926235308:
Training loss:2.202 acc_avg:96.948% acc:97.995% time:162s
Testing loss:2.295 acc_avg:87.741% acc:91.37% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(221/300) Learning Rate 0.00828008049406033:
Training loss:2.203 acc_avg:96.642% acc:97.761% time:162s
Testing loss:2.291 acc_avg:87.912% acc:91.37% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(222/300) Learning Rate 0.00808648513778189:
Training loss:2.201 acc_avg:97.177% acc:97.954% time:162s
Testing loss:2.292 acc_avg:87.883% acc:91.248% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(223/300) Learning Rate 0.007894745087312418:
Training loss:2.203 acc_avg:96.681% acc:97.72% time:162s
Testing loss:2.295 acc_avg:87.479% acc:90.64% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(224/300) Learning Rate 0.0077048813691091775:
Training loss:2.201 acc_avg:97.238% acc:98.086% time:162s
Testing loss:2.29 acc_avg:87.708% acc:91.248% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(225/300) Learning Rate 0.007516914803868421:
Training loss:2.204 acc_avg:96.747% acc:97.862% time:163s
Testing loss:2.292 acc_avg:87.495% acc:91.045% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(226/300) Learning Rate 0.007330866004242239:
Training loss:2.203 acc_avg:96.493% acc:97.689% time:162s
Testing loss:2.297 acc_avg:87.554% acc:90.762% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(227/300) Learning Rate 0.007146755372578078:
Training loss:2.201 acc_avg:96.947% acc:97.954% time:162s
Testing loss:2.286 acc_avg:87.733% acc:91.37% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(228/300) Learning Rate 0.00696460309868143:
Training loss:2.2 acc_avg:96.96% acc:98.035% time:163s
Testing loss:2.293 acc_avg:87.504% acc:91.167% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(229/300) Learning Rate 0.006784429157601816:
Training loss:2.199 acc_avg:97.087% acc:97.995% time:162s
Testing loss:2.286 acc_avg:88.253% acc:91.734% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(230/300) Learning Rate 0.006606253307442241:
Training loss:2.201 acc_avg:97.055% acc:98.035% time:163s
Testing loss:2.301 acc_avg:87.533% acc:90.843% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(231/300) Learning Rate 0.006430095087192521:
Training loss:2.198 acc_avg:97.137% acc:98.025% time:163s
Testing loss:2.297 acc_avg:88.183% acc:91.41% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(232/300) Learning Rate 0.006255973814586656:
Training loss:2.198 acc_avg:97.025% acc:97.985% time:162s
Testing loss:2.29 acc_avg:87.933% acc:91.126% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(233/300) Learning Rate 0.006083908583984345:
Training loss:2.199 acc_avg:97.165% acc:98.025% time:162s
Testing loss:2.292 acc_avg:87.446% acc:91.126% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(234/300) Learning Rate 0.00591391826427711:
Training loss:2.199 acc_avg:97.184% acc:98.046% time:162s
Testing loss:2.287 acc_avg:87.937% acc:91.572% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(235/300) Learning Rate 0.005746021496819144:
Training loss:2.195 acc_avg:97.355% acc:98.331% time:162s
Testing loss:2.294 acc_avg:87.266% acc:91.005% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(236/300) Learning Rate 0.005580236693383006:
Training loss:2.198 acc_avg:97.216% acc:98.127% time:162s
Testing loss:2.296 acc_avg:87.866% acc:91.207% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(237/300) Learning Rate 0.00541658203414063:
Training loss:2.196 acc_avg:97.648% acc:98.28% time:163s
Testing loss:2.297 acc_avg:87.899% acc:91.288% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(238/300) Learning Rate 0.005255075465669618:
Training loss:2.197 acc_avg:97.226% acc:98.178% time:162s
Testing loss:2.289 acc_avg:88.158% acc:91.572% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(239/300) Learning Rate 0.0050957346989852085:
Training loss:2.196 acc_avg:97.564% acc:98.29% time:162s
Testing loss:2.288 acc_avg:87.678% acc:91.248% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(240/300) Learning Rate 0.004938577207598091:
Training loss:2.197 acc_avg:97.272% acc:98.158% time:163s
Testing loss:2.289 acc_avg:88.804% acc:91.288% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(241/300) Learning Rate 0.004783620225598186:
