args: Namespace(ckpt_dir='./checkpoint/Point_PN_scan-20250224162948-7240', msg=None, batch_size=32, model='Point_PN_scan', epoch=300, num_points=1024, learning_rate=0.0015, weight_decay=0.05, seed=7240, workers=12, optim='adamw', eps=0.5)
==> Building model..
===============================================
model parameters: 2283547
===============================================
==> Preparing data..
Epoch(1/300) Learning Rate 0.0015:
Training loss:2.474 acc_avg:37.458% acc:45.488% time:384s
Testing loss:2.43 acc_avg:45.839% acc:52.776% time:45s [best test acc: 52.776%] 


Epoch(2/300) Learning Rate 0.0015:
Training loss:2.365 acc_avg:52.103% acc:59.593% time:370s
Testing loss:2.411 acc_avg:46.911% acc:53.331% time:43s [best test acc: 53.331%] 


Epoch(3/300) Learning Rate 0.0014999136427371624:
Training loss:2.331 acc_avg:57.707% acc:64.237% time:373s
Testing loss:2.386 acc_avg:52.954% acc:57.772% time:43s [best test acc: 57.772%] 


Epoch(4/300) Learning Rate 0.0014996545922560122:
Training loss:2.302 acc_avg:62.185% acc:67.829% time:369s
Testing loss:2.294 acc_avg:60.675% acc:67.037% time:43s [best test acc: 67.037%] 


Epoch(5/300) Learning Rate 0.0014992229124733791:
Training loss:2.28 acc_avg:65.916% acc:70.729% time:373s
Testing loss:2.308 acc_avg:60.521% acc:66.031% time:43s [best test acc: 67.037%] 


Epoch(6/300) Learning Rate 0.0014986187098997902:
Training loss:2.266 acc_avg:67.882% acc:72.674% time:372s
Testing loss:2.291 acc_avg:60.939% acc:67.176% time:42s [best test acc: 67.176%] 


Epoch(7/300) Learning Rate 0.0014978421336131896:
Training loss:2.253 acc_avg:69.729% acc:74.146% time:373s
Testing loss:2.288 acc_avg:64.112% acc:68.182% time:43s [best test acc: 68.182%] 


Epoch(8/300) Learning Rate 0.001496893375222156:
Training loss:2.242 acc_avg:71.223% acc:74.961% time:374s
Testing loss:2.289 acc_avg:63.871% acc:67.835% time:41s [best test acc: 68.182%] 


Epoch(9/300) Learning Rate 0.001495772668818626:
Training loss:2.229 acc_avg:73.543% acc:76.871% time:370s
Testing loss:2.259 acc_avg:67.819% acc:72.172% time:43s [best test acc: 72.172%] 


Epoch(10/300) Learning Rate 0.0014944802909201346:
Training loss:2.218 acc_avg:75.346% acc:78.465% time:375s
Testing loss:2.26 acc_avg:67.665% acc:72.831% time:43s [best test acc: 72.831%] 


Epoch(11/300) Learning Rate 0.0014930165604015904:
Training loss:2.207 acc_avg:76.463% acc:79.464% time:374s
Testing loss:2.246 acc_avg:68.694% acc:73.664% time:43s [best test acc: 73.664%] 


Epoch(12/300) Learning Rate 0.0014913818384165965:
Training loss:2.202 acc_avg:77.642% acc:80.401% time:371s
Testing loss:2.258 acc_avg:69.987% acc:72.797% time:43s [best test acc: 73.664%] 


Epoch(13/300) Learning Rate 0.0014895765283083418:
Training loss:2.195 acc_avg:78.029% acc:80.883% time:371s
Testing loss:2.239 acc_avg:70.815% acc:74.185% time:43s [best test acc: 74.185%] 


Epoch(14/300) Learning Rate 0.0014876010755100822:
Training loss:2.187 acc_avg:79.523% acc:81.917% time:363s
Testing loss:2.214 acc_avg:72.958% acc:77.203% time:42s [best test acc: 77.203%] 


Epoch(15/300) Learning Rate 0.001485455967435236:
Training loss:2.18 acc_avg:80.087% acc:82.408% time:368s
Testing loss:2.244 acc_avg:72.04% acc:73.907% time:43s [best test acc: 77.203%] 


Epoch(16/300) Learning Rate 0.0014831417333571232:
Training loss:2.175 acc_avg:80.786% acc:83.073% time:367s
Testing loss:2.23 acc_avg:71.6% acc:75.711% time:43s [best test acc: 77.203%] 


Epoch(17/300) Learning Rate 0.0014806589442783735:
Training loss:2.169 acc_avg:81.871% acc:83.914% time:373s
Testing loss:2.209 acc_avg:75.557% acc:78.418% time:42s [best test acc: 78.418%] 


Epoch(18/300) Learning Rate 0.0014780082127900417:
Training loss:2.164 acc_avg:82.805% acc:84.729% time:371s
Testing loss:2.222 acc_avg:72.82% acc:76.995% time:42s [best test acc: 78.418%] 


Epoch(19/300) Learning Rate 0.0014751901929204586:
Training loss:2.155 acc_avg:83.319% acc:85.465% time:370s
Testing loss:2.199 acc_avg:77.707% acc:79.424% time:41s [best test acc: 79.424%] 


Epoch(20/300) Learning Rate 0.0014722055799738603:
Training loss:2.154 acc_avg:83.686% acc:85.605% time:372s
Testing loss:2.24 acc_avg:71.672% acc:74.046% time:42s [best test acc: 79.424%] 


Epoch(21/300) Learning Rate 0.001469055110358831:
Training loss:2.146 acc_avg:84.849% acc:86.473% time:370s
Testing loss:2.22 acc_avg:73.193% acc:76.787% time:43s [best test acc: 79.424%] 


Epoch(22/300) Learning Rate 0.0014657395614066076:
Training loss:2.145 acc_avg:85.402% acc:87.025% time:370s
Testing loss:2.209 acc_avg:72.582% acc:77.377% time:43s [best test acc: 79.424%] 


Epoch(23/300) Learning Rate 0.0014622597511792818:
Training loss:2.142 acc_avg:85.656% acc:87.174% time:370s
Testing loss:2.215 acc_avg:73.044% acc:77.03% time:42s [best test acc: 79.424%] 


Epoch(24/300) Learning Rate 0.001458616538267958:
Training loss:2.139 acc_avg:85.919% acc:87.2% time:372s
Testing loss:2.22 acc_avg:72.532% acc:76.613% time:42s [best test acc: 79.424%] 


Epoch(25/300) Learning Rate 0.0014548108215809072:
Training loss:2.132 acc_avg:86.612% acc:88.059% time:371s
Testing loss:2.202 acc_avg:76.715% acc:79.112% time:42s [best test acc: 79.424%] 


Epoch(26/300) Learning Rate 0.001450843540121776:
Training loss:2.128 acc_avg:87.492% acc:88.698% time:373s
Testing loss:2.195 acc_avg:76.701% acc:79.771% time:43s [best test acc: 79.771%] 


Epoch(27/300) Learning Rate 0.0014467156727579007:
Training loss:2.126 acc_avg:87.361% acc:88.759% time:371s
Testing loss:2.177 acc_avg:78.379% acc:81.818% time:43s [best test acc: 81.818%] 


Epoch(28/300) Learning Rate 0.0014424282379787868:
Training loss:2.121 acc_avg:88.477% acc:89.627% time:371s
Testing loss:2.196 acc_avg:77.948% acc:79.667% time:42s [best test acc: 81.818%] 


Epoch(29/300) Learning Rate 0.0014379822936448116:
Training loss:2.119 acc_avg:88.644% acc:90.03% time:372s
Testing loss:2.187 acc_avg:77.607% acc:80.847% time:43s [best test acc: 81.818%] 


Epoch(30/300) Learning Rate 0.0014333789367262136:
Training loss:2.119 acc_avg:88.629% acc:89.898% time:369s
Testing loss:2.19 acc_avg:78.073% acc:80.361% time:42s [best test acc: 81.818%] 


Epoch(31/300) Learning Rate 0.0014286193030324309:
Training loss:2.112 acc_avg:89.485% acc:90.704% time:371s
Testing loss:2.197 acc_avg:76.576% acc:79.493% time:43s [best test acc: 81.818%] 


Epoch(32/300) Learning Rate 0.0014237045669318574:
Training loss:2.11 acc_avg:89.851% acc:90.958% time:369s
Testing loss:2.186 acc_avg:78.944% acc:80.812% time:43s [best test acc: 81.818%] 


