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train_erfnet_culane.log
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=> loading checkpoint './models/NASv1/yepeng'
=> loaded checkpoint 'False' (epoch 40)
train_erfnet.py:204: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.
input_var = torch.autograd.Variable(input, volatile=True)
/home/wx987516/anaconda3/envs/caffe/lib/python3.6/site-packages/torch/nn/functional.py:1350: UserWarning: nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.
warnings.warn("nn.functional.sigmoid is deprecated. Use torch.sigmoid instead.")
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Test: [170/807] Time 0.234 (0.311) Loss 5.0268 (5.4990) Pixels Acc 0.052 mIoU 0.012
Test: [171/807] Time 0.211 (0.310) Loss 4.5700 (5.4936) Pixels Acc 0.052 mIoU 0.012
Test: [172/807] Time 0.224 (0.310) Loss 5.1579 (5.4916) Pixels Acc 0.052 mIoU 0.012
Test: [173/807] Time 0.231 (0.309) Loss 5.0853 (5.4893) Pixels Acc 0.052 mIoU 0.012
Test: [174/807] Time 0.261 (0.309) Loss 4.8685 (5.4857) Pixels Acc 0.052 mIoU 0.012
Test: [175/807] Time 0.227 (0.309) Loss 4.9371 (5.4826) Pixels Acc 0.052 mIoU 0.012
Test: [176/807] Time 0.240 (0.308) Loss 4.8858 (5.4793) Pixels Acc 0.052 mIoU 0.012
Test: [177/807] Time 0.211 (0.308) Loss 4.5702 (5.4741) Pixels Acc 0.052 mIoU 0.012
Test: [178/807] Time 0.242 (0.307) Loss 4.5292 (5.4689) Pixels Acc 0.052 mIoU 0.012
Test: [179/807] Time 0.230 (0.307) Loss 5.0754 (5.4667) Pixels Acc 0.052 mIoU 0.012
Test: [180/807] Time 0.274 (0.307) Loss 5.4347 (5.4665) Pixels Acc 0.052 mIoU 0.012
Test: [181/807] Time 0.238 (0.306) Loss 4.7959 (5.4628) Pixels Acc 0.052 mIoU 0.012
Test: [182/807] Time 0.233 (0.306) Loss 5.3760 (5.4623) Pixels Acc 0.052 mIoU 0.012
Test: [183/807] Time 0.303 (0.306) Loss 5.2427 (5.4611) Pixels Acc 0.052 mIoU 0.012
Test: [184/807] Time 0.226 (0.305) Loss 4.7323 (5.4572) Pixels Acc 0.052 mIoU 0.012
Test: [185/807] Time 0.239 (0.305) Loss 4.9850 (5.4547) Pixels Acc 0.052 mIoU 0.012
Test: [186/807] Time 0.199 (0.304) Loss 4.9391 (5.4519) Pixels Acc 0.052 mIoU 0.012
Test: [187/807] Time 0.221 (0.304) Loss 4.8972 (5.4490) Pixels Acc 0.052 mIoU 0.012
Test: [188/807] Time 0.236 (0.304) Loss 4.6320 (5.4446) Pixels Acc 0.052 mIoU 0.012
Test: [189/807] Time 0.227 (0.303) Loss 4.8322 (5.4414) Pixels Acc 0.052 mIoU 0.012
Test: [190/807] Time 0.241 (0.303) Loss 4.8981 (5.4386) Pixels Acc 0.052 mIoU 0.012