Training loss:2.195 acc_avg:97.346% acc:98.208% time:162s
Testing loss:2.292 acc_avg:87.595% acc:91.167% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(242/300) Learning Rate 0.004630880745764779:
Training loss:2.196 acc_avg:97.18% acc:98.127% time:162s
Testing loss:2.288 acc_avg:89.074% acc:91.653% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(243/300) Learning Rate 0.004480375517703063:
Training loss:2.197 acc_avg:97.32% acc:98.178% time:162s
Testing loss:2.291 acc_avg:88.449% acc:91.41% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(244/300) Learning Rate 0.00433212104600732:
Training loss:2.197 acc_avg:97.221% acc:98.137% time:163s
Testing loss:2.292 acc_avg:87.941% acc:91.41% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(245/300) Learning Rate 0.00418613358845106:
Training loss:2.196 acc_avg:97.301% acc:98.127% time:162s
Testing loss:2.285 acc_avg:87.758% acc:91.532% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(246/300) Learning Rate 0.0040424291542041245:
Training loss:2.197 acc_avg:97.222% acc:98.137% time:162s
Testing loss:2.287 acc_avg:88.122% acc:91.775% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(247/300) Learning Rate 0.0039010235020771294:
Training loss:2.195 acc_avg:97.303% acc:98.239% time:163s
Testing loss:2.286 acc_avg:88.442% acc:91.329% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(248/300) Learning Rate 0.0037619321387933366:
Training loss:2.195 acc_avg:97.433% acc:98.3% time:162s
Testing loss:2.288 acc_avg:87.649% acc:91.329% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(249/300) Learning Rate 0.003625170317288134:
Training loss:2.197 acc_avg:97.229% acc:98.137% time:162s
Testing loss:2.288 acc_avg:88.983% acc:91.734% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(250/300) Learning Rate 0.003490753035036428:
Training loss:2.195 acc_avg:97.295% acc:98.198% time:162s
Testing loss:2.291 acc_avg:88.174% acc:91.653% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(251/300) Learning Rate 0.0033586950324079566:
Training loss:2.193 acc_avg:97.545% acc:98.432% time:162s
Testing loss:2.295 acc_avg:87.908% acc:91.207% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(252/300) Learning Rate 0.003229010791050858:
Training loss:2.194 acc_avg:97.459% acc:98.28% time:162s
Testing loss:2.285 acc_avg:88.316% acc:91.896% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(253/300) Learning Rate 0.0031017145323036267:
Training loss:2.193 acc_avg:97.769% acc:98.504% time:163s
Testing loss:2.29 acc_avg:87.912% acc:91.167% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(254/300) Learning Rate 0.002976820215635518:
Training loss:2.192 acc_avg:97.881% acc:98.493% time:162s
Testing loss:2.287 acc_avg:87.699% acc:91.207% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(255/300) Learning Rate 0.002854341537115785:
Training loss:2.193 acc_avg:97.712% acc:98.463% time:163s
Testing loss:2.287 acc_avg:88.662% acc:91.653% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(256/300) Learning Rate 0.002734291927911744:
Training loss:2.191 acc_avg:97.713% acc:98.432% time:162s
Testing loss:2.293 acc_avg:88.02% acc:91.491% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(257/300) Learning Rate 0.002616684552815877:
Training loss:2.193 acc_avg:97.553% acc:98.392% time:163s
Testing loss:2.291 acc_avg:88.55% acc:91.694% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(258/300) Learning Rate 0.00250153230880217:
Training loss:2.193 acc_avg:97.47% acc:98.341% time:162s
Testing loss:2.295 acc_avg:87.878% acc:91.207% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(259/300) Learning Rate 0.002388847823611843:
Training loss:2.193 acc_avg:97.359% acc:98.27% time:162s
Testing loss:2.292 acc_avg:88.699% acc:91.532% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(260/300) Learning Rate 0.0022786434543685193:
Training loss:2.193 acc_avg:97.648% acc:98.392% time:163s
Testing loss:2.289 acc_avg:88.883% acc:91.694% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(261/300) Learning Rate 0.0021709312862231915:
Training loss:2.192 acc_avg:97.572% acc:98.402% time:162s