Epoch(33/300) Learning Rate 0.0014186359410620856:
Training loss:2.105 acc_avg:90.394% acc:91.379% time:371s
Testing loss:2.203 acc_avg:73.856% acc:78.799% time:43s [best test acc: 81.818%] 


Epoch(34/300) Learning Rate 0.0014134146760307045:
Training loss:2.103 acc_avg:90.984% acc:91.817% time:371s
Testing loss:2.184 acc_avg:78.858% acc:81.194% time:42s [best test acc: 81.818%] 


Epoch(35/300) Learning Rate 0.001408042060106734:
Training loss:2.101 acc_avg:90.671% acc:91.8% time:372s
Testing loss:2.181 acc_avg:78.773% acc:81.367% time:43s [best test acc: 81.818%] 


Epoch(36/300) Learning Rate 0.0014025194189027606:
Training loss:2.1 acc_avg:91.138% acc:91.94% time:372s
Testing loss:2.181 acc_avg:79.83% acc:81.402% time:42s [best test acc: 81.818%] 


Epoch(37/300) Learning Rate 0.0013968481150478645:
Training loss:2.097 acc_avg:91.738% acc:92.544% time:371s
Testing loss:2.182 acc_avg:79.372% acc:81.853% time:42s [best test acc: 81.853%] 


Epoch(38/300) Learning Rate 0.0013910295478514105:
Training loss:2.094 acc_avg:92.081% acc:92.807% time:372s
Testing loss:2.184 acc_avg:78.892% acc:80.916% time:43s [best test acc: 81.853%] 


Epoch(39/300) Learning Rate 0.0013850651529577892:
Training loss:2.091 acc_avg:92.811% acc:93.49% time:371s
Testing loss:2.184 acc_avg:80.21% acc:81.888% time:41s [best test acc: 81.888%] 


Epoch(40/300) Learning Rate 0.0013789564019921932:
Training loss:2.091 acc_avg:92.536% acc:93.149% time:373s
Testing loss:2.192 acc_avg:77.457% acc:80.153% time:42s [best test acc: 81.888%] 


Epoch(41/300) Learning Rate 0.0013727048021975165:
Training loss:2.09 acc_avg:92.629% acc:93.228% time:369s
Testing loss:2.174 acc_avg:78.772% acc:82.2% time:43s [best test acc: 82.2%] 


Epoch(42/300) Learning Rate 0.0013663118960624632:
Training loss:2.087 acc_avg:92.984% acc:93.718% time:368s
Testing loss:2.169 acc_avg:81.299% acc:83.206% time:42s [best test acc: 83.206%] 


Epoch(43/300) Learning Rate 0.0013597792609409635:
Training loss:2.083 acc_avg:93.816% acc:94.279% time:371s
Testing loss:2.184 acc_avg:78.532% acc:81.749% time:42s [best test acc: 83.206%] 


Epoch(44/300) Learning Rate 0.0013531085086629833:
Training loss:2.083 acc_avg:93.407% acc:93.964% time:369s
Testing loss:2.181 acc_avg:78.986% acc:81.055% time:42s [best test acc: 83.206%] 


Epoch(45/300) Learning Rate 0.0013463012851368309:
Training loss:2.08 acc_avg:94.156% acc:94.586% time:370s
Testing loss:2.186 acc_avg:78.168% acc:80.396% time:41s [best test acc: 83.206%] 


Epoch(46/300) Learning Rate 0.0013393592699430525:
Training loss:2.079 acc_avg:94.068% acc:94.516% time:371s
Testing loss:2.18 acc_avg:78.136% acc:81.541% time:42s [best test acc: 83.206%] 


Epoch(47/300) Learning Rate 0.0013322841759200218:
Training loss:2.079 acc_avg:94.189% acc:94.559% time:375s
Testing loss:2.182 acc_avg:79.701% acc:81.402% time:43s [best test acc: 83.206%] 


Epoch(48/300) Learning Rate 0.0013250777487413218:
Training loss:2.078 acc_avg:94.345% acc:94.77% time:371s
Testing loss:2.179 acc_avg:78.861% acc:81.783% time:42s [best test acc: 83.206%] 


Epoch(49/300) Learning Rate 0.0013177417664850268:
Training loss:2.074 acc_avg:94.5% acc:95.076% time:372s
Testing loss:2.17 acc_avg:80.035% acc:82.929% time:43s [best test acc: 83.206%] 


Epoch(50/300) Learning Rate 0.0013102780391949882:
Training loss:2.076 acc_avg:94.668% acc:95.059% time:362s
Testing loss:2.185 acc_avg:79.172% acc:80.985% time:41s [best test acc: 83.206%] 


Epoch(51/300) Learning Rate 0.0013026884084342322:
Training loss:2.071 acc_avg:95.178% acc:95.628% time:361s
Testing loss:2.172 acc_avg:79.512% acc:82.477% time:43s [best test acc: 83.206%] 


Epoch(52/300) Learning Rate 0.0012949747468305832:
Training loss:2.069 acc_avg:95.639% acc:95.917% time:371s
Testing loss:2.181 acc_avg:79.135% acc:82.2% time:42s [best test acc: 83.206%] 


Epoch(53/300) Learning Rate 0.00128713895761462:
Training loss:2.07 acc_avg:95.259% acc:95.742% time:368s
Testing loss:2.179 acc_avg:79.888% acc:82.061% time:43s [best test acc: 83.206%] 


Epoch(54/300) Learning Rate 0.0012791829741500822:
Training loss:2.067 acc_avg:95.811% acc:96.136% time:373s
Testing loss:2.174 acc_avg:79.561% acc:82.304% time:42s [best test acc: 83.206%] 


Epoch(55/300) Learning Rate 0.0012711087594568413:
Training loss:2.066 acc_avg:95.825% acc:96.11% time:373s
Testing loss:2.184 acc_avg:78.329% acc:81.541% time:43s [best test acc: 83.206%] 


Epoch(56/300) Learning Rate 0.0012629183057265563:
Training loss:2.066 acc_avg:95.702% acc:96.154% time:370s
Testing loss:2.186 acc_avg:79.213% acc:81.263% time:43s [best test acc: 83.206%] 


Epoch(57/300) Learning Rate 0.0012546136338311286:
Training loss:2.062 acc_avg:96.162% acc:96.478% time:371s
Testing loss:2.173 acc_avg:79.497% acc:82.616% time:43s [best test acc: 83.206%] 


Epoch(58/300) Learning Rate 0.0012461967928240828:
Training loss:2.061 acc_avg:96.382% acc:96.618% time:372s
Testing loss:2.182 acc_avg:79.016% acc:81.992% time:43s [best test acc: 83.206%] 


Epoch(59/300) Learning Rate 0.001237669859434994:
Training loss:2.063 acc_avg:96.071% acc:96.312% time:374s
Testing loss:2.188 acc_avg:80.463% acc:81.922% time:42s [best test acc: 83.206%] 


Epoch(60/300) Learning Rate 0.0012290349375570836:
Training loss:2.06 acc_avg:96.498% acc:96.864% time:373s
Testing loss:2.171 acc_avg:80.038% acc:82.443% time:43s [best test acc: 83.206%] 


Epoch(61/300) Learning Rate 0.001220294157728119:
Training loss:2.059 acc_avg:96.724% acc:96.995% time:371s
Testing loss:2.172 acc_avg:80.452% acc:83.033% time:42s [best test acc: 83.206%] 


Epoch(62/300) Learning Rate 0.0012114496766047313:
Training loss:2.057 acc_avg:96.831% acc:97.056% time:371s
Testing loss:2.174 acc_avg:80.289% acc:82.72% time:43s [best test acc: 83.206%] 


Epoch(63/300) Learning Rate 0.0012025036764302952:
Training loss:2.058 acc_avg:96.733% acc:96.89% time:370s
Testing loss:2.179 acc_avg:79.623% acc:82.235% time:42s [best test acc: 83.206%] 


Epoch(64/300) Learning Rate 0.0011934583644964917:
Training loss:2.055 acc_avg:97.28% acc:97.31% time:369s
Testing loss:2.168 acc_avg:80.644% acc:82.894% time:42s [best test acc: 83.206%] 


Epoch(65/300) Learning Rate 0.0011843159725986924:
Training loss:2.056 acc_avg:97.001% acc:97.179% time:371s
Testing loss:2.174 acc_avg:80.524% acc:82.824% time:43s [best test acc: 83.206%] 


Epoch(66/300) Learning Rate 0.0011750787564852976:
Training loss:2.056 acc_avg:96.855% acc:97.293% time:371s
Testing loss:2.177 acc_avg:78.887% acc:82.13% time:42s [best test acc: 83.206%] 