Test: [191/807] Time 0.253 (0.303) Loss 4.8713 (5.4356) Pixels Acc 0.052 mIoU 0.012
Test: [192/807] Time 0.243 (0.302) Loss 4.8224 (5.4324) Pixels Acc 0.052 mIoU 0.012
Test: [193/807] Time 0.226 (0.302) Loss 4.7331 (5.4288) Pixels Acc 0.052 mIoU 0.012
Test: [194/807] Time 0.231 (0.302) Loss 4.3113 (5.4231) Pixels Acc 0.052 mIoU 0.012
Test: [195/807] Time 0.217 (0.301) Loss 4.4085 (5.4179) Pixels Acc 0.052 mIoU 0.013
Test: [196/807] Time 0.230 (0.301) Loss 4.2779 (5.4121) Pixels Acc 0.052 mIoU 0.013
Test: [197/807] Time 0.231 (0.300) Loss 5.0972 (5.4106) Pixels Acc 0.052 mIoU 0.013
Test: [198/807] Time 0.228 (0.300) Loss 6.2139 (5.4146) Pixels Acc 0.052 mIoU 0.013
Test: [199/807] Time 0.258 (0.300) Loss 5.8714 (5.4169) Pixels Acc 0.052 mIoU 0.013
Test: [200/807] Time 0.239 (0.300) Loss 5.4409 (5.4170) Pixels Acc 0.052 mIoU 0.013
Test: [201/807] Time 0.217 (0.299) Loss 5.4415 (5.4171) Pixels Acc 0.052 mIoU 0.013
Test: [202/807] Time 0.305 (0.299) Loss 5.3925 (5.4170) Pixels Acc 0.052 mIoU 0.013
Test: [203/807] Time 0.248 (0.299) Loss 5.5026 (5.4174) Pixels Acc 0.052 mIoU 0.013
Test: [204/807] Time 0.222 (0.299) Loss 5.2280 (5.4165) Pixels Acc 0.052 mIoU 0.013
Test: [205/807] Time 0.218 (0.298) Loss 5.1979 (5.4154) Pixels Acc 0.052 mIoU 0.013
Test: [206/807] Time 0.224 (0.298) Loss 5.3854 (5.4153) Pixels Acc 0.052 mIoU 0.013
Test: [207/807] Time 0.220 (0.297) Loss 4.8721 (5.4127) Pixels Acc 0.052 mIoU 0.013
Test: [208/807] Time 0.280 (0.297) Loss 4.9062 (5.4102) Pixels Acc 0.052 mIoU 0.013
Test: [209/807] Time 0.214 (0.297) Loss 5.2883 (5.4097) Pixels Acc 0.052 mIoU 0.013
Test: [210/807] Time 0.234 (0.297) Loss 5.5349 (5.4103) Pixels Acc 0.052 mIoU 0.013
Test: [211/807] Time 0.237 (0.296) Loss 5.9804 (5.4129) Pixels Acc 0.052 mIoU 0.013
Test: [212/807] Time 0.248 (0.296) Loss 5.3457 (5.4126) Pixels Acc 0.052 mIoU 0.012
Test: [213/807] Time 0.210 (0.296) Loss 5.0245 (5.4108) Pixels Acc 0.052 mIoU 0.013
Test: [214/807] Time 0.241 (0.296) Loss 5.0714 (5.4092) Pixels Acc 0.052 mIoU 0.013
Test: [215/807] Time 0.271 (0.295) Loss 5.0248 (5.4075) Pixels Acc 0.052 mIoU 0.013
Test: [216/807] Time 0.243 (0.295) Loss 5.0086 (5.4056) Pixels Acc 0.052 mIoU 0.013
Test: [217/807] Time 0.225 (0.295) Loss 4.9729 (5.4036) Pixels Acc 0.052 mIoU 0.013
Test: [218/807] Time 0.240 (0.295) Loss 5.1762 (5.4026) Pixels Acc 0.052 mIoU 0.013
Test: [219/807] Time 0.236 (0.294) Loss 5.0756 (5.4011) Pixels Acc 0.052 mIoU 0.013
Test: [220/807] Time 0.248 (0.294) Loss 5.0558 (5.3995) Pixels Acc 0.052 mIoU 0.013