Testing loss:2.292 acc_avg:87.945% acc:91.126% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(262/300) Learning Rate 0.0020657231310288945:
Training loss:2.192 acc_avg:97.986% acc:98.636% time:162s
Testing loss:2.291 acc_avg:88.558% acc:91.613% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(263/300) Learning Rate 0.0019630305260454244:
Training loss:2.192 acc_avg:97.877% acc:98.544% time:163s
Testing loss:2.289 acc_avg:88.737% acc:91.653% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(264/300) Learning Rate 0.0018628647326741795:
Training loss:2.19 acc_avg:97.74% acc:98.544% time:162s
Testing loss:2.293 acc_avg:87.878% acc:91.207% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(265/300) Learning Rate 0.0017652367352231555:
Training loss:2.192 acc_avg:97.948% acc:98.514% time:162s
Testing loss:2.288 acc_avg:88.787% acc:91.896% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(266/300) Learning Rate 0.0016701572397024404:
Training loss:2.192 acc_avg:97.614% acc:98.382% time:163s
Testing loss:2.294 acc_avg:87.658% acc:91.167% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(267/300) Learning Rate 0.0015776366726501713:
Training loss:2.191 acc_avg:97.846% acc:98.626% time:162s
Testing loss:2.29 acc_avg:87.633% acc:90.924% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(268/300) Learning Rate 0.001487685179989133:
Training loss:2.19 acc_avg:98.124% acc:98.717% time:162s
Testing loss:2.288 acc_avg:88.62% acc:91.653% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(269/300) Learning Rate 0.001400312625914161:
Training loss:2.191 acc_avg:97.651% acc:98.422% time:162s
Testing loss:2.292 acc_avg:87.612% acc:91.207% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(270/300) Learning Rate 0.0013155285918104076:
Training loss:2.192 acc_avg:97.66% acc:98.422% time:162s
Testing loss:2.295 acc_avg:86.8% acc:91.086% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(271/300) Learning Rate 0.0012333423752026362:
Training loss:2.192 acc_avg:97.849% acc:98.493% time:163s
Testing loss:2.287 acc_avg:88.141% acc:91.288% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(272/300) Learning Rate 0.0011537629887356596:
Training loss:2.19 acc_avg:97.933% acc:98.626% time:163s
Testing loss:2.294 acc_avg:87.737% acc:91.207% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(273/300) Learning Rate 0.0010767991591859782:
Training loss:2.191 acc_avg:97.691% acc:98.473% time:162s
Testing loss:2.285 acc_avg:89.357% acc:92.382% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(274/300) Learning Rate 0.0010024593265048072:
Training loss:2.191 acc_avg:97.613% acc:98.341% time:162s
Testing loss:2.29 acc_avg:88.142% acc:91.329% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(275/300) Learning Rate 0.0009307516428925348:
Training loss:2.19 acc_avg:97.802% acc:98.493% time:162s
Testing loss:2.29 acc_avg:88.524% acc:91.815% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(276/300) Learning Rate 0.0008616839719047367:
Training loss:2.19 acc_avg:97.848% acc:98.544% time:162s
Testing loss:2.292 acc_avg:87.724% acc:91.37% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(277/300) Learning Rate 0.0007952638875898655:
Training loss:2.191 acc_avg:97.742% acc:98.493% time:162s
Testing loss:2.286 acc_avg:89.058% acc:92.018% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(278/300) Learning Rate 0.0007314986736586483:
Training loss:2.19 acc_avg:97.983% acc:98.585% time:163s
Testing loss:2.283 acc_avg:88.008% acc:91.653% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(279/300) Learning Rate 0.0006703953226853579:
Training loss:2.192 acc_avg:97.498% acc:98.432% time:162s
Testing loss:2.289 acc_avg:88.57% acc:91.532% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(280/300) Learning Rate 0.0006119605353410101:
Training loss:2.19 acc_avg:97.641% acc:98.555% time:162s
Testing loss:2.29 acc_avg:87.974% acc:91.248% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(281/300) Learning Rate 0.000556200719658529:
Training loss:2.19 acc_avg:98.249% acc:98.809% time:162s
Testing loss:2.287 acc_avg:88.724% acc:91.977% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(282/300) Learning Rate 0.0005031219903300643:
Training loss:2.188 acc_avg:98.091% acc:98.687% time:162s
Testing loss:2.292 acc_avg:88.403% acc:91.491% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(283/300) Learning Rate 0.00045273016803642775:
Training loss:2.191 acc_avg:98.023% acc:98.616% time:162s
Testing loss:2.292 acc_avg:88.258% acc:91.41% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(284/300) Learning Rate 0.00040503077880879877:
Training loss:2.188 acc_avg:97.976% acc:98.687% time:162s
Testing loss:2.29 acc_avg:87.362% acc:91.207% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(285/300) Learning Rate 0.0003600290534227276:
Training loss:2.19 acc_avg:97.926% acc:98.667% time:162s
Testing loss:2.285 acc_avg:89.303% acc:91.815% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(286/300) Learning Rate 0.0003177299268245339:
Training loss:2.19 acc_avg:97.951% acc:98.646% time:162s
Testing loss:2.288 acc_avg:88.599% acc:91.856% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(287/300) Learning Rate 0.00027813803759010636:
Training loss:2.19 acc_avg:97.999% acc:98.646% time:163s
Testing loss:2.29 acc_avg:88.395% acc:91.694% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(288/300) Learning Rate 0.00024125772741626702:
Training loss:2.189 acc_avg:97.634% acc:98.463% time:162s
Testing loss:2.288 acc_avg:88.537% acc:91.491% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(289/300) Learning Rate 0.00020709304064462803:
Training loss:2.189 acc_avg:97.868% acc:98.544% time:162s
Testing loss:2.291 acc_avg:88.274% acc:91.613% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(290/300) Learning Rate 0.00017564772381809064:
Training loss:2.19 acc_avg:97.954% acc:98.605% time:163s
Testing loss:2.297 acc_avg:87.874% acc:91.37% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(291/300) Learning Rate 0.00014692522527000895:
Training loss:2.188 acc_avg:98.201% acc:98.819% time:162s
Testing loss:2.291 acc_avg:88.112% acc:91.41% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(292/300) Learning Rate 0.00012092869474601536:
Training loss:2.19 acc_avg:98.139% acc:98.717% time:162s
Testing loss:2.29 acc_avg:88.203% acc:91.653% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(293/300) Learning Rate 9.766098305863815e-05:
Training loss:2.19 acc_avg:97.96% acc:98.687% time:162s
Testing loss:2.288 acc_avg:88.537% acc:91.694% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(294/300) Learning Rate 7.712464177466981e-05:
Training loss:2.189 acc_avg:98.051% acc:98.595% time:163s
Testing loss:2.291 acc_avg:88.416% acc:91.532% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(295/300) Learning Rate 5.9321922935352326e-05:
Training loss:2.189 acc_avg:97.976% acc:98.605% time:163s
Testing loss:2.29 acc_avg:88.77% acc:91.734% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(296/300) Learning Rate 4.4254778809427e-05:
Training loss:2.189 acc_avg:98.001% acc:98.646% time:162s
Testing loss:2.283 acc_avg:88.553% acc:91.775% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(297/300) Learning Rate 3.1924861679034685e-05:
Training loss:2.188 acc_avg:98.253% acc:98.819% time:163s
Testing loss:2.291 acc_avg:88.158% acc:91.288% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(298/300) Learning Rate 2.233352365853864e-05:
Training loss:2.188 acc_avg:98.154% acc:98.697% time:163s
Testing loss:2.288 acc_avg:89.137% acc:92.018% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(299/300) Learning Rate 1.548181654623673e-05:
Training loss:2.189 acc_avg:97.921% acc:98.636% time:162s
Testing loss:2.293 acc_avg:88.075% acc:91.288% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


Epoch(300/300) Learning Rate 1.1370491709023981e-05:
Training loss:2.189 acc_avg:98.03% acc:98.687% time:162s
Testing loss:2.29 acc_avg:88.391% acc:91.329% time:28s [best test acc: 92.464%, best test mean_acc: 89.483%] 


++++++++++++++++Final results++++++++++++++++
++  Last Train time: 162 | Last Test time: 28  ++
++  Best Train loss: 2.188 | Best Test loss: 2.281  ++
++  Best Train acc_B: 98.253 | Best Test acc_B: 89.483  ++
++  Best Train acc: 98.819 | Best Test acc: 92.464  ++
++  Best Train mean_acc: 98.253 | Best Test mean_acc: 89.483  ++
++++++++++++++++++++++++++++++++++++++++