Epoch(67/300) Learning Rate 0.0011657489953011643:
Training loss:2.054 acc_avg:96.999% acc:97.258% time:365s
Testing loss:2.174 acc_avg:80.75% acc:82.894% time:42s [best test acc: 83.206%] 


Epoch(68/300) Learning Rate 0.00115632899102526:
Training loss:2.054 acc_avg:97.221% acc:97.38% time:372s
Testing loss:2.169 acc_avg:80.855% acc:82.824% time:43s [best test acc: 83.206%] 


Epoch(69/300) Learning Rate 0.0011468210679026853:
Training loss:2.053 acc_avg:97.279% acc:97.354% time:364s
Testing loss:2.174 acc_avg:80.861% acc:83.067% time:43s [best test acc: 83.206%] 


Epoch(70/300) Learning Rate 0.0011372275718712008:
Training loss:2.051 acc_avg:97.701% acc:97.801% time:374s
Testing loss:2.172 acc_avg:80.322% acc:82.616% time:42s [best test acc: 83.206%] 


Epoch(71/300) Learning Rate 0.0011275508699824014:
Training loss:2.05 acc_avg:97.678% acc:97.792% time:370s
Testing loss:2.168 acc_avg:81.269% acc:83.206% time:43s [best test acc: 83.206%] 


Epoch(72/300) Learning Rate 0.0011177933498176828:
Training loss:2.048 acc_avg:97.873% acc:98.011% time:371s
Testing loss:2.172 acc_avg:80.569% acc:82.929% time:41s [best test acc: 83.206%] 


Epoch(73/300) Learning Rate 0.0011079574188991405:
Training loss:2.049 acc_avg:97.744% acc:97.871% time:371s
Testing loss:2.172 acc_avg:79.913% acc:82.443% time:42s [best test acc: 83.206%] 


Epoch(74/300) Learning Rate 0.0010980455040955509:
Training loss:2.049 acc_avg:97.833% acc:97.88% time:372s
Testing loss:2.177 acc_avg:78.548% acc:82.13% time:43s [best test acc: 83.206%] 


Epoch(75/300) Learning Rate 0.0010880600510235763:
Training loss:2.048 acc_avg:97.774% acc:97.854% time:369s
Testing loss:2.172 acc_avg:79.998% acc:83.241% time:42s [best test acc: 83.241%] 


Epoch(76/300) Learning Rate 0.0010780035234443464:
Training loss:2.047 acc_avg:98.032% acc:98.064% time:371s
Testing loss:2.173 acc_avg:79.837% acc:82.512% time:41s [best test acc: 83.241%] 


Epoch(77/300) Learning Rate 0.001067878402655563:
Training loss:2.047 acc_avg:98.055% acc:98.09% time:371s
Testing loss:2.177 acc_avg:80.803% acc:82.2% time:43s [best test acc: 83.241%] 


Epoch(78/300) Learning Rate 0.0010576871868792747:
Training loss:2.044 acc_avg:98.366% acc:98.327% time:370s
Testing loss:2.175 acc_avg:78.979% acc:81.783% time:43s [best test acc: 83.241%] 


Epoch(79/300) Learning Rate 0.00104743239064548:
Training loss:2.044 acc_avg:98.592% acc:98.589% time:371s
Testing loss:2.174 acc_avg:79.783% acc:82.165% time:42s [best test acc: 83.241%] 


Epoch(80/300) Learning Rate 0.001037116544171704:
Training loss:2.044 acc_avg:98.385% acc:98.37% time:371s
Testing loss:2.174 acc_avg:79.638% acc:82.269% time:43s [best test acc: 83.241%] 


Epoch(81/300) Learning Rate 0.0010267421927387045:
Training loss:2.045 acc_avg:98.141% acc:98.239% time:370s
Testing loss:2.163 acc_avg:81.325% acc:83.727% time:42s [best test acc: 83.727%] 


Epoch(82/300) Learning Rate 0.0010163118960624632:
Training loss:2.043 acc_avg:98.282% acc:98.327% time:369s
Testing loss:2.165 acc_avg:81.039% acc:83.692% time:43s [best test acc: 83.727%] 


Epoch(83/300) Learning Rate 0.0010058282276626128:
Training loss:2.042 acc_avg:98.488% acc:98.607% time:369s
Testing loss:2.179 acc_avg:80.026% acc:81.922% time:42s [best test acc: 83.727%] 


Epoch(84/300) Learning Rate 0.0009952937742274605:
Training loss:2.043 acc_avg:98.435% acc:98.476% time:372s
Testing loss:2.174 acc_avg:80.339% acc:82.79% time:43s [best test acc: 83.727%] 


Epoch(85/300) Learning Rate 0.000984711134975761:
Training loss:2.041 acc_avg:98.687% acc:98.651% time:372s
Testing loss:2.174 acc_avg:79.877% acc:82.859% time:42s [best test acc: 83.727%] 


Epoch(86/300) Learning Rate 0.0009740829210153983:
Training loss:2.04 acc_avg:98.69% acc:98.73% time:369s
Testing loss:2.171 acc_avg:81.235% acc:82.894% time:43s [best test acc: 83.727%] 


Epoch(87/300) Learning Rate 0.0009634117546991339:
Training loss:2.04 acc_avg:98.64% acc:98.695% time:369s
Testing loss:2.175 acc_avg:79.861% acc:82.096% time:43s [best test acc: 83.727%] 


Epoch(88/300) Learning Rate 0.0009527002689775799:
Training loss:2.04 acc_avg:98.638% acc:98.73% time:370s
Testing loss:2.167 acc_avg:80.286% acc:83.102% time:42s [best test acc: 83.727%] 


Epoch(89/300) Learning Rate 0.0009419511067495589:
Training loss:2.04 acc_avg:98.755% acc:98.756% time:370s
Testing loss:2.171 acc_avg:79.511% acc:82.443% time:42s [best test acc: 83.727%] 


Epoch(90/300) Learning Rate 0.0009311669202100075:
Training loss:2.04 acc_avg:98.534% acc:98.528% time:372s
Testing loss:2.171 acc_avg:79.53% acc:82.512% time:42s [best test acc: 83.727%] 


Epoch(91/300) Learning Rate 0.0009203503701955867:
Training loss:2.039 acc_avg:98.676% acc:98.861% time:373s
Testing loss:2.168 acc_avg:81.226% acc:83.38% time:41s [best test acc: 83.727%] 


Epoch(92/300) Learning Rate 0.0009095041255281618:
Training loss:2.038 acc_avg:98.878% acc:98.922% time:371s
Testing loss:2.168 acc_avg:81.298% acc:83.414% time:43s [best test acc: 83.727%] 


Epoch(93/300) Learning Rate 0.0008986308623563081:
Training loss:2.039 acc_avg:98.782% acc:98.668% time:372s
Testing loss:2.168 acc_avg:81.249% acc:83.31% time:43s [best test acc: 83.727%] 


Epoch(94/300) Learning Rate 0.0008877332634950132:
Training loss:2.037 acc_avg:98.838% acc:98.966% time:368s
Testing loss:2.161 acc_avg:81.479% acc:84.039% time:41s [best test acc: 84.039%] 


Epoch(95/300) Learning Rate 0.0008768140177637317:
Training loss:2.037 acc_avg:99.053% acc:99.054% time:364s
Testing loss:2.164 acc_avg:82.117% acc:84.386% time:42s [best test acc: 84.386%] 


Epoch(96/300) Learning Rate 0.0008658758193229601:
Training loss:2.038 acc_avg:98.989% acc:98.992% time:370s
Testing loss:2.159 acc_avg:81.426% acc:83.9% time:42s [best test acc: 84.386%] 


Epoch(97/300) Learning Rate 0.0008549213670094916:
Training loss:2.036 acc_avg:99.116% acc:99.159% time:371s
Testing loss:2.171 acc_avg:80.43% acc:83.067% time:42s [best test acc: 84.386%] 


Epoch(98/300) Learning Rate 0.0008439533636705194:
Training loss:2.036 acc_avg:99.045% acc:99.054% time:370s
Testing loss:2.162 acc_avg:81.683% acc:84.074% time:42s [best test acc: 84.386%] 


Epoch(99/300) Learning Rate 0.0008329745154967499:
Training loss:2.035 acc_avg:99.218% acc:99.229% time:371s
Testing loss:2.167 acc_avg:81.914% acc:83.484% time:43s [best test acc: 84.386%] 


Epoch(100/300) Learning Rate 0.0008219875313546899:
Training loss:2.035 acc_avg:99.088% acc:99.124% time:372s
Testing loss:2.175 acc_avg:79.698% acc:81.992% time:43s [best test acc: 84.386%] 