Test: [221/807] Time 0.248 (0.294) Loss 5.3592 (5.3994) Pixels Acc 0.052 mIoU 0.013
Test: [222/807] Time 0.231 (0.294) Loss 5.2656 (5.3988) Pixels Acc 0.052 mIoU 0.013
Test: [223/807] Time 0.217 (0.293) Loss 5.1874 (5.3978) Pixels Acc 0.052 mIoU 0.013
Test: [224/807] Time 0.244 (0.293) Loss 4.5919 (5.3942) Pixels Acc 0.052 mIoU 0.013
Test: [225/807] Time 0.229 (0.293) Loss 5.5502 (5.3949) Pixels Acc 0.052 mIoU 0.013
Test: [226/807] Time 0.223 (0.292) Loss 5.2446 (5.3943) Pixels Acc 0.052 mIoU 0.013
Test: [227/807] Time 0.238 (0.292) Loss 5.1549 (5.3932) Pixels Acc 0.052 mIoU 0.013
Test: [228/807] Time 0.250 (0.292) Loss 5.0173 (5.3916) Pixels Acc 0.052 mIoU 0.013
Test: [229/807] Time 0.228 (0.292) Loss 4.9878 (5.3898) Pixels Acc 0.052 mIoU 0.013
Test: [230/807] Time 0.330 (0.292) Loss 4.9903 (5.3881) Pixels Acc 0.052 mIoU 0.013
Test: [231/807] Time 0.277 (0.292) Loss 4.6103 (5.3847) Pixels Acc 0.052 mIoU 0.013
Test: [232/807] Time 0.290 (0.292) Loss 4.7556 (5.3820) Pixels Acc 0.052 mIoU 0.013
Test: [233/807] Time 0.231 (0.292) Loss 5.3510 (5.3819) Pixels Acc 0.052 mIoU 0.013
Test: [234/807] Time 0.297 (0.292) Loss 5.2312 (5.3813) Pixels Acc 0.052 mIoU 0.013
Test: [235/807] Time 0.270 (0.292) Loss 5.3596 (5.3812) Pixels Acc 0.052 mIoU 0.013
Test: [236/807] Time 0.204 (0.291) Loss 5.1270 (5.3801) Pixels Acc 0.052 mIoU 0.013
Test: [237/807] Time 0.264 (0.291) Loss 5.2097 (5.3794) Pixels Acc 0.053 mIoU 0.013
Test: [238/807] Time 0.241 (0.291) Loss 4.8231 (5.3771) Pixels Acc 0.053 mIoU 0.013
Test: [239/807] Time 0.197 (0.290) Loss 5.8484 (5.3790) Pixels Acc 0.053 mIoU 0.013
Test: [240/807] Time 0.268 (0.290) Loss 5.6095 (5.3800) Pixels Acc 0.053 mIoU 0.013
Test: [241/807] Time 0.229 (0.290) Loss 5.1292 (5.3789) Pixels Acc 0.053 mIoU 0.013
Test: [242/807] Time 0.264 (0.290) Loss 4.9061 (5.3770) Pixels Acc 0.053 mIoU 0.013
Test: [243/807] Time 0.211 (0.290) Loss 4.6288 (5.3739) Pixels Acc 0.053 mIoU 0.013
Test: [244/807] Time 0.244 (0.290) Loss 4.4887 (5.3703) Pixels Acc 0.053 mIoU 0.013
Test: [245/807] Time 0.250 (0.289) Loss 4.4676 (5.3666) Pixels Acc 0.053 mIoU 0.013
Test: [246/807] Time 0.243 (0.289) Loss 4.6797 (5.3639) Pixels Acc 0.053 mIoU 0.013
Test: [247/807] Time 0.222 (0.289) Loss 4.4712 (5.3603) Pixels Acc 0.053 mIoU 0.013
Test: [248/807] Time 0.220 (0.289) Loss 4.5257 (5.3569) Pixels Acc 0.053 mIoU 0.013
Test: [249/807] Time 0.318 (0.289) Loss 4.9588 (5.3553) Pixels Acc 0.053 mIoU 0.013