Epoch(101/300) Learning Rate 0.0008109951221182746:
Training loss:2.035 acc_avg:99.182% acc:99.194% time:372s
Testing loss:2.171 acc_avg:81.413% acc:83.761% time:43s [best test acc: 84.386%] 


Epoch(102/300) Learning Rate 0.0008:
Training loss:2.034 acc_avg:99.17% acc:99.238% time:374s
Testing loss:2.165 acc_avg:81.518% acc:83.622% time:43s [best test acc: 84.386%] 


Epoch(103/300) Learning Rate 0.0007890048778817257:
Training loss:2.035 acc_avg:99.192% acc:99.115% time:369s
Testing loss:2.178 acc_avg:78.603% acc:81.922% time:42s [best test acc: 84.386%] 


Epoch(104/300) Learning Rate 0.0007780124686453102:
Training loss:2.033 acc_avg:99.281% acc:99.36% time:371s
Testing loss:2.157 acc_avg:82.233% acc:84.316% time:43s [best test acc: 84.386%] 


Epoch(105/300) Learning Rate 0.0007670254845032502:
Training loss:2.034 acc_avg:99.266% acc:99.211% time:368s
Testing loss:2.164 acc_avg:80.583% acc:82.998% time:42s [best test acc: 84.386%] 


Epoch(106/300) Learning Rate 0.0007560466363294807:
Training loss:2.033 acc_avg:99.408% acc:99.431% time:359s
Testing loss:2.169 acc_avg:81.0% acc:83.31% time:43s [best test acc: 84.386%] 


Epoch(107/300) Learning Rate 0.0007450786329905087:
Training loss:2.032 acc_avg:99.499% acc:99.483% time:371s
Testing loss:2.16 acc_avg:81.753% acc:84.178% time:43s [best test acc: 84.386%] 


Epoch(108/300) Learning Rate 0.00073412418067704:
Training loss:2.033 acc_avg:99.294% acc:99.282% time:368s
Testing loss:2.165 acc_avg:79.54% acc:82.72% time:42s [best test acc: 84.386%] 


Epoch(109/300) Learning Rate 0.0007231859822362683:
Training loss:2.032 acc_avg:99.479% acc:99.518% time:374s
Testing loss:2.168 acc_avg:81.26% acc:83.31% time:43s [best test acc: 84.386%] 


Epoch(110/300) Learning Rate 0.0007122667365049871:
Training loss:2.032 acc_avg:99.381% acc:99.352% time:371s
Testing loss:2.165 acc_avg:81.105% acc:83.171% time:43s [best test acc: 84.386%] 


Epoch(111/300) Learning Rate 0.0007013691376436923:
Training loss:2.032 acc_avg:99.294% acc:99.378% time:364s
Testing loss:2.162 acc_avg:81.063% acc:83.692% time:42s [best test acc: 84.386%] 


Epoch(112/300) Learning Rate 0.0006904958744718384:
Training loss:2.031 acc_avg:99.589% acc:99.571% time:364s
Testing loss:2.159 acc_avg:81.505% acc:84.143% time:43s [best test acc: 84.386%] 


Epoch(113/300) Learning Rate 0.0006796496298044133:
Training loss:2.031 acc_avg:99.436% acc:99.439% time:372s
Testing loss:2.16 acc_avg:81.489% acc:83.657% time:43s [best test acc: 84.386%] 


Epoch(114/300) Learning Rate 0.0006688330797899928:
Training loss:2.031 acc_avg:99.589% acc:99.536% time:373s
Testing loss:2.152 acc_avg:82.778% acc:85.08% time:43s [best test acc: 85.08%] 


Epoch(115/300) Learning Rate 0.0006580488932504413:
Training loss:2.032 acc_avg:99.355% acc:99.317% time:371s
Testing loss:2.156 acc_avg:82.08% acc:84.768% time:43s [best test acc: 85.08%] 


Epoch(116/300) Learning Rate 0.0006472997310224205:
Training loss:2.031 acc_avg:99.527% acc:99.518% time:373s
Testing loss:2.162 acc_avg:81.491% acc:83.831% time:43s [best test acc: 85.08%] 


Epoch(117/300) Learning Rate 0.0006365882453008662:
Training loss:2.03 acc_avg:99.608% acc:99.588% time:372s
Testing loss:2.154 acc_avg:81.938% acc:84.212% time:43s [best test acc: 85.08%] 


Epoch(118/300) Learning Rate 0.0006259170789846017:
Training loss:2.031 acc_avg:99.342% acc:99.387% time:371s
Testing loss:2.158 acc_avg:81.497% acc:84.212% time:43s [best test acc: 85.08%] 


Epoch(119/300) Learning Rate 0.0006152888650242391:
Training loss:2.03 acc_avg:99.535% acc:99.518% time:367s
Testing loss:2.158 acc_avg:83.15% acc:85.045% time:43s [best test acc: 85.08%] 


Epoch(120/300) Learning Rate 0.0006047062257725397:
Training loss:2.031 acc_avg:99.435% acc:99.474% time:371s
Testing loss:2.156 acc_avg:82.651% acc:84.698% time:43s [best test acc: 85.08%] 


Epoch(121/300) Learning Rate 0.0005941717723373874:
Training loss:2.029 acc_avg:99.61% acc:99.606% time:370s
Testing loss:2.158 acc_avg:83.096% acc:84.525% time:43s [best test acc: 85.08%] 


Epoch(122/300) Learning Rate 0.000583688103937537:
Training loss:2.03 acc_avg:99.541% acc:99.553% time:371s
Testing loss:2.159 acc_avg:82.163% acc:84.316% time:42s [best test acc: 85.08%] 


Epoch(123/300) Learning Rate 0.0005732578072612954:
Training loss:2.03 acc_avg:99.541% acc:99.492% time:369s
Testing loss:2.16 acc_avg:81.963% acc:84.282% time:42s [best test acc: 85.08%] 


Epoch(124/300) Learning Rate 0.000562883455828296:
Training loss:2.029 acc_avg:99.656% acc:99.667% time:373s
Testing loss:2.161 acc_avg:81.921% acc:83.796% time:43s [best test acc: 85.08%] 


Epoch(125/300) Learning Rate 0.0005525676093545201:
Training loss:2.029 acc_avg:99.606% acc:99.623% time:371s
Testing loss:2.155 acc_avg:82.762% acc:84.802% time:42s [best test acc: 85.08%] 


Epoch(126/300) Learning Rate 0.0005423128131207257:
Training loss:2.028 acc_avg:99.655% acc:99.667% time:369s
Testing loss:2.156 acc_avg:82.719% acc:84.594% time:43s [best test acc: 85.08%] 


Epoch(127/300) Learning Rate 0.0005321215973444374:
Training loss:2.028 acc_avg:99.792% acc:99.772% time:371s
Testing loss:2.158 acc_avg:81.698% acc:84.143% time:43s [best test acc: 85.08%] 


Epoch(128/300) Learning Rate 0.0005219964765556535:
Training loss:2.029 acc_avg:99.68% acc:99.65% time:370s
Testing loss:2.155 acc_avg:81.726% acc:84.386% time:42s [best test acc: 85.08%] 


Epoch(129/300) Learning Rate 0.0005119399489764239:
Training loss:2.028 acc_avg:99.662% acc:99.667% time:371s
Testing loss:2.149 acc_avg:83.167% acc:85.08% time:43s [best test acc: 85.08%] 


Epoch(130/300) Learning Rate 0.0005019544959044491:
Training loss:2.029 acc_avg:99.536% acc:99.518% time:372s
Testing loss:2.155 acc_avg:82.289% acc:84.559% time:42s [best test acc: 85.08%] 


Epoch(131/300) Learning Rate 0.0004920425811008594:
Training loss:2.027 acc_avg:99.747% acc:99.72% time:369s
Testing loss:2.152 acc_avg:82.836% acc:84.941% time:43s [best test acc: 85.08%] 


Epoch(132/300) Learning Rate 0.00048220665018231727:
Training loss:2.028 acc_avg:99.737% acc:99.702% time:370s
Testing loss:2.151 acc_avg:83.377% acc:85.219% time:43s [best test acc: 85.219%] 


Epoch(133/300) Learning Rate 0.00047244913001759874:
Training loss:2.027 acc_avg:99.832% acc:99.807% time:370s
Testing loss:2.158 acc_avg:82.397% acc:84.247% time:42s [best test acc: 85.219%] 


Epoch(134/300) Learning Rate 0.0004627724281287992:
Training loss:2.028 acc_avg:99.696% acc:99.676% time:365s
Testing loss:2.153 acc_avg:82.086% acc:84.733% time:42s [best test acc: 85.219%] 