Test: [250/807] Time 0.297 (0.289) Loss 6.5832 (5.3602) Pixels Acc 0.053 mIoU 0.013
Test: [251/807] Time 0.235 (0.289) Loss 6.0186 (5.3628) Pixels Acc 0.053 mIoU 0.013
Test: [252/807] Time 0.346 (0.289) Loss 5.0856 (5.3617) Pixels Acc 0.053 mIoU 0.013
Test: [253/807] Time 0.278 (0.289) Loss 4.3835 (5.3579) Pixels Acc 0.053 mIoU 0.013
Test: [254/807] Time 0.241 (0.289) Loss 4.5565 (5.3547) Pixels Acc 0.053 mIoU 0.013
Test: [255/807] Time 0.254 (0.288) Loss 5.0181 (5.3534) Pixels Acc 0.053 mIoU 0.013
Test: [256/807] Time 0.213 (0.288) Loss 5.2875 (5.3532) Pixels Acc 0.053 mIoU 0.013
Test: [257/807] Time 0.240 (0.288) Loss 5.5592 (5.3540) Pixels Acc 0.053 mIoU 0.013
Test: [258/807] Time 0.236 (0.288) Loss 5.5993 (5.3549) Pixels Acc 0.053 mIoU 0.013
Test: [259/807] Time 0.247 (0.288) Loss 5.5713 (5.3557) Pixels Acc 0.053 mIoU 0.013
Test: [260/807] Time 0.238 (0.287) Loss 5.3442 (5.3557) Pixels Acc 0.053 mIoU 0.013
Test: [261/807] Time 0.276 (0.287) Loss 5.5207 (5.3563) Pixels Acc 0.053 mIoU 0.013
Test: [262/807] Time 0.273 (0.287) Loss 5.2928 (5.3561) Pixels Acc 0.053 mIoU 0.013
Test: [263/807] Time 0.236 (0.287) Loss 4.8371 (5.3541) Pixels Acc 0.053 mIoU 0.013
Test: [264/807] Time 0.252 (0.287) Loss 5.3207 (5.3540) Pixels Acc 0.053 mIoU 0.013
Test: [265/807] Time 0.295 (0.287) Loss 6.0519 (5.3566) Pixels Acc 0.053 mIoU 0.013
Test: [266/807] Time 0.201 (0.287) Loss 5.9176 (5.3587) Pixels Acc 0.053 mIoU 0.013
Test: [267/807] Time 0.240 (0.286) Loss 6.1157 (5.3615) Pixels Acc 0.053 mIoU 0.013
Test: [268/807] Time 0.268 (0.286) Loss 6.0917 (5.3643) Pixels Acc 0.053 mIoU 0.013
Test: [269/807] Time 0.312 (0.287) Loss 6.0666 (5.3669) Pixels Acc 0.053 mIoU 0.013
Test: [270/807] Time 0.252 (0.286) Loss 5.7572 (5.3683) Pixels Acc 0.052 mIoU 0.013
Test: [271/807] Time 0.245 (0.286) Loss 5.7398 (5.3697) Pixels Acc 0.052 mIoU 0.013
Test: [272/807] Time 0.241 (0.286) Loss 5.6492 (5.3707) Pixels Acc 0.052 mIoU 0.013
Test: [273/807] Time 0.254 (0.286) Loss 5.8089 (5.3723) Pixels Acc 0.052 mIoU 0.013
Test: [274/807] Time 0.333 (0.286) Loss 5.2250 (5.3718) Pixels Acc 0.052 mIoU 0.013
Test: [275/807] Time 0.228 (0.286) Loss 5.6057 (5.3726) Pixels Acc 0.052 mIoU 0.013
Test: [276/807] Time 0.275 (0.286) Loss 5.3965 (5.3727) Pixels Acc 0.052 mIoU 0.013
Test: [277/807] Time 0.260 (0.286) Loss 5.5052 (5.3732) Pixels Acc 0.052 mIoU 0.013
Test: [278/807] Time 0.263 (0.286) Loss 6.4516 (5.3770) Pixels Acc 0.052 mIoU 0.013
Test: [279/807] Time 0.280 (0.286) Loss 6.5147 (5.3811) Pixels Acc 0.052 mIoU 0.013
Test: [280/807] Time 0.266 (0.286) Loss 6.6039 (5.3854) Pixels Acc 0.052 mIoU 0.013
Test: [281/807] Time 0.234 (0.285) Loss 6.9738 (5.3911) Pixels Acc 0.052 mIoU 0.013
Test: [282/807] Time 0.233 (0.285) Loss 6.0418 (5.3934) Pixels Acc 0.052 mIoU 0.013
Test: [283/807] Time 0.266 (0.285) Loss 6.2994 (5.3966) Pixels Acc 0.052 mIoU 0.013
Test: [284/807] Time 0.213 (0.285) Loss 6.6403 (5.4009) Pixels Acc 0.052 mIoU 0.013
Test: [285/807] Time 0.190 (0.285) Loss 6.0529 (5.4032) Pixels Acc 0.052 mIoU 0.013
Test: [286/807] Time 0.210 (0.284) Loss 6.0624 (5.4055) Pixels Acc 0.052 mIoU 0.013
Test: [287/807] Time 0.260 (0.284) Loss 6.3699 (5.4089) Pixels Acc 0.052 mIoU 0.013
Test: [288/807] Time 0.251 (0.284) Loss 6.3421 (5.4121) Pixels Acc 0.052 mIoU 0.013
Test: [289/807] Time 0.241 (0.284) Loss 6.4045 (5.4155) Pixels Acc 0.052 mIoU 0.013
Test: [290/807] Time 0.235 (0.284) Loss 7.7177 (5.4234) Pixels Acc 0.052 mIoU 0.013
Test: [291/807] Time 0.231 (0.284) Loss 7.8918 (5.4319) Pixels Acc 0.052 mIoU 0.013
Test: [292/807] Time 0.230 (0.283) Loss 6.2775 (5.4348) Pixels Acc 0.052 mIoU 0.013
Test: [293/807] Time 0.214 (0.283) Loss 6.1402 (5.4372) Pixels Acc 0.052 mIoU 0.012
Test: [294/807] Time 0.223 (0.283) Loss 5.7499 (5.4382) Pixels Acc 0.052 mIoU 0.012
Test: [295/807] Time 0.312 (0.283) Loss 5.3499 (5.4379) Pixels Acc 0.052 mIoU 0.012
Test: [296/807] Time 0.250 (0.283) Loss 5.3016 (5.4375) Pixels Acc 0.052 mIoU 0.012
Test: [297/807] Time 0.258 (0.283) Loss 5.8355 (5.4388) Pixels Acc 0.052 mIoU 0.012
Test: [298/807] Time 0.259 (0.283) Loss 5.1534 (5.4378) Pixels Acc 0.052 mIoU 0.012
Test: [299/807] Time 0.259 (0.283) Loss 5.6924 (5.4387) Pixels Acc 0.052 mIoU 0.012
Test: [300/807] Time 0.294 (0.283) Loss 5.0749 (5.4375) Pixels Acc 0.052 mIoU 0.012
Test: [301/807] Time 0.307 (0.283) Loss 5.1750 (5.4366) Pixels Acc 0.052 mIoU 0.013
Test: [302/807] Time 0.241 (0.283) Loss 5.8817 (5.4381) Pixels Acc 0.052 mIoU 0.013
Test: [303/807] Time 0.221 (0.283) Loss 4.6873 (5.4356) Pixels Acc 0.052 mIoU 0.013
Test: [304/807] Time 0.233 (0.282) Loss 4.8930 (5.4338) Pixels Acc 0.052 mIoU 0.013
Test: [305/807] Time 0.237 (0.282) Loss 5.1330 (5.4328) Pixels Acc 0.052 mIoU 0.013
Test: [306/807] Time 0.279 (0.282) Loss 4.9958 (5.4314) Pixels Acc 0.052 mIoU 0.013
Test: [307/807] Time 0.215 (0.282) Loss 6.0930 (5.4336) Pixels Acc 0.052 mIoU 0.013