Epoch(135/300) Learning Rate 0.0004531789320973147:
Training loss:2.027 acc_avg:99.794% acc:99.772% time:372s
Testing loss:2.149 acc_avg:83.247% acc:84.976% time:43s [best test acc: 85.219%] 


Epoch(136/300) Learning Rate 0.0004436710089747401:
Training loss:2.028 acc_avg:99.729% acc:99.746% time:368s
Testing loss:2.158 acc_avg:81.276% acc:83.865% time:41s [best test acc: 85.219%] 


Epoch(137/300) Learning Rate 0.0004342510046988358:
Training loss:2.028 acc_avg:99.683% acc:99.667% time:370s
Testing loss:2.153 acc_avg:82.209% acc:84.386% time:42s [best test acc: 85.219%] 


Epoch(138/300) Learning Rate 0.0004249212435147022:
Training loss:2.027 acc_avg:99.679% acc:99.702% time:372s
Testing loss:2.154 acc_avg:81.818% acc:84.594% time:42s [best test acc: 85.219%] 


Epoch(139/300) Learning Rate 0.00041568402740130766:
Training loss:2.027 acc_avg:99.746% acc:99.755% time:371s
Testing loss:2.154 acc_avg:82.447% acc:85.045% time:42s [best test acc: 85.219%] 


Epoch(140/300) Learning Rate 0.0004065416355035085:
Training loss:2.027 acc_avg:99.718% acc:99.72% time:370s
Testing loss:2.152 acc_avg:82.58% acc:84.733% time:43s [best test acc: 85.219%] 


Epoch(141/300) Learning Rate 0.000397496323569705:
Training loss:2.026 acc_avg:99.807% acc:99.798% time:373s
Testing loss:2.154 acc_avg:82.553% acc:85.115% time:42s [best test acc: 85.219%] 


Epoch(142/300) Learning Rate 0.0003885503233952689:
Training loss:2.026 acc_avg:99.762% acc:99.763% time:369s
Testing loss:2.156 acc_avg:82.437% acc:84.733% time:42s [best test acc: 85.219%] 


Epoch(143/300) Learning Rate 0.00037970584227188124:
Training loss:2.026 acc_avg:99.879% acc:99.877% time:371s
Testing loss:2.154 acc_avg:82.154% acc:84.49% time:43s [best test acc: 85.219%] 


Epoch(144/300) Learning Rate 0.00037096506244291635:
Training loss:2.026 acc_avg:99.796% acc:99.825% time:370s
Testing loss:2.153 acc_avg:82.237% acc:84.733% time:43s [best test acc: 85.219%] 


Epoch(145/300) Learning Rate 0.00036233014056500637:
Training loss:2.027 acc_avg:99.734% acc:99.737% time:371s
Testing loss:2.154 acc_avg:81.792% acc:84.386% time:43s [best test acc: 85.219%] 


Epoch(146/300) Learning Rate 0.0003538032071759172:
Training loss:2.026 acc_avg:99.83% acc:99.816% time:373s
Testing loss:2.152 acc_avg:81.734% acc:84.455% time:42s [best test acc: 85.219%] 


Epoch(147/300) Learning Rate 0.0003453863661688715:
Training loss:2.026 acc_avg:99.851% acc:99.825% time:372s
Testing loss:2.149 acc_avg:82.82% acc:85.01% time:43s [best test acc: 85.219%] 


Epoch(148/300) Learning Rate 0.0003370816942734438:
Training loss:2.026 acc_avg:99.862% acc:99.816% time:373s
Testing loss:2.153 acc_avg:82.423% acc:85.01% time:42s [best test acc: 85.219%] 


Epoch(149/300) Learning Rate 0.0003288912405431586:
Training loss:2.026 acc_avg:99.868% acc:99.869% time:373s
Testing loss:2.153 acc_avg:81.865% acc:84.559% time:42s [best test acc: 85.219%] 


Epoch(150/300) Learning Rate 0.0003208170258499179:
Training loss:2.026 acc_avg:99.855% acc:99.842% time:360s
Testing loss:2.148 acc_avg:83.539% acc:85.67% time:43s [best test acc: 85.67%] 


Epoch(151/300) Learning Rate 0.00031286104238538:
Training loss:2.026 acc_avg:99.836% acc:99.834% time:372s
Testing loss:2.149 acc_avg:82.504% acc:84.976% time:42s [best test acc: 85.67%] 


Epoch(152/300) Learning Rate 0.0003050252531694168:
Training loss:2.026 acc_avg:99.873% acc:99.869% time:372s
Testing loss:2.15 acc_avg:82.701% acc:85.323% time:42s [best test acc: 85.67%] 


Epoch(153/300) Learning Rate 0.0002973115915657679:
Training loss:2.026 acc_avg:99.839% acc:99.842% time:369s
Testing loss:2.153 acc_avg:82.115% acc:84.421% time:43s [best test acc: 85.67%] 


Epoch(154/300) Learning Rate 0.00028972196080501205:
Training loss:2.026 acc_avg:99.803% acc:99.834% time:381s
Testing loss:2.151 acc_avg:82.684% acc:84.802% time:43s [best test acc: 85.67%] 


Epoch(155/300) Learning Rate 0.00028225823351497317:
Training loss:2.025 acc_avg:99.859% acc:99.842% time:392s
Testing loss:2.151 acc_avg:81.926% acc:84.733% time:43s [best test acc: 85.67%] 


Epoch(156/300) Learning Rate 0.0002749222512586783:
Training loss:2.025 acc_avg:99.801% acc:99.816% time:380s
Testing loss:2.15 acc_avg:82.98% acc:85.253% time:49s [best test acc: 85.67%] 


Epoch(157/300) Learning Rate 0.0002677158240799784:
Training loss:2.025 acc_avg:99.852% acc:99.869% time:369s
Testing loss:2.148 acc_avg:82.775% acc:85.253% time:43s [best test acc: 85.67%] 


Epoch(158/300) Learning Rate 0.0002606407300569476:
Training loss:2.025 acc_avg:99.866% acc:99.877% time:369s
Testing loss:2.149 acc_avg:82.497% acc:85.045% time:42s [best test acc: 85.67%] 


Epoch(159/300) Learning Rate 0.0002536987148631693:
Training loss:2.025 acc_avg:99.855% acc:99.86% time:387s
Testing loss:2.149 acc_avg:82.131% acc:84.941% time:42s [best test acc: 85.67%] 


Epoch(160/300) Learning Rate 0.0002468914913370167:
Training loss:2.025 acc_avg:99.875% acc:99.877% time:390s
Testing loss:2.15 acc_avg:82.54% acc:85.115% time:43s [best test acc: 85.67%] 


Epoch(161/300) Learning Rate 0.0002402207390590366:
Training loss:2.025 acc_avg:99.897% acc:99.895% time:385s
Testing loss:2.154 acc_avg:82.384% acc:84.663% time:43s [best test acc: 85.67%] 


Epoch(162/300) Learning Rate 0.00023368810393753687:
Training loss:2.025 acc_avg:99.857% acc:99.877% time:375s
Testing loss:2.15 acc_avg:83.169% acc:85.427% time:43s [best test acc: 85.67%] 


Epoch(163/300) Learning Rate 0.00022729519780248367:
Training loss:2.025 acc_avg:99.853% acc:99.86% time:373s
Testing loss:2.151 acc_avg:82.559% acc:84.837% time:43s [best test acc: 85.67%] 


Epoch(164/300) Learning Rate 0.0002210435980078068:
Training loss:2.025 acc_avg:99.836% acc:99.851% time:388s
Testing loss:2.15 acc_avg:82.511% acc:84.941% time:45s [best test acc: 85.67%] 


Epoch(165/300) Learning Rate 0.00021493484704221096:
Training loss:2.025 acc_avg:99.899% acc:99.904% time:394s
Testing loss:2.149 acc_avg:81.901% acc:84.906% time:42s [best test acc: 85.67%] 


Epoch(166/300) Learning Rate 0.00020897045214858962:
Training loss:2.025 acc_avg:99.899% acc:99.904% time:381s
Testing loss:2.151 acc_avg:83.008% acc:85.253% time:43s [best test acc: 85.67%] 


Epoch(167/300) Learning Rate 0.00020315188495213565:
Training loss:2.025 acc_avg:99.834% acc:99.86% time:400s
Testing loss:2.146 acc_avg:83.726% acc:85.774% time:49s [best test acc: 85.774%] 


Epoch(168/300) Learning Rate 0.00019748058109723938:
Training loss:2.024 acc_avg:99.878% acc:99.886% time:371s
Testing loss:2.148 acc_avg:82.954% acc:85.045% time:43s [best test acc: 85.774%] 


Epoch(169/300) Learning Rate 0.0001919579398932661:
Training loss:2.024 acc_avg:99.921% acc:99.93% time:371s
Testing loss:2.148 acc_avg:83.034% acc:85.323% time:43s [best test acc: 85.774%] 


Epoch(170/300) Learning Rate 0.0001865853239692955:
Training loss:2.024 acc_avg:99.916% acc:99.895% time:373s
Testing loss:2.146 acc_avg:82.906% acc:85.392% time:41s [best test acc: 85.774%] 


Epoch(171/300) Learning Rate 0.00018136405893791457:
Training loss:2.024 acc_avg:99.899% acc:99.904% time:373s
Testing loss:2.15 acc_avg:83.162% acc:85.253% time:42s [best test acc: 85.774%] 


Epoch(172/300) Learning Rate 0.00017629543306814255:
Training loss:2.024 acc_avg:99.933% acc:99.921% time:373s
Testing loss:2.151 acc_avg:83.02% acc:85.253% time:43s [best test acc: 85.774%] 


Epoch(173/300) Learning Rate 0.0001713806969675691:
Training loss:2.024 acc_avg:99.906% acc:99.912% time:373s
Testing loss:2.149 acc_avg:83.402% acc:85.531% time:43s [best test acc: 85.774%] 


Epoch(174/300) Learning Rate 0.00016662106327378645:
Training loss:2.024 acc_avg:99.886% acc:99.895% time:369s
Testing loss:2.151 acc_avg:82.846% acc:84.976% time:43s [best test acc: 85.774%] 


Epoch(175/300) Learning Rate 0.00016201770635518846:
Training loss:2.025 acc_avg:99.919% acc:99.921% time:372s
Testing loss:2.149 acc_avg:82.749% acc:85.115% time:42s [best test acc: 85.774%] 


Epoch(176/300) Learning Rate 0.00015757176202121337:
Training loss:2.024 acc_avg:99.941% acc:99.956% time:373s
Testing loss:2.15 acc_avg:82.097% acc:84.802% time:41s [best test acc: 85.774%] 


Epoch(177/300) Learning Rate 0.00015328432724209944:
Training loss:2.024 acc_avg:99.942% acc:99.939% time:368s
Testing loss:2.149 acc_avg:82.571% acc:84.872% time:43s [best test acc: 85.774%] 


Epoch(178/300) Learning Rate 0.00014915645987822405:
Training loss:2.024 acc_avg:99.947% acc:99.921% time:373s
Testing loss:2.153 acc_avg:81.934% acc:84.316% time:42s [best test acc: 85.774%] 


Epoch(179/300) Learning Rate 0.00014518917841909284:
Training loss:2.024 acc_avg:99.943% acc:99.939% time:368s
Testing loss:2.15 acc_avg:83.101% acc:85.184% time:42s [best test acc: 85.774%] 


Epoch(180/300) Learning Rate 0.0001413834617320422:
Training loss:2.024 acc_avg:99.874% acc:99.895% time:369s
Testing loss:2.15 acc_avg:82.179% acc:84.837% time:43s [best test acc: 85.774%] 


Epoch(181/300) Learning Rate 0.00013774024882071828:
Training loss:2.025 acc_avg:99.88% acc:99.886% time:370s
Testing loss:2.151 acc_avg:82.96% acc:85.149% time:42s [best test acc: 85.774%] 


Epoch(182/300) Learning Rate 0.00013426043859339254:
Training loss:2.024 acc_avg:99.897% acc:99.886% time:369s
Testing loss:2.148 acc_avg:82.448% acc:85.184% time:42s [best test acc: 85.774%] 


Epoch(183/300) Learning Rate 0.00013094488964116892:
Training loss:2.024 acc_avg:99.963% acc:99.947% time:370s
Testing loss:2.151 acc_avg:82.4% acc:84.629% time:43s [best test acc: 85.774%] 


Epoch(184/300) Learning Rate 0.00012779442002613993:
Training loss:2.024 acc_avg:99.923% acc:99.93% time:373s
Testing loss:2.149 acc_avg:82.553% acc:84.941% time:43s [best test acc: 85.774%] 


Epoch(185/300) Learning Rate 0.00012480980707954144:
Training loss:2.024 acc_avg:99.908% acc:99.904% time:373s
Testing loss:2.152 acc_avg:82.572% acc:84.941% time:42s [best test acc: 85.774%] 


Epoch(186/300) Learning Rate 0.00012199178720995833:
Training loss:2.023 acc_avg:99.942% acc:99.947% time:370s
Testing loss:2.15 acc_avg:83.426% acc:85.6% time:43s [best test acc: 85.774%] 


Epoch(187/300) Learning Rate 0.00011934105572162642:
Training loss:2.024 acc_avg:99.922% acc:99.939% time:373s
Testing loss:2.149 acc_avg:82.011% acc:84.941% time:43s [best test acc: 85.774%] 


Epoch(188/300) Learning Rate 0.00011685826664287687:
Training loss:2.024 acc_avg:99.929% acc:99.93% time:368s
Testing loss:2.146 acc_avg:83.15% acc:85.67% time:43s [best test acc: 85.774%] 


Epoch(189/300) Learning Rate 0.00011454403256476391:
Training loss:2.024 acc_avg:99.928% acc:99.939% time:371s
Testing loss:2.144 acc_avg:83.217% acc:85.253% time:43s [best test acc: 85.774%] 


Epoch(190/300) Learning Rate 0.0001123989244899179:
Training loss:2.024 acc_avg:99.862% acc:99.869% time:370s
Testing loss:2.152 acc_avg:82.853% acc:84.906% time:42s [best test acc: 85.774%] 


Epoch(191/300) Learning Rate 0.00011042347169165829:
Training loss:2.024 acc_avg:99.935% acc:99.939% time:371s
Testing loss:2.146 acc_avg:82.747% acc:85.357% time:43s [best test acc: 85.774%] 


Epoch(192/300) Learning Rate 0.00010861816158340365:
Training loss:2.024 acc_avg:99.863% acc:99.86% time:372s
Testing loss:2.147 acc_avg:83.632% acc:85.843% time:43s [best test acc: 85.843%] 


Epoch(193/300) Learning Rate 0.00010698343959840973:
Training loss:2.024 acc_avg:99.938% acc:99.93% time:372s
Testing loss:2.153 acc_avg:81.948% acc:84.594% time:42s [best test acc: 85.843%] 


Epoch(194/300) Learning Rate 0.00010551970907986557:
Training loss:2.024 acc_avg:99.944% acc:99.947% time:371s
Testing loss:2.145 acc_avg:83.325% acc:85.496% time:43s [best test acc: 85.843%] 


Epoch(195/300) Learning Rate 0.00010422733118137429:
Training loss:2.024 acc_avg:99.923% acc:99.904% time:367s
Testing loss:2.149 acc_avg:82.684% acc:85.01% time:42s [best test acc: 85.843%] 


Epoch(196/300) Learning Rate 0.000103106624777844:
Training loss:2.024 acc_avg:99.954% acc:99.93% time:373s
Testing loss:2.146 acc_avg:83.677% acc:85.947% time:43s [best test acc: 85.947%] 


Epoch(197/300) Learning Rate 0.00010215786638681043:
Training loss:2.024 acc_avg:99.922% acc:99.912% time:369s
Testing loss:2.153 acc_avg:82.305% acc:84.525% time:43s [best test acc: 85.947%] 


Epoch(198/300) Learning Rate 0.00010138129010020991:
Training loss:2.024 acc_avg:99.973% acc:99.965% time:370s
Testing loss:2.147 acc_avg:83.389% acc:85.461% time:43s [best test acc: 85.947%] 


Epoch(199/300) Learning Rate 0.00010077708752662107:
Training loss:2.024 acc_avg:99.97% acc:99.956% time:370s
Testing loss:2.148 acc_avg:83.008% acc:85.357% time:42s [best test acc: 85.947%] 


Epoch(200/300) Learning Rate 0.00010034540774398788:
Training loss:2.024 acc_avg:99.946% acc:99.921% time:368s
Testing loss:2.154 acc_avg:82.007% acc:84.698% time:42s [best test acc: 85.947%] 


Epoch(201/300) Learning Rate 0.00010008635726283759:
Training loss:2.024 acc_avg:99.872% acc:99.877% time:372s
Testing loss:2.149 acc_avg:82.551% acc:85.045% time:43s [best test acc: 85.947%] 


Epoch(202/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.902% acc:99.895% time:372s
Testing loss:2.148 acc_avg:82.485% acc:85.219% time:42s [best test acc: 85.947%] 


Epoch(203/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.944% acc:99.93% time:368s
Testing loss:2.15 acc_avg:82.905% acc:85.392% time:42s [best test acc: 85.947%] 


Epoch(204/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.943% acc:99.947% time:370s
Testing loss:2.148 acc_avg:83.845% acc:85.878% time:42s [best test acc: 85.947%] 


Epoch(205/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.947% acc:99.947% time:386s
Testing loss:2.152 acc_avg:82.774% acc:85.149% time:41s [best test acc: 85.947%] 


Epoch(206/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.942% acc:99.956% time:377s
Testing loss:2.15 acc_avg:82.17% acc:84.768% time:48s [best test acc: 85.947%] 


Epoch(207/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.959% acc:99.947% time:393s
Testing loss:2.149 acc_avg:82.487% acc:85.01% time:42s [best test acc: 85.947%] 


Epoch(208/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.929% acc:99.93% time:369s
Testing loss:2.151 acc_avg:82.427% acc:84.976% time:45s [best test acc: 85.947%] 


Epoch(209/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.94% acc:99.939% time:379s
Testing loss:2.151 acc_avg:82.011% acc:84.698% time:49s [best test acc: 85.947%] 


Epoch(210/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.925% acc:99.912% time:386s
Testing loss:2.146 acc_avg:82.636% acc:85.357% time:44s [best test acc: 85.947%] 


Epoch(211/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.931% acc:99.93% time:390s
Testing loss:2.151 acc_avg:82.218% acc:84.733% time:43s [best test acc: 85.947%] 


Epoch(212/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.922% acc:99.93% time:397s
Testing loss:2.146 acc_avg:82.364% acc:85.184% time:43s [best test acc: 85.947%] 


Epoch(213/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.935% acc:99.939% time:374s
Testing loss:2.15 acc_avg:82.352% acc:84.941% time:49s [best test acc: 85.947%] 


Epoch(214/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.892% acc:99.912% time:384s
Testing loss:2.149 acc_avg:82.668% acc:84.733% time:43s [best test acc: 85.947%] 


Epoch(215/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.906% acc:99.921% time:385s
Testing loss:2.149 acc_avg:83.158% acc:85.288% time:43s [best test acc: 85.947%] 


Epoch(216/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.979% acc:99.982% time:386s
Testing loss:2.148 acc_avg:83.074% acc:85.461% time:41s [best test acc: 85.947%] 


Epoch(217/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.935% acc:99.886% time:385s
Testing loss:2.15 acc_avg:82.228% acc:84.941% time:43s [best test acc: 85.947%] 


Epoch(218/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.935% acc:99.939% time:384s
Testing loss:2.148 acc_avg:82.258% acc:84.768% time:43s [best test acc: 85.947%] 


Epoch(219/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.924% acc:99.912% time:388s
Testing loss:2.147 acc_avg:82.972% acc:85.08% time:43s [best test acc: 85.947%] 


Epoch(220/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.932% acc:99.947% time:374s
Testing loss:2.149 acc_avg:82.537% acc:85.149% time:43s [best test acc: 85.947%] 


Epoch(221/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.962% acc:99.956% time:373s
Testing loss:2.149 acc_avg:82.858% acc:85.149% time:42s [best test acc: 85.947%] 


Epoch(222/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.934% acc:99.939% time:372s
Testing loss:2.148 acc_avg:83.29% acc:85.774% time:43s [best test acc: 85.947%] 


Epoch(223/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.911% acc:99.904% time:375s
Testing loss:2.152 acc_avg:82.358% acc:84.837% time:43s [best test acc: 85.947%] 


Epoch(224/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.944% acc:99.93% time:376s
Testing loss:2.15 acc_avg:82.789% acc:85.149% time:43s [best test acc: 85.947%] 


Epoch(225/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.981% acc:99.974% time:373s
Testing loss:2.148 acc_avg:83.088% acc:85.323% time:43s [best test acc: 85.947%] 


Epoch(226/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.965% acc:99.956% time:373s
Testing loss:2.15 acc_avg:83.339% acc:85.253% time:43s [best test acc: 85.947%] 


Epoch(227/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.935% acc:99.939% time:371s
Testing loss:2.147 acc_avg:82.113% acc:84.941% time:43s [best test acc: 85.947%] 


Epoch(228/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.921% acc:99.912% time:372s
Testing loss:2.146 acc_avg:83.177% acc:85.566% time:43s [best test acc: 85.947%] 


Epoch(229/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.903% acc:99.921% time:375s
Testing loss:2.152 acc_avg:82.751% acc:85.08% time:43s [best test acc: 85.947%] 


Epoch(230/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.925% acc:99.93% time:374s
Testing loss:2.152 acc_avg:82.512% acc:84.802% time:43s [best test acc: 85.947%] 


Epoch(231/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.97% acc:99.965% time:377s
Testing loss:2.149 acc_avg:82.946% acc:85.357% time:42s [best test acc: 85.947%] 


Epoch(232/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.966% acc:99.956% time:376s
Testing loss:2.149 acc_avg:81.689% acc:84.421% time:43s [best test acc: 85.947%] 


Epoch(233/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.922% acc:99.904% time:375s
Testing loss:2.15 acc_avg:82.179% acc:84.872% time:43s [best test acc: 85.947%] 


Epoch(234/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.923% acc:99.939% time:372s
Testing loss:2.146 acc_avg:82.904% acc:85.496% time:42s [best test acc: 85.947%] 


Epoch(235/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.928% acc:99.939% time:373s
Testing loss:2.15 acc_avg:82.897% acc:85.184% time:42s [best test acc: 85.947%] 


Epoch(236/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.927% acc:99.904% time:366s
Testing loss:2.148 acc_avg:82.471% acc:85.149% time:43s [best test acc: 85.947%] 


Epoch(237/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.937% acc:99.947% time:375s
Testing loss:2.147 acc_avg:83.423% acc:85.461% time:43s [best test acc: 85.947%] 


Epoch(238/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.969% acc:99.956% time:371s
Testing loss:2.151 acc_avg:82.096% acc:84.629% time:42s [best test acc: 85.947%] 


Epoch(239/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.895% acc:99.886% time:374s
Testing loss:2.148 acc_avg:83.26% acc:85.566% time:42s [best test acc: 85.947%] 


Epoch(240/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.97% acc:99.974% time:370s
Testing loss:2.147 acc_avg:82.825% acc:85.219% time:43s [best test acc: 85.947%] 


Epoch(241/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.942% acc:99.947% time:372s
Testing loss:2.147 acc_avg:83.215% acc:85.6% time:43s [best test acc: 85.947%] 


Epoch(242/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.933% acc:99.939% time:373s
Testing loss:2.148 acc_avg:82.819% acc:85.461% time:43s [best test acc: 85.947%] 


Epoch(243/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.924% acc:99.93% time:375s
Testing loss:2.148 acc_avg:83.264% acc:85.566% time:43s [best test acc: 85.947%] 


Epoch(244/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.93% acc:99.912% time:376s
Testing loss:2.149 acc_avg:82.735% acc:85.566% time:44s [best test acc: 85.947%] 


Epoch(245/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.951% acc:99.947% time:374s
Testing loss:2.148 acc_avg:83.115% acc:85.427% time:42s [best test acc: 85.947%] 


Epoch(246/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.967% acc:99.965% time:376s
Testing loss:2.148 acc_avg:82.332% acc:85.01% time:43s [best test acc: 85.947%] 


Epoch(247/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.956% acc:99.965% time:376s
Testing loss:2.145 acc_avg:83.501% acc:85.739% time:43s [best test acc: 85.947%] 


Epoch(248/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.94% acc:99.912% time:377s
Testing loss:2.148 acc_avg:82.773% acc:85.219% time:43s [best test acc: 85.947%] 


Epoch(249/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.934% acc:99.93% time:374s
Testing loss:2.145 acc_avg:82.705% acc:85.392% time:43s [best test acc: 85.947%] 


Epoch(250/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.955% acc:99.956% time:374s
Testing loss:2.148 acc_avg:82.212% acc:85.01% time:43s [best test acc: 85.947%] 


Epoch(251/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.943% acc:99.921% time:369s
Testing loss:2.152 acc_avg:81.744% acc:84.663% time:43s [best test acc: 85.947%] 


Epoch(252/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.947% acc:99.947% time:376s
Testing loss:2.15 acc_avg:82.602% acc:85.08% time:43s [best test acc: 85.947%] 


Epoch(253/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.948% acc:99.93% time:371s
Testing loss:2.146 acc_avg:83.06% acc:85.323% time:42s [best test acc: 85.947%] 


Epoch(254/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.976% acc:99.974% time:376s
Testing loss:2.147 acc_avg:82.64% acc:85.115% time:43s [best test acc: 85.947%] 


Epoch(255/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.932% acc:99.921% time:375s
Testing loss:2.147 acc_avg:82.852% acc:85.392% time:42s [best test acc: 85.947%] 


Epoch(256/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.968% acc:99.974% time:372s
Testing loss:2.147 acc_avg:82.61% acc:85.253% time:43s [best test acc: 85.947%] 


Epoch(257/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.932% acc:99.904% time:377s
Testing loss:2.146 acc_avg:83.176% acc:85.531% time:43s [best test acc: 85.947%] 


Epoch(258/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.965% acc:99.956% time:372s
Testing loss:2.147 acc_avg:83.204% acc:85.323% time:43s [best test acc: 85.947%] 


Epoch(259/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.885% acc:99.886% time:374s
Testing loss:2.15 acc_avg:82.961% acc:85.219% time:43s [best test acc: 85.947%] 


Epoch(260/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.956% acc:99.947% time:371s
Testing loss:2.144 acc_avg:82.804% acc:85.357% time:43s [best test acc: 85.947%] 


Epoch(261/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.934% acc:99.947% time:365s
Testing loss:2.15 acc_avg:82.715% acc:85.045% time:43s [best test acc: 85.947%] 


Epoch(262/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.954% acc:99.939% time:371s
Testing loss:2.146 acc_avg:83.085% acc:85.496% time:43s [best test acc: 85.947%] 


Epoch(263/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.938% acc:99.939% time:369s
Testing loss:2.149 acc_avg:82.976% acc:85.045% time:42s [best test acc: 85.947%] 


Epoch(264/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.924% acc:99.921% time:370s
Testing loss:2.149 acc_avg:82.534% acc:85.323% time:42s [best test acc: 85.947%] 


Epoch(265/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.897% acc:99.886% time:382s
Testing loss:2.147 acc_avg:82.33% acc:85.08% time:43s [best test acc: 85.947%] 


Epoch(266/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.938% acc:99.93% time:374s
Testing loss:2.148 acc_avg:83.305% acc:85.496% time:47s [best test acc: 85.947%] 


Epoch(267/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.916% acc:99.904% time:385s
Testing loss:2.147 acc_avg:82.992% acc:85.323% time:42s [best test acc: 85.947%] 


Epoch(268/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.917% acc:99.921% time:389s
Testing loss:2.142 acc_avg:84.373% acc:86.19% time:43s [best test acc: 86.19%] 


Epoch(269/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.95% acc:99.939% time:389s
Testing loss:2.148 acc_avg:83.076% acc:85.253% time:47s [best test acc: 86.19%] 


Epoch(270/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.972% acc:99.974% time:384s
Testing loss:2.145 acc_avg:83.284% acc:85.427% time:43s [best test acc: 86.19%] 


Epoch(271/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.948% acc:99.939% time:376s
Testing loss:2.148 acc_avg:82.689% acc:85.08% time:46s [best test acc: 86.19%] 


Epoch(272/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.963% acc:99.956% time:390s
Testing loss:2.146 acc_avg:83.419% acc:85.635% time:43s [best test acc: 86.19%] 


Epoch(273/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.963% acc:99.965% time:390s
Testing loss:2.146 acc_avg:83.508% acc:85.635% time:43s [best test acc: 86.19%] 


Epoch(274/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.911% acc:99.921% time:394s
Testing loss:2.147 acc_avg:82.689% acc:85.115% time:48s [best test acc: 86.19%] 


Epoch(275/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.927% acc:99.912% time:389s
Testing loss:2.148 acc_avg:82.982% acc:85.531% time:43s [best test acc: 86.19%] 


Epoch(276/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.978% acc:99.965% time:377s
Testing loss:2.146 acc_avg:83.434% acc:85.531% time:46s [best test acc: 86.19%] 


Epoch(277/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.969% acc:99.965% time:389s
Testing loss:2.147 acc_avg:83.123% acc:85.392% time:47s [best test acc: 86.19%] 


Epoch(278/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.978% acc:99.974% time:395s
Testing loss:2.146 acc_avg:83.121% acc:85.253% time:44s [best test acc: 86.19%] 


Epoch(279/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.957% acc:99.947% time:382s
Testing loss:2.148 acc_avg:82.875% acc:85.184% time:48s [best test acc: 86.19%] 


Epoch(280/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.979% acc:99.982% time:371s
Testing loss:2.146 acc_avg:82.758% acc:85.184% time:42s [best test acc: 86.19%] 


Epoch(281/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.964% acc:99.965% time:375s
Testing loss:2.148 acc_avg:82.987% acc:85.115% time:43s [best test acc: 86.19%] 


Epoch(282/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.953% acc:99.947% time:375s
Testing loss:2.147 acc_avg:83.116% acc:85.253% time:42s [best test acc: 86.19%] 


Epoch(283/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.939% acc:99.93% time:376s
Testing loss:2.15 acc_avg:82.623% acc:84.941% time:45s [best test acc: 86.19%] 


Epoch(284/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.968% acc:99.956% time:371s
Testing loss:2.145 acc_avg:82.662% acc:85.149% time:45s [best test acc: 86.19%] 


Epoch(285/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.967% acc:99.956% time:372s
Testing loss:2.148 acc_avg:82.714% acc:85.253% time:43s [best test acc: 86.19%] 


Epoch(286/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.943% acc:99.939% time:379s
Testing loss:2.148 acc_avg:83.135% acc:85.566% time:43s [best test acc: 86.19%] 


Epoch(287/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.955% acc:99.965% time:373s
Testing loss:2.146 acc_avg:82.846% acc:85.357% time:43s [best test acc: 86.19%] 


Epoch(288/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.941% acc:99.956% time:374s
Testing loss:2.146 acc_avg:83.028% acc:85.357% time:42s [best test acc: 86.19%] 


Epoch(289/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.954% acc:99.956% time:374s
Testing loss:2.146 acc_avg:83.407% acc:85.635% time:44s [best test acc: 86.19%] 


Epoch(290/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.974% acc:99.974% time:376s
Testing loss:2.148 acc_avg:83.573% acc:85.808% time:44s [best test acc: 86.19%] 


Epoch(291/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.953% acc:99.939% time:378s
Testing loss:2.148 acc_avg:83.55% acc:85.808% time:43s [best test acc: 86.19%] 


Epoch(292/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.944% acc:99.947% time:378s
Testing loss:2.15 acc_avg:82.629% acc:84.906% time:45s [best test acc: 86.19%] 


Epoch(293/300) Learning Rate 0.0001:
Training loss:2.024 acc_avg:99.895% acc:99.895% time:375s
Testing loss:2.148 acc_avg:82.379% acc:84.906% time:44s [best test acc: 86.19%] 


Epoch(294/300) Learning Rate 0.0001:
Training loss:2.022 acc_avg:99.952% acc:99.956% time:373s
Testing loss:2.148 acc_avg:83.11% acc:85.67% time:43s [best test acc: 86.19%] 


Epoch(295/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.936% acc:99.921% time:377s
Testing loss:2.145 acc_avg:82.688% acc:85.427% time:43s [best test acc: 86.19%] 


Epoch(296/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.933% acc:99.93% time:370s
Testing loss:2.148 acc_avg:82.429% acc:85.219% time:43s [best test acc: 86.19%] 


Epoch(297/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.973% acc:99.956% time:371s
Testing loss:2.15 acc_avg:82.9% acc:85.115% time:42s [best test acc: 86.19%] 


Epoch(298/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.945% acc:99.965% time:378s
Testing loss:2.148 acc_avg:82.848% acc:85.288% time:43s [best test acc: 86.19%] 


Epoch(299/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.975% acc:99.965% time:381s
Testing loss:2.148 acc_avg:82.724% acc:85.149% time:43s [best test acc: 86.19%] 


Epoch(300/300) Learning Rate 0.0001:
Training loss:2.023 acc_avg:99.88% acc:99.895% time:373s
Testing loss:2.147 acc_avg:83.383% acc:85.566% time:43s [best test acc: 86.19%] 


++++++++++++++++Final results++++++++++++++++
++  Last Train time: 373 | Last Test time: 43  ++
++  Best Train loss: 2.022 | Best Test loss: 2.142  ++
++  Best Train acc_B: 99.981 | Best Test acc_B: 84.373  ++
++  Best Train acc: 99.982 | Best Test acc: 86.19  ++
++++++++++++++++++++++++++++++++++++++++